2025/05/14 更新

写真a

ゴトウ タダヒロ
後藤 匡啓
Tadahiro Goto
所属
データサイエンス研究科 ヘルスデータサイエンス専攻 教授
データサイエンス学部 データサイエンス学科
職名
教授
外部リンク

学位

  • 芸術修士 ( 2025年3月   京都芸術大学 )

  • 医学博士 ( 2020年7月   福井大学 )

  • 公衆衛生学修士 ( 2016年5月   ハーバード大学公衆衛生大学院 )

  • 医学学士 ( 2008年3月   福井大学 )

研究キーワード

  • 臨床研究

  • 集中治療

  • 救急医療

  • データサイエンス

研究分野

  • ライフサイエンス / 救急医学

  • ライフサイエンス / 衛生学、公衆衛生学分野:実験系を含まない

学歴

  • 京都芸術大学大学院   コミュニケーションデザイン専攻

    2023年4月 - 2025年3月

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  • ハーバード大学公衆衛生大学院   Master of Public Health   Clinical Effectiveness

    2015年7月 - 2016年5月

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  • 福井大学   医学部   医学科

    2002年4月 - 2008年3月

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  • 慶應義塾大学   理工学部   応用化学科(中途退学)

    1999年4月 - 2002年3月

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  • 慶應義塾湘南藤沢高等部

    1996年4月 - 1999年3月

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経歴

  • 横浜市立大学   データサイエンス研究科ヘルスデータサイエンス専攻   教授

    2025年4月 - 現在

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  • 横浜市立大学   データサイエンス研究科ヘルスデータサイエンス専攻   客員講師

    2022年4月 - 2025年3月

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  • TXP Medical 株式会社   最高科学責任者 (Chief Scientific Officer)

    2020年2月 - 現在

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  • 東京大学大学院   医学系研究科臨床疫学・経済学講座   客員研究員

    2018年10月 - 2025年3月

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  • 福井大学大学院   医学系研究科   研究員

    2018年10月 - 2019年9月

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  • ハーバード大学公衆衛生大学院   修士課程

    2015年7月 - 2016年5月

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  • マサチューセッツ総合病院   救急部   リサーチフェロー

    2015年5月 - 2018年8月

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  • 福井大学医学部附属病院   救急・総合診療部   救急医

    2013年10月 - 2015年4月

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  • 大阪府済生会千里病院   千里救命救急センター   後期研修医

    2012年10月 - 2013年9月

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  • 市立敦賀病院   救急科   後期研修医

    2012年6月 - 2012年9月

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  • 東京都立小児総合医療センター   救命救急科   後期研修医

    2012年1月 - 2012年3月

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  • 西伊豆総合病院   後期研修医

    2011年1月 - 2011年4月

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  • 福井大学医学部附属病院   救急・総合診療部   後期研修医

    2010年4月 - 2012年9月

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  • 亀田総合病院   感染症内科

    2010年4月 - 2010年6月

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    備考:学外短期研修

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  • 福井大学医学部附属病院   卒後臨床研修センター   初期研修医

    2008年4月 - 2010年3月

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▼全件表示

所属学協会

  • 日本救急医学会

    2010年4月

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委員歴

  • 日本救急医学会   救急AI研究活性化特別委員会  

    2025年1月 - 現在   

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    団体区分:学協会

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論文

  • Association Between Intraoperative Periarticular Injection of Triamcinolone and Early Postoperative Infection in Total Knee Arthroplasty: An Analysis of a Japanese Nationwide Database. 査読 国際誌

    Shingo Kurihara, Chikamasa Ichita, Tadahiro Goto, Kazuhisa Hatayama, Kiyohide Fushimi, Sayuri Shimizu

    The Journal of arthroplasty   2025年4月

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    記述言語:英語   掲載種別:研究論文(学術雑誌)  

    BACKGROUND: The safety of intraoperative periarticular triamcinolone injection in total knee arthroplasty (TKA) remains unclear. This study aimed to assess the association between periarticular injection of triamcinolone during primary TKA and complications, including early postoperative infection. METHODS: A Japanese nationwide database was used to identify adults who underwent primary TKA between April 2016 and March 2022. Patients were divided into triamcinolone and control groups. The primary outcome was reoperation for infection within 90 days from primary TKA. Secondary outcomes included diagnosis of postoperative infection, wound complications, deep vein thrombosis (DVT), pulmonary embolism (PE), in-hospital death, and readmission within 90 days. Propensity score matching was performed to adjust baseline differences. During the study period, 242,571 cases underwent primary knee arthroplasty. Among 212,427 eligible TKA patients, 15,229 (7.2%) were in the triamcinolone group and 197,198 (92.8%) were in the control group. RESULTS: Overall, there were 551 reoperations for infection within 90 days (0.26%), including 61 (0.40%) patients in the triamcinolone group and 490 (0.25%) in the control group. Propensity score matching yielded 14,683 pairs. The triamcinolone group had a higher incidence of reoperation for infection, with a risk ratio (RR) of 1.67 (95% confidence interval [CI]: 1.10 to 2.53) and risk difference of 0.16% (95% CI: 0.03 to 0.29). Diagnoses of infection (RR: 1.25 [95% CI: 1.09 to 1.44]) and wound complications (RR: 1.18 [95% CI: 0.99 to 1.39]) were more frequent in the triamcinolone group, while DVT incidence was significantly lower (RR: 0.69 [95% CI: 0.65 to 0.73]). No significant differences were observed in PE or in-hospital death, although 90-day readmission was more frequent in the triamcinolone group (RR: 1.22 [95% CI: 1.06 to 1.40]). CONCLUSIONS: Although the difference was subtle, periarticular injection of triamcinolone during TKA was associated with an increased risk of early postoperative infection requiring reoperation.

    DOI: 10.1016/j.arth.2025.04.041

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  • Clinical features and treatments of VEXAS syndrome in critical care: a scoping review. 査読 国際誌

    Kasumi Satoh, Yasushi Tsujimoto, Daisuke Kasugai, Kazuki Okura, Sarah Kyuragi Luthe, Takao Ono, Yuki Miyamoto, Tasuku Matsuyama, Manabu Okuyama, Taketo Watase, Hajime Nakae, Tadahiro Goto

    Critical care (London, England)   29 ( 1 )   154 - 154   2025年4月

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    担当区分:最終著者   記述言語:英語   掲載種別:研究論文(学術雑誌)  

    BACKGROUND: Vacuoles, E1 enzyme, X-linked, autoinflammatory, somatic (VEXAS) syndrome is a recently discovered severe disorder that predominantly affects adult males, characterized by systemic inflammation and hematologic abnormalities. Despite its profound impact on patient outcomes, awareness of VEXAS syndrome among critical care providers remains severely limited, often leading to delayed recognition, diagnosis, and initiation of appropriate treatment. This study aims to address this knowledge gap by conducting a scoping review on VEXAS syndrome in the critical care setting. METHODS: This scoping review followed the PRISMA-ScR guidelines and Joanna Briggs Institute methodology, analyzing data from Cochrane CENTRAL, MEDLINE via PubMed, EMBASE, and Web of Science on May 19, 2024. We included studies that reported clinical features and treatments of patients with VEXAS syndrome requiring critical care. RESULTS: Of the 1262 reports identified, 78 reports met the inclusion criteria, including 45 case reports/series, 17 observational studies, 15 reviews, and one systematic review. Analysis of 55 cases revealed a median age of 69 with a strong male predominance (54/55). ICU admission rates ranged from 28 to 33%, with mortality rates between 18 and 40%. Critical manifestations included shock, hemophagocytic lymphohistiocytosis, acute respiratory distress syndrome, thrombosis, and airway edema. Sepsis was the leading cause of death, followed by other causes including VEXAS syndrome related organ failure, cardiovascular events, and intestinal perforation. Treatment approaches combined conventional critical care measures with immunosuppressive and immunomodulatory therapies, although infectious complications were frequently reported. CONCLUSION: This review revealed the lack of systematically analyzed studies focusing on VEXAS syndrome in the critical care setting, suggesting a significant gap in understanding the clinical characteristics and optimal treatments for VEXAS syndrome. Further research focused on VEXAS syndrome in the critical care setting is essential to improve early recognition, develop standardized treatment protocols, and ultimately improve patient outcomes in this complex patient population.

    DOI: 10.1186/s13054-025-05390-y

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  • Subtypes of Older Adults Starting Long-Term Care in Japan: Application of Latent Class Analysis. 査読 国際誌

    Yoko Hamasaki, Masao Iwagami, Jun Komiyama, Yuji Ito, Yuta Taniguchi, Ryota Inokuchi, Taeko Watanabe, Tadahiro Goto, Naoaki Kuroda, Ai Suzuki, Satoru Yoshie, Keitaro Kume, Tatsuro Ishizaki, Katsuya Iijima, Nanako Tamiya

    Journal of the American Medical Directors Association   105589 - 105589   2025年4月

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    記述言語:英語   掲載種別:研究論文(学術雑誌)  

    OBJECTIVES: Older adults requiring long-term care (LTC) exhibit heterogeneity in physical and cognitive functions; however, an established classification is lacking. We aimed to identify distinct subgroups of older adults with LTC needs and to examine differences in their prognoses. DESIGN: Retrospective cohort study. SETTING AND PARTICIPANTS: Using survey data for care-need certification (linked to LTC and medical claims) in City A, Japan, we identified community-dwelling adults aged ≥65 years who started LTC. Data from City B were used to examine the validity of clustering. METHODS: We applied latent class analysis to group the participants in City A based on all 74 items (20 on body function/bed mobility, 12 on activities of daily living [ADLs], 6 on instrumental ADLs, 9 on cognitive functions, 15 on behavioral problems, and 12 on medical procedures) from the standardized care-needs certification survey. Then, we examined associations between identified subtypes and 4 outcomes, including death, hospitalization, admission to LTC facilities, and care-need level deterioration, using regression models. RESULTS: Among 3841 participants in City A (median age: 83 years; 59.3% female), 5 subtypes were identified: (1) mild physical, (2) mild cognitive, (3) moderate physical, (4) moderate multicomponent, and (5) severe multicomponent. The results of clustering were validated in City B. Compared with the mild physical subtype, the severe multicomponent subtype showed the highest risk of death (adjusted hazard ratio [aHR], 2.56; 95% confidence interval [CI], 2.02-3.24) and admission to LTC facilities (aHR, 5.91; 95% CI, 4.57-7.63). The moderate physical subtype showed a higher risk of hospitalization (aHR, 1.32; 95% CI, 1.16-1.49), and the moderate multicomponent subtype was more likely to experience care-need deterioration (adjusted odds ratio, 1.67; 95% CI, 1.26-2.22). CONCLUSIONS AND IMPLICATIONS: This study identified 5 subtypes of older adults requiring LTC. These findings inform individualized care decisions and tailored planning of medical and LTC services.

    DOI: 10.1016/j.jamda.2025.105589

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  • Risk of Colorectal Endoscopic Submucosal Dissection in Older Adults: A Nationwide Study in Japan. 査読 国際誌

    Chikamasa Ichita, Tadahiro Goto, Akiko Sasaki, Kiyohide Fushimi, Sayuri Shimizu

    The American journal of gastroenterology   2025年3月

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    記述言語:英語   掲載種別:研究論文(学術雑誌)  

    OBJECTIVES: To evaluate the risks of colorectal endoscopic submucosal dissection (ESD) in older adult patients, given the increasing number of ESD in an aging population. METHODS: We conducted a retrospective cohort study using the Japanese nationwide database from 2012 to 2023. Patients aged ≥60 who underwent colorectal ESD were included. The primary outcome was overall adverse events (AEs), including in-hospital mortality, procedure-related perforation, abdominal surgery, aspiration pneumonia, and significant post-operative bleeding and thromboembolic events. We first examined the association between age and AEs using multivariable regression adjusting for patient characteristics. Next, to explore the factors associated with overall AEs in those aged ≥85, we fit a multivariable logistic regression. RESULTS: The study included 143,925 cases. Age distribution was as follows: 60-64 (13.5%), 65-74 (44.9%), 75-84 (35.8%), and ≥85 (5.8%). The prevalence of overall AEs increased with age: 5.3% for ages 60-64 years, 7.9% for ages 85-89 and 9.2% for ages ≥90. Patients aged ≥85 had a higher prevalence of overall AEs compared to patients aged 60-64, with an adjusted odds ratio (aOR) of 1.19 (95% confidence interval [CI]: 1.07-1.33, p < 0.01) for those aged 85-89 and an aOR of 1.45 (95% CI: 1.16-1.80, p < 0.01) for those aged ≥90. The majority of AEs in patients aged ≥85 were due to significant post-operative bleeding, with anticoagulant use and body mass index ≥30 identified as key risk factors. CONCLUSIONS: The risks of AEs during colorectal ESD increase with age, particularly in patients aged ≥85 years.

    DOI: 10.14309/ajg.0000000000003447

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  • Tranexamic acid for trauma: optimal timing of administration based on the CRASH-2 and CRASH-3 trials. 査読 国際誌

    Itsuki Osawa, Tadahiro Goto, Ian Roberts

    The British journal of surgery   112 ( 4 )   2025年3月

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    担当区分:最終著者   記述言語:英語   掲載種別:研究論文(学術雑誌)  

    BACKGROUND: Tranexamic acid reduces bleeding deaths in trauma patients, but the treatment benefit depends on the time from injury. It is recommended that tranexamic acid be administered immediately and only within 3 h of injury; however, the optimal criteria have not been adequately studied. METHODS: We applied machine learning-based causal forest models to investigate heterogeneity in the effects of tranexamic acid on 24-hour mortality rate conditional on covariates (for example age, sex, time from injury, systolic blood pressure, and Glasgow Coma Scale, GCS). We analysed data on 28 448 trauma patients in the CRASH-2 and CRASH-3 randomized trials. We used the policytree algorithm to determine the optimal criteria for tranexamic acid treatment. RESULTS: The causal forest models showed heterogeneity in the effects of tranexamic acid on 24-hour mortality rate. The relative risk reduction was greatest in patients treated within 2 h of injury but thereafter decreased rapidly. The pattern was similar regardless of age or systolic blood pressure, although with decreasing GCS, the time to treatment effects were weaker, with benefits beyond 3 h. The largest absolute risk reductions were in patients with a low blood pressure and a low GCS when treated soon after injury. The optimal criterion was statistically determined as patients within 2 h of the injury or with GCS < 9. CONCLUSIONS: Tranexamic acid administration was found to be beneficial when given within 2 h of injury. In patients with severe traumatic brain injury, the treatment benefits may persist beyond the 2-hour window.

    DOI: 10.1093/bjs/znaf079

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  • Streamlining data recording through optical character recognition: a prospective multi-center study in intensive care units. 査読 国際誌

    Prompak Nitayavardhana, Keibun Liu, Kiyomitsu Fukaguchi, Mineto Fujisawa, Itaru Koike, Aina Tominaga, Yuta Iwamoto, Tadahiro Goto, Jacky Y Suen, John F Fraser, Pauline Yeung Ng

    Critical care (London, England)   29 ( 1 )   117 - 117   2025年3月

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    記述言語:英語   掲載種別:研究論文(学術雑誌)  

    BACKGROUND: The manual entry of data into large patient databases requires significant resources and time. It is possible that a system that is enhanced with the technology of optical character recognition (OCR) can facilitate data entry, reduce data entry errors, and decrease the burden on healthcare personnel. METHODS: This was a prospective multi-center observational study across intensive care units (ICU) in 3 countries. Subjects were critically-ill and required invasive mechanical ventilation and extracorporeal life support. Clinical photos from various medical devices were uploaded using an OCR-enhanced case record form. The degree of data completeness, data accuracy, and time saved in entering data were compared with conventional manual data entry. RESULTS: The OCR-based system was developed with 868 photos and validated with 469 photos. In independent validation by 8 untrained personnel involving 1018 data points, the overall data completeness was 98.5% (range 98.2-100%), while the overall data accuracy was 96.9% (range 95.3-100%). It significantly reduced data entry time compared to manual entry (mean reduction 43.9% [range 27.0-1.1%]). The average data entry time needed per patient were 3.4 (range 1.2-5.9) minutes with the OCR-based system, compared with 6.0 (range 2.2-8.1) minutes with manual data entry. Users reported high satisfaction with the tool, with an overall recommendation rate of 4.25 ± 1.04 (maximum of 5). CONCLUSION: An OCR-based data entry system can effectively and efficiently facilitate data entry into clinical databases, making it a promising tool for future clinical data management. Wider uptake of these systems should be encouraged to better understand their strengths and limitations in both clinical and research settings.

    DOI: 10.1186/s13054-025-05347-1

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  • Donepezil for Fatigue and Psychological Symptoms in Post-COVID-19 Condition: A Randomized Clinical Trial. 査読 国際誌

    Kensuke Nakamura, Kazuhiro Kondo, Naomi Oka, Kazuma Yamakawa, Kenya Ie, Tadahiro Goto, Shigeki Fujitani

    JAMA network open   8 ( 3 )   e250728   2025年3月

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    記述言語:英語   掲載種別:研究論文(学術雑誌)  

    IMPORTANCE: Fatigue is the most commonly reported symptom of post-COVID-19 condition (also known as long COVID) and impairs various functions. One of the underlying mechanisms may be intracerebral inflammation due to decreases in acetylcholine levels. OBJECTIVE: To examine the effects of donepezil hydrochloride, an acetylcholinesterase inhibitor, on post-COVID-19 fatigue and psychological symptoms. DESIGN, SETTING, AND PARTICIPANTS: A multicenter, double-blind randomized clinical trial was performed in Japan. Between December 14, 2022, and March 31, 2024, adult patients within 52 weeks of the onset of COVID-19 and with a global binary fatigue score of 4 or greater on the Chalder Fatigue Scale were randomized into a donepezil or a placebo group. EXPOSURE: The intervention was conducted during a 3-week period, with donepezil hydrochloride being administered at a dosage of 3 mg/d for the first week and then 5 mg/d for 2 weeks. MAIN OUTCOMES AND MEASURES: The primary outcome was a change in the Chalder Fatigue Scale score and the absolute score 3 weeks after the initiation of treatment. Other outcomes at 3 and 8 weeks, such as psychological symptoms and quality of life, were evaluated as secondary outcomes. RESULTS: A total of 120 eligible patients were enrolled and 10 withdrew or were lost to follow-up; therefore, 110 patients (55 in each group) were included in the efficacy analysis (64 [58%] female; mean [SD] age, 43 [12] years). No significant differences were observed in baseline characteristics between the 2 groups. The baseline-adjusted estimating treatment effect of donepezil, measured as the mean difference on Chalder Fatigue Scale scores at 3 weeks, was 0.34 (95% CI, -2.23 to 2.91), showing no significant effect of the intervention (P = .79). Scores for the Hospital Anxiety and Depression Scale, Impact of Event Scale-Revised, EuroQol 5-Dimension 5-Level Version, Patient Health Questionnaire, and Daily Health Status at 3 and 8 weeks were similar. No serious adverse events occurred in either group. CONCLUSIONS AND RELEVANCE: In this randomized clinical trial of donepezil to treat post-COVID-19 condition, the efficacy for fatigue and psychological symptoms was not confirmed in a general population. The development of effective therapeutics for post-COVID-19 symptoms is needed, and more clinical trials should be conducted in the future. TRIAL REGISTRATION: Japan Registry of Clinical Trials Identifier: jRCT 2031220510.

    DOI: 10.1001/jamanetworkopen.2025.0728

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  • Phenotypes of Functional Decline or Recovery in Sepsis ICU Survivors: Insights From a 1-Year Follow-Up Multicenter Cohort Analysis. 査読 国際誌

    Keibun Liu, Takaya Nakashima, Tadahiro Goto, Kensuke Nakamura, Hidehiko Nakano, Maiko Motoki, Hiroshi Kamijo, Matsuoka Ayaka, Kenzo Ishii, Yasunari Morita, Takashi Hongo, Nobutake Shimojo, Yukiko Tanaka, Manabu Hanazawa, Tomohiro Hamagami, Kenji Oike, Daisuke Kasugai, Yutaka Sakuda, Yuhei Irie, Masakazu Nitta, Kazuki Akieda, Daigo Shimakura, Hajime Katsukawa, Toru Kotani, Peter Nydahl, Stefan J Schaller, Takayuki Ogura

    Critical care medicine   2025年2月

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    記述言語:英語   掲載種別:研究論文(学術雑誌)  

    OBJECTIVE: Sepsis often leads to heterogeneous symptoms of post-intensive care syndrome (PICS) composing physical, cognitive, and psychiatric disabilities, resulting in deteriorated quality of life (QoL), with limited interventions. This study aimed to identify phenotypes of sepsis-associated PICS by physical, cognitive, and psychiatric function and QoL at hospital discharge. DESIGN: A prospective observational study. SETTING: Twenty-one mixed ICUs. PATIENTS: All consecutive adult patients between November 2020 and April 2022, diagnosed with sepsis at ICU admissions and survived discharge, were enrolled. INTERVENTIONS: None. MEASUREMENTS AND MAIN RESULTS: Phenotyping with clusters determined by three approaches was performed with following variables at hospital discharge: Barthel Index (≤ 90 defined physical PICS), Short Memory Questionnaire (< 40 defined cognitive PICS), Hospital Anxiety and Depression Scale (≥ 8 defined psychiatric PICS), Impact of Event Scale-Revised (≥ 25 defined psychiatric PICS), EuroQoL 5-dimension 5-level, Clinical Frailty Scale hand-grip strength, and Medical Research Council. Each disability, employment, destination, and survival, were followed over the first year of hospital discharge. In total, 220 ICU patients were included (median age: 72.5 yr, 129 males (59%), 166 septic shocks (75%), and median Sequential Organ Failure Assessment Score: 8). Four phenotypes were identified: group 1 (n = 62) with no PICS, group 2 (n = 55) with mild PICS (physical and cognitive), group 3 (n = 53) with moderate PICS (all domains), and group 4 (n = 50) with severe PICS (all domains). Functional decline and recovery significantly varied among the phenotypes. Physical and cognitive PICS in group 2 improved by the 3-month follow-up, whereas the disabilities in groups 3 and 4 remained over the year. Psychiatric PICS in groups 3 and 4 ameliorated, whereas depression symptoms in group 4 were still evident at the 12-month follow-up. All groups showed persistent moderate to severe reduced QoL and low employment (0-50%). The survival in group 4 continuously decreased. CONCLUSIONS: Four clinical phenotypes of ICU sepsis survivors might contribute to a deeper understanding of post-sepsis trajectories and an individualized treatment approach.

    DOI: 10.1097/CCM.0000000000006621

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  • Characteristics and outcomes of patients with postpartum hemorrhage undergoing transcatheter arterial embolization: A nationwide observational study. 査読 国際誌

    Kyosuke Kamijo, Mikio Nakajima, Daisuke Shigemi, Richard H Kaszynski, Hiroyuki Ohbe, Tadahiro Goto, Yusuke Sasabuchi, Kiyohide Fushimi, Hiroki Matsui, Hideo Yasunaga

    International journal of gynaecology and obstetrics: the official organ of the International Federation of Gynaecology and Obstetrics   2024年11月

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    記述言語:英語   掲載種別:研究論文(学術雑誌)  

    OBJECTIVE: To elucidate the demographics, clinical characteristics, and outcomes of patients with postpartum hemorrhage (PPH) who underwent transcatheter arterial embolization (TAE). METHODS: We conducted a retrospective observational study using the Japanese Diagnosis Procedure Combination inpatient database, which covers roughly 90% of all tertiary emergency hospitals in Japan, between April 2012 to March 2020. We identified patients with PPH who underwent TAE using the Japanese medical procedure status and code, and the device or drug code. We examined the patient characteristics, interventions administered, and clinical outcomes. RESULTS: Among 64 893 patients diagnosed with PPH, we identified 2705 (4.2%) patients with PPH who underwent TAE. The most common cause of PPH was uterine atony (68.7%), followed by disseminated intravascular coagulation after labor (30.0%) and placenta accreta spectrum disorders (23.4%). The proportion of patients who underwent repeat TAE and a hysterectomy was 64 (2.4%) and 188 (7.0%), respectively. Among hysterectomies (n = 188), 26 (13.8%) had the procedure performed before TAE, 73 (38.8%) underwent hysterectomy on the same day as TAE, and 89 (47.4%) had the procedure conducted after TAE. Of those who underwent a hysterectomy after TAE (n = 89), 33 (37%) were performed more than 1-week after initial TAE. Overall in-hospital mortality was 14/2705 (0.5%). CONCLUSION: Even if hemostasis is achieved through TAE, one must be mindful that a hysterectomy may become necessary more than 1 week after the procedure. These results could be helpful in clinical decision making and providing patients with additional treatment options for PPH that preserve patient fertility.

    DOI: 10.1002/ijgo.16040

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  • Key challenges in prehospital and emergency care in Indonesia and Malaysia: a survey of frontline clinicians. 査読 国際誌

    Akio Tokita, Hanako Nunokawa, Keibun Liu, Yuta Iwamoto, Tomohiro Sonoo, Konan Hara, Mikio Nakajima, Kiyomitsu Fukaguchi, Takanori Takeda, Amirudin Sanip, Dafsah A Juzar, A/L Harvendhar Singh Gurjeet Singh, Lukito Condro, Monalisa Tobing, Muhammad Abdus-Syakur Bin Abu Hasan, Nik Hisamuddin Nik Abdul Rahman, Orizanov Mahisa, Ramdinal Aviesena Zairinal, Mohd Khairulizwan Bin Ramli, Mohd Afiq Mohd Nor, Tadahiro Goto, Mohd Idzwan Bin Zakaria

    BMC research notes   17 ( 1 )   287 - 287   2024年10月

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    担当区分:最終著者   記述言語:英語   掲載種別:研究論文(学術雑誌)  

    Rapid economic growth in Indonesia and Malaysia has widened the gap in emergency care supply and demand, intensifying challenges. Our study, from August to November 2022, assesses current diverse challenges in both countries' emergency care systems from frontline staff perspectives. The online survey involved emergency department (ED) personnel from 11 hospitals in Indonesia and Malaysia, drawing from an existing network. The survey collected data on respondents' characteristics, factors affecting prehospital and ED care quality, missing clinical information, and factors influencing patients' ED stay duration. With 83 respondents from Indonesia and 109 from Malaysia, the study identified common challenges. In both countries, inadequate clinical information from ambulances posed a primary challenge in prehospital care quality, while crowdedness during night shifts affected ED care quality. Frequent gaps in essential clinical information, such as family and medication history, were observed. Prolonged ED stays were associated with diagnostic studies and their turnaround time. This study offers insights into shared challenges in Indonesia and Malaysia's emergency care systems. Our findings stress recognizing common and country-specific challenges for enhanced emergency care quality in Southeast Asia, supporting tailored interventions.

    DOI: 10.1186/s13104-024-06916-3

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  • Efficacy of Donepezil for Fatigue and Psychological Symptoms in Post-COVID-19 Condition: Study Protocol for a Multicenter Randomized, Placebo-controlled, Double-blind Trial. 査読

    Keiichiro Kawabata, Kensuke Nakamura, Kazuhiro Kondo, Naomi Oka, Azusa Ishii, Masafumi Idei, Kazuma Yamakawa, Kenya Ie, Yusuke Yamamoto, Kazuo Nishi, Koichi Hirahata, Ryo Kikuchi, Hideki Yoshida, Hiroki Saito, Tadahiro Goto, Shigeki Fujitani

    Annals of clinical epidemiology   6 ( 4 )   87 - 96   2024年10月

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    記述言語:英語   掲載種別:研究論文(学術雑誌)  

    BACKGROUND: Approximately 30% of coronavirus disease 2019 COVID-19 patients develop fatigue and psychological symptoms. We previously demonstrated the efficacy of donepezil, an acetylcholinesterase inhibitor that is widely used to treat dementia, in basic research. METHODS: This is a multicenter, double-blind, randomized, controlled, phase II clinical trial in which 120 patients with COVID-19 will be randomized in a 1:1 ratio to a donepezil or placebo group. Inclusion criteria are as follows: (1) Adult. (2) With COVID-19 infection who had an upper respiratory tract infection, fever, or cough in the acute phase. (3) With a global binary fatigue score ≥4 on the Chalder Fatigue Scale assessment (4) Within 52 weeks of the onset of COVID-19. (5) Patients who provide consent themselves. In the donepezil group, a low dose (3 mg/day) is administered for the first week and is increased to 5 mg/day for 2 weeks. The control group receives placebo for 3 weeks. The primary endpoint is a change in and the absolute value of the Chalder Fatigue Scale score after 3 weeks of treatment. Secondary endpoints are a change in and the absolute value of the Chalder Fatigue Scale score after 8 weeks of treatment, the other mental scores after 3 and 8 weeks of treatment, a symptom survey, adverse events, and medication compliance rate. RESULTS: This study protocol is ongoing and the results will be analyzed in April 2024. CONCLUSIONS: The off-label use of donepezil at the default dose for dementia has potential for the treatment of post-COVID-19 condition.

    DOI: 10.37737/ace.24013

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  • Timing of Direct Oral Anticoagulants Resumption Following Colorectal Endoscopic Submucosal Dissection: A Nationwide Study in Japan. 査読 国際誌

    Chikamasa Ichita, Tadahiro Goto, Kiyohide Fushimi, Sayuri Shimizu

    The American journal of gastroenterology   2024年8月

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    記述言語:英語   掲載種別:研究論文(学術雑誌)  

    OBJECTIVES: With the increasing use of direct oral anticoagulants (DOACs), managing these agents around endoscopic submucosal dissection (ESD) is crucial. However, due to the need for a large number of cases, studies examining the timing of resumption are lacking, resulting in varied recommendations across international guidelines. We aimed to perform a comparative study about the resumption timing of DOACs after colorectal ESD using a nationwide database in Japan. METHODS: We conducted a retrospective cohort study on colorectal ESD using the Diagnosis Procedure Combination database from 2012 to 2023. Patients using anticoagulants other than DOACs were excluded, and only those who resumed DOACs within 3 days were included. From eligible patients, we divided them into early (the day after ESD) and delayed (2 to 3 days after ESD) resumption groups. We used inverse probability of treatment weighting (IPTW) to assess the delayed bleeding and thromboembolic events within 30 days. Delayed bleeding was defined as bleeding requiring endoscopic hemostasis or blood transfusion after ESD. RESULTS: Of 176,139 colorectal ESDs, 3,550 involved DOAC users, with 2,698 (76%) categorized as early resumption and 852 (24%) categorized as delayed resumption groups. After IPTW adjustment, the early resumption group did not significantly increase delayed bleeding compared to the delayed resumption group (OR, 1.05; 95% CI, 0.78-1.42; P = 0.73). However, it significantly reduced the risk of thromboembolic events (OR, 0.45; 95% CI, 0.25-0.82; P < 0.01). CONCLUSIONS: Resuming DOACs the day after colorectal ESD was associated with reduced thromboembolic events without significant increase in risk of delayed bleeding.

    DOI: 10.14309/ajg.0000000000003050

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  • Comparison of machine-learning and logistic regression models for prediction of 30-day unplanned readmission in electronic health records: A development and validation study. 査読 国際誌

    Masao Iwagami, Ryota Inokuchi, Eiryo Kawakami, Tomohide Yamada, Atsushi Goto, Toshiki Kuno, Yohei Hashimoto, Nobuaki Michihata, Tadahiro Goto, Tomohiro Shinozaki, Yu Sun, Yuta Taniguchi, Jun Komiyama, Kazuaki Uda, Toshikazu Abe, Nanako Tamiya

    PLOS digital health   3 ( 8 )   e0000578   2024年8月

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    記述言語:英語   掲載種別:研究論文(学術雑誌)  

    It is expected but unknown whether machine-learning models can outperform regression models, such as a logistic regression (LR) model, especially when the number and types of predictor variables increase in electronic health records (EHRs). We aimed to compare the predictive performance of gradient-boosted decision tree (GBDT), random forest (RF), deep neural network (DNN), and LR with the least absolute shrinkage and selection operator (LR-LASSO) for unplanned readmission. We used EHRs of patients discharged alive from 38 hospitals in 2015-2017 for derivation and in 2018 for validation, including basic characteristics, diagnosis, surgery, procedure, and drug codes, and blood-test results. The outcome was 30-day unplanned readmission. We created six patterns of data tables having different numbers of binary variables (that ≥5% or ≥1% of patients or ≥10 patients had) with and without blood-test results. For each pattern of data tables, we used the derivation data to establish the machine-learning and LR models, and used the validation data to evaluate the performance of each model. The incidence of outcome was 6.8% (23,108/339,513 discharges) and 6.4% (7,507/118,074 discharges) in the derivation and validation datasets, respectively. For the first data table with the smallest number of variables (102 variables that ≥5% of patients had, without blood-test results), the c-statistic was highest for GBDT (0.740), followed by RF (0.734), LR-LASSO (0.720), and DNN (0.664). For the last data table with the largest number of variables (1543 variables that ≥10 patients had, including blood-test results), the c-statistic was highest for GBDT (0.764), followed by LR-LASSO (0.755), RF (0.751), and DNN (0.720), suggesting that the difference between GBDT and LR-LASSO was small and their 95% confidence intervals overlapped. In conclusion, GBDT generally outperformed LR-LASSO to predict unplanned readmission, but the difference of c-statistic became smaller as the number of variables was increased and blood-test results were used.

    DOI: 10.1371/journal.pdig.0000578

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  • Clinical subtypes of older adults starting long-term care in Japan and their association with prognoses: a data-driven cluster analysis. 査読 国際誌

    Yuji Ito, Masao Iwagami, Jun Komiyama, Yoko Hamasaki, Naoaki Kuroda, Ai Suzuki, Tomoko Ito, Tadahiro Goto, Eric Y F Wan, Francisco T T Lai, Nanako Tamiya

    Scientific reports   14 ( 1 )   14911 - 14911   2024年6月

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    記述言語:英語   掲載種別:研究論文(学術雑誌)  

    We aimed to identify the clinical subtypes in individuals starting long-term care in Japan and examined their association with prognoses. Using linked medical insurance claims data and survey data for care-need certification in a large city, we identified participants who started long-term care. Grouping them based on 22 diseases recorded in the past 6 months using fuzzy c-means clustering, we examined the longitudinal association between clusters and death or care-need level deterioration within 2 years. We analyzed 4,648 participants (median age 83 [interquartile range 78-88] years, female 60.4%) between October 2014 and March 2019 and categorized them into (i) musculoskeletal and sensory, (ii) cardiac, (iii) neurological, (iv) respiratory and cancer, (v) insulin-dependent diabetes, and (vi) unspecified subtypes. The results of clustering were replicated in another city. Compared with the musculoskeletal and sensory subtype, the adjusted hazard ratio (95% confidence interval) for death was 1.22 (1.05-1.42), 1.81 (1.54-2.13), and 1.21 (1.00-1.46) for the cardiac, respiratory and cancer, and insulin-dependent diabetes subtypes, respectively. The care-need levels more likely worsened in the cardiac, respiratory and cancer, and unspecified subtypes than in the musculoskeletal and sensory subtype. In conclusion, distinct clinical subtypes exist among individuals initiating long-term care.

    DOI: 10.1038/s41598-024-65699-6

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  • Hospital and regional variations in intensive care unit admission for patients with invasive mechanical ventilation. 査読 国際誌

    Hiroyuki Ohbe, Nobuaki Shime, Hayato Yamana, Tadahiro Goto, Yusuke Sasabuchi, Daisuke Kudo, Hiroki Matsui, Hideo Yasunaga, Shigeki Kushimoto

    Journal of intensive care   12 ( 1 )   21 - 21   2024年6月

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    記述言語:英語   掲載種別:研究論文(学術雑誌)  

    BACKGROUND: Patients who receive invasive mechanical ventilation (IMV) in the intensive care unit (ICU) have exhibited lower in-hospital mortality rates than those who are treated outside. However, the patient-, hospital-, and regional factors influencing the ICU admission of patients with IMV have not been quantitatively examined. METHODS: This retrospective cohort study used data from the nationwide Japanese inpatient administrative database and medical facility statistics. We included patients aged ≥ 15 years who underwent IMV between April 2018 and March 2019. The primary outcome was ICU admission on the day of IMV initiation. Multilevel logistic regression analyses incorporating patient-, hospital-, or regional-level variables were used to assess cluster effects by calculating the intraclass correlation coefficient (ICC), median odds ratio (MOR), and proportional change in variance (PCV). RESULTS: Among 83,346 eligible patients from 546 hospitals across 140 areas, 40.4% were treated in ICUs on their IMV start day. ICU admission rates varied widely between hospitals (median 0.7%, interquartile range 0-44.5%) and regions (median 28.7%, interquartile range 0.9-46.2%). Multilevel analyses revealed significant effects of hospital cluster (ICC 82.2% and MOR 41.4) and regional cluster (ICC 67.3% and MOR 12.0). Including patient-level variables did not change these ICCs and MORs, with a PCV of 2.3% and - 1.0%, respectively. Further adjustment for hospital- and regional-level variables decreased the ICC and MOR, with a PCV of 95.2% and 85.6%, respectively. Among the hospital- and regional-level variables, hospitals with ICU beds and regions with ICU beds had a statistically significant and strong association with ICU admission. CONCLUSIONS: Our results revealed that primarily hospital and regional factors, rather than patient-related ones, opposed ICU admissions for patients with IMV. This has important implications for healthcare policymakers planning interventions for optimal ICU resource allocation.

    DOI: 10.1186/s40560-024-00736-0

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  • Outcomes of Transcatheter Tricuspid Edge-to-Edge Repair in Patients With Right Ventricular Dysfunction. 査読 国際誌

    Johanna Vogelhuber, Tetsu Tanaka, Refik Kavsur, Tadahiro Goto, Can Öztürk, Miriam Silaschi, Georg Nickenig, Sebastian Zimmer, Marcel Weber, Atsushi Sugiura

    Circulation. Cardiovascular interventions   17 ( 6 )   e013156   2024年4月

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    記述言語:英語   掲載種別:研究論文(学術雑誌)  

    BACKGROUND: We assessed the safety profile of tricuspid transcatheter edge-to-edge repair (TEER) in patients with right ventricular (RV) dysfunction. METHODS: We identified patients undergoing TEER to treat tricuspid regurgitation from June 2015 to October 2021 and assessed tricuspid annular plane systolic excursion (TAPSE) and RV fractional area change (RVFAC). RV dysfunction was defined as TAPSE <17 mm and RVFAC <35%. The primary end point was 30-day mortality after TEER. We also investigated the change in the RV function in the early phase and clinical outcomes at 2 years. RESULTS: The study participants (n=262) were at high surgical risk (EuroSCORE II, 6.2% [interquartile range, 4.0%-10.3%]). Among them, 44 patients met the criteria of RV dysfunction. Thirty-day mortality was 3.2% in patients with normal RV function and 2.3% in patients with RV dysfunction (P=0.99). Tricuspid regurgitation reduction to ≤2+ was consistently achieved irrespective of RV dysfunction (76.5% versus 70.5%; P=0.44). TAPSE and RVFAC declined after TEER in patients with normal RV function (TAPSE, 19.0±4.7 to 17.9±4.5 mm; P=0.001; RVFAC, 46.2%±8.1% to 40.3%±9.7%; P<0.001). In contrast, those parameters were unchanged or tended to increase in patients with RV dysfunction (TAPSE, 13.2±2.3 to 15.3±4.7 mm; P=0.011; RVFAC, 29.6%±4.1% to 31.6%±8.3%; P=0.14). Two years after TEER, compared with patients with normal RV function, patients with RV dysfunction had significantly higher mortality (27.0% versus 56.3%; P<0.001). CONCLUSIONS: TEER was safe and feasible to treat tricuspid regurgitation in patients with RV dysfunction. The decline in the RV function was observed in patients with normal RV function but not in patients with RV dysfunction.

    DOI: 10.1161/CIRCINTERVENTIONS.123.013156

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  • Association of serum magnesium levels with renal prognosis in patients with chronic kidney disease. 査読

    Seiji Kishi, Takaya Nakashima, Tadahiro Goto, Hajime Nagasu, Craig R Brooks, Hirokazu Okada, Kouichi Tamura, Toshiaki Nakano, Ichiei Narita, Shoichi Maruyama, Yuichiro Yano, Takashi Yokoo, Takashi Wada, Jun Wada, Masaomi Nangaku, Naoki Kashihara

    Clinical and experimental nephrology   28 ( 8 )   784 - 792   2024年3月

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    記述言語:英語   掲載種別:研究論文(学術雑誌)  

    BACKGROUND: Magnesium deficiency is associated with various health conditions, but its impact on the progression of chronic kidney disease (CKD) remains unclear. This study aimed to investigate the association between serum magnesium levels and prognosis of renal function in CKD patients. METHODS: This is an analysis of the Japan Chronic Kidney Disease Database Ex (J-CKD-DB-Ex), which is a multicenter prospective cohort including CKD patients enrolled from January 1, 2014 to December 31, 2020. We included adult outpatients with CKD stage G3 and G4 at the time of initial magnesium measurement. Patients were classified by magnesium levels as low (<1.7 mg/dl), normal (1.7-2.6 mg/dl), or high (>2.6 mg/dl). The primary outcomes were the composite of an eGFR < 15 ml/min/1.73 m2 or a ≥30% reduction in eGFR from the initial measurement, which was defined as CKD progression. We applied the Kaplan-Meier analysis and Cox regression hazard model to examine the association between magnesium levels and CKD progression. RESULTS: The analysis included 9868 outpatients during the follow-up period. The low magnesium group was significantly more likely to reach CKD progression. Cox regression, adjusting for covariates and using the normal magnesium group as the reference, showed that the hazard ratio for the low magnesium group was 1.20 (1.08-1.34). High magnesium was not significantly associated with poor renal outcomes compared with normal magnesium. CONCLUSION: Based on large real-world data, this study demonstrated that low magnesium levels are associated with poorer renal outcomes.

    DOI: 10.1007/s10157-024-02486-7

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  • Development and validation of a scoring system for in-hospital mortality following band ligation in esophageal variceal bleeding. 査読 国際誌

    Chikamasa Ichita, Tadahiro Goto, Yohei Okada, Haruki Uojima, Masao Iwagami, Akiko Sasaki, Sayuri Shimizu

    Digestive endoscopy : official journal of the Japan Gastroenterological Endoscopy Society   2024年3月

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    記述言語:英語   掲載種別:研究論文(学術雑誌)  

    OBJECTIVES: We aimed to develop and validate a simple scoring system to predict in-hospital mortality after endoscopic variceal ligation (EVL) for esophageal variceal bleeding. METHODS: Data from a 13-year study involving 46 Japanese institutions were split into development (initial 7 years) and validation (last 6 years) cohorts. The study subjects were patients hospitalized for esophageal variceal bleeding and treated with EVL. Variable selection was performed using least absolute shrinkage and selection operator regression, targeting in-hospital all-cause mortality as the outcome. We developed the Hospital Outcome Prediction following Endoscopic Variceal Ligation (HOPE-EVL) score from β coefficients of multivariate logistic regression and assessed its discrimination and calibration. RESULTS: The study included 980 patients: 536 in the development cohort and 444 in the validation cohort. In-hospital mortality was 13.6% and 10.1% for the respective cohorts. The scoring system used five variables: systolic blood pressure (<80 mmHg: 2 points), Glasgow Coma Scale (≤12: 1 point), total bilirubin (≥5 mg/dL: 1 point), creatinine (≥1.5 mg/dL: 1 point), and albumin (<2.8 g/dL: 1 point). The risk groups (low: 0-1, middle: 2-3, high: ≥4) in the validation cohort corresponded to observed and predicted mortality probabilities of 2.0% and 2.5%, 19.0% and 22.9%, and 57.6% and 71.9%, respectively. In this cohort, the HOPE-EVL score demonstrated excellent discrimination ability (area under the curve [AUC] 0.890; 95% confidence interval [CI] 0.850-0.930) compared with the Model for End-stage Liver Disease score (AUC 0.853; 95% CI 0.794-0.912) and the Child-Pugh score (AUC 0.798; 95% CI 0.727-0.869). CONCLUSIONS: The HOPE-EVL score practically and effectively predicts in-hospital mortality. This score could facilitate the appropriate allocation of resources and effective communication with patients and their families.

    DOI: 10.1111/den.14773

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  • Mortality After Alcohol Septal Ablation vs. Septal Myectomy in Patients With Obstructive Hypertrophic Cardiomyopathy. 査読

    Risako Yasuda, Itsuki Osawa, Tadahiro Goto, Kohei Hasegawa, Michael A Fifer, Albree Tower-Rader, Muredach P Reilly, Mathew S Maurer, Yanling Zhao, Hiroo Takayama, Yuichi J Shimada

    Circulation reports   6 ( 3 )   74 - 79   2024年3月

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    記述言語:英語   掲載種別:研究論文(学術雑誌)  

    Background: Alcohol septal ablation (ASA) and septal myectomy (SM) are 2 options for septal reduction therapy (SRT) to treat medication-resistant symptomatic obstructive hypertrophic cardiomyopathy (HCM). Because differences in mortality rates after these different SRT methods have not been extensively investigated in real-world settings, in this study compared the 1-year mortality rates after ASA and SM using population-based database. Methods and Results: Utilizing New York Statewide Planning and Research Cooperative System (SPARCS) data from 2005 to 2016, we performed a comparative effectiveness study of ASA vs. SM in patients with HCM. The outcome was all-cause death up to 360 days after SRT. We constructed a multivariable logistic regression model and performed sensitivity analysis with propensity score (PS)-matching and inverse probability of treatment weighting (IPTW) methods. We identified 755 patients with HCM who underwent SRT: 348 with ASA and 407 with SM. The multivariable analysis showed that all-cause deaths were significantly fewer in the ASA group at 360 days after SRT (adjusted odds ratio=0.34; 95% confidence interval [CI] 0.13-0.84; P=0.02). The PS-matching and IPTW methods also supported a lower mortality rate in the ASA group at 360 days post-SRT. Conclusions: In this population-based study of patients with HCM who underwent SRT in a real-world setting, the 1-year all-cause mortality rate was significantly lower in patients who underwent ASA compared with SM.

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  • Identifying intense inflammatory subtype of esophageal squamous cell carcinoma using clustering approach. 査読

    Satoru Matsuda, Shota Hoshino, Tadahiro Goto, Hirofumi Kawakubo, Masashi Takeuchi, Ryota Kobayashi, Kohei Nakamura, Hiroya Takeuchi, Hiroshi Nishihara, Yuko Kitagawa

    General thoracic and cardiovascular surgery   72 ( 6 )   417 - 425   2024年1月

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    記述言語:英語   掲載種別:研究論文(学術雑誌)  

    OBJECTIVE: To establish a risk-stratification system for predicting the postoperative recurrence of esophageal squamous cell carcinoma, this study aimed to evaluate the prognostic value of clusters based on blood inflammation and coagulation markers and investigate their correlation with serum cytokines and genetic alteration. METHOD: This single-center, retrospective cohort study enrolled 491 patients with esophageal cancer who underwent subtotal esophagectomy between 2004 and 2012. For cluster exploration, nonhierarchical cluster analysis and k-means were applied using serum C-reactive protein, albumin, fibrinogen, and platelet-lymphocyte ratio as variables. Then, multivariate survival analysis was conducted to investigate the association of clusters with recurrence-free survival. To characterize the clusters, serum interleukin-6, interleukin-8, and genetic alteration in primary tumors, the PleSSision-Rapid panel, which can evaluate 160 representative driver genes, was used. RESULTS: Patients were classified into clusters 1, 2, and 3, which included 24 (5%), 161 (33%), and 306 (62%) patients, respectively. Compared with cluster 3, cluster 1 or 2 had significantly worse recurrence-free survival. Based on the multivariable analysis using cluster, pStage, and age as covariates, cluster was an independent prognostic factor for recurrence-free survival (hazard ratio, 1.55; 95% confidence interval, 1.08-2.21; P = 0.02). The percentage of serum interleukin-6 and interleukin-8 levels was the highest in cluster 1, followed by clusters 2 and 3. In 23 patients with available genomic profiles, no significant difference in representative genomic alterations was observed. CONCLUSIONS: Non-biased clustering using inflammation and coagulation markers identified the intense inflammatory subtype, which had an independent prognostic effect on recurrence-free survival.

    DOI: 10.1007/s11748-023-02006-6

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  • Effectiveness of antibiotic prophylaxis for acute esophageal variceal bleeding in patients with band ligation: A large observational study. 査読 国際誌

    Chikamasa Ichita, Sayuri Shimizu, Tadahiro Goto, Uojima Haruki, Naoya Itoh, Masao Iwagami, Akiko Sasaki

    World journal of gastroenterology   30 ( 3 )   238 - 251   2024年1月

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    記述言語:英語   掲載種別:研究論文(学術雑誌)  

    BACKGROUND: Esophageal variceal bleeding is a severe complication associated with liver cirrhosis and typically necessitates endoscopic hemostasis. The current standard treatment is endoscopic variceal ligation (EVL), and Western guidelines recommend antibiotic prophylaxis following hemostasis. However, given the improvements in prognosis for variceal bleeding due to advancements in the management of bleeding and treatments of liver cirrhosis and the global concerns regarding the emergence of multidrug-resistant bacteria, there is a need to reassess the use of routine antibiotic prophylaxis after hemostasis. AIM: To evaluate the effectiveness of antibiotic prophylaxis in patients treated for EVL. METHODS: We conducted a 13-year observational study using the Tokushukai medical database across 46 hospitals. Patients were divided into the prophylaxis group (received antibiotics on admission or the next day) and the non-prophylaxis group (did not receive antibiotics within one day of admission). The primary outcome was composed of 6-wk mortality, 4-wk rebleeding, and 4-wk spontaneous bacterial peritonitis (SBP). The secondary outcomes were each individual result and in-hospital mortality. A logistic regression with inverse probability of treatment weighting was used. A subgroup analysis was conducted based on the Child-Pugh classification to determine its influence on the primary outcome measures, while sensitivity analyses for antibiotic type and duration were also performed. RESULTS: Among 980 patients, 790 were included (prophylaxis: 232, non-prophylaxis: 558). Most patients were males under the age of 65 years with a median Child-Pugh score of 8. The composite primary outcomes occurred in 11.2% of patients in the prophylaxis group and 9.5% in the non-prophylaxis group. No significant differences in outcomes were observed between the groups (adjusted odds ratio, 1.11; 95% confidence interval, 0.61-1.99; P = 0.74). Individual outcomes such as 6-wk mortality, 4-wk rebleeding, 4-wk onset of SBP, and in-hospital mortality were not significantly different between the groups. The primary outcome did not differ between the Child-Pugh subgroups. Similar results were observed in the sensitivity analyses. CONCLUSION: No significant benefit to antibiotic prophylaxis for esophageal variceal bleeding treated with EVL was detected in this study. Global reassessment of routine antibiotic prophylaxis is imperative.

    DOI: 10.3748/wjg.v30.i3.238

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  • Development of novel optical character recognition system to reduce recording time for vital signs and prescriptions: A simulation-based study. 査読 国際誌

    Shoko Soeno, Keibun Liu, Shiruku Watanabe, Tomohiro Sonoo, Tadahiro Goto

    PloS one   19 ( 1 )   e0296319   2024年

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    担当区分:最終著者   記述言語:英語   掲載種別:研究論文(学術雑誌)  

    Digital advancements can reduce the burden of recording clinical information. This intra-subject experimental study compared the time and error rates for recording vital signs and prescriptions between an optical character reader (OCR) and manual typing. This study was conducted at three community hospitals and two fire departments in Japan. Thirty-eight volunteers (15 paramedics, 10 nurses, and 13 physicians) participated in the study. We prepared six sample pictures: three ambulance monitors for vital signs (normal, abnormal, and shock) and three pharmacy notebooks that provided prescriptions (two, four, or six medications). The participants recorded the data for each picture using an OCR or by manually typing on a smartphone. The outcomes were recording time and error rate defined as the number of characters with omissions or misrecognitions/misspellings of the total number of characters. Data were analyzed using paired Wilcoxon signed-rank sum and McNemar's tests. The recording times for vital signs were similar between groups (normal state, 21 s [interquartile range (IQR), 17-26 s] for OCR vs. 23 s [IQR, 18-31 s] for manual typing). In contrast, prescription recording was faster with the OCR (e.g., six-medication list, 18 s [IQR, 14-21 s] for OCR vs. 144 s [IQR, 112-187 s] for manual typing). The OCR had fewer errors than manual typing for both vital signs and prescriptions (0/1056 [0%] vs. 14/1056 [1.32%]; p<0.001 and 30/4814 [0.62%] vs. 53/4814 [1.10%], respectively). In conclusion, the developed OCR reduced the recording time for prescriptions but not vital signs. The OCR showed lower error rates than manual typing for both vital signs and prescription data.

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  • National trends in hospitalizations for gastrointestinal bleeding in Japan 査読

    Ichita Chikamasa, Goto Tadahiro, Sasaki Akiko, Shimizu Sayuri

    Journal of Clinical Biochemistry and Nutrition   advpub ( 1 )   60 - 64   2024年

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    記述言語:英語   掲載種別:研究論文(学術雑誌)   出版者・発行元:SOCIETY FOR FREE RADICAL RESEARCH JAPAN  

    Gastrointestinal bleeding (GIB) is a significant public health concern, predominantly associated with high morbidity. However, there have been no reports investigating the trends of GIB in Japan using nationwide data. This study aims to identify current trends and issues in the management of GIB by assessing Japan’s national data. We analyzed National Database sampling data from 2012 to 2019, evaluating annual hospitalization rates for major six types of GIB including hemorrhagic gastric ulcers, duodenal ulcers, esophageal variceal bleeding, colonic diverticular bleeding, ischemic colitis, and rectal ulcers. In this study, hospitalization rates per 100,000 indicated a marked decline in hemorrhagic gastric ulcers, approximately two-thirds from 41.5 to 27.9, whereas rates for colonic diverticular bleeding more than doubled, escalating from 15.1 to 34.0. Ischemic colitis rates increased 1.6 times, from 20.8 to 34.9. In 2017, the hospitalization rate per 100,000 for colonic diverticular bleeding and ischemic colitis surpassed those for hemorrhagic gastric ulcers (31.1, 31.3, and 31.0, respectively). No significant changes were observed for duodenal ulcers, esophageal variceal bleeding, or rectal ulcers. The findings of this study underscore a pivotal shift in hospitalization frequencies from upper GIB to lower GIB in 2017, indicating a potential shift in clinical focus and resource allocation.

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  • Dose reduction of olaparib in older patients: Insights from an analysis of a National Database in Japan. 査読 国際誌

    Masakazu Sato, Tadahiro Goto

    The journal of obstetrics and gynaecology research   49 ( 12 )   2889 - 2893   2023年12月

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    担当区分:最終著者   記述言語:英語   掲載種別:研究論文(学術雑誌)  

    AIM: Although the advent of a poly polymerase inhibitors has greatly advanced the tailoring of cancer treatment, there is a dearth of real-world evidence on the actual use of olaparib in aging populations, especially those using national-level data. METHODS: We extracted and analyzed all prescriptions of olaparib in female outpatients from the National Database Open Data Japan (NDB Open Data) from April 2019 to March 2021. The recommended standard dose of olaparib is four tablets of the 150 mg formulation per day, while the 100 mg formulation of olaparib can be considered as an alternative dose in the occurrence of hematologic toxicity. We calculated the proportion of 100 mg compared to the 150 mg prescriptions across age groups. A Cochrane-Armitage trend test was used to examine the association of age groups with the proportion of 100 mg prescriptions. RESULTS: The total number of prescriptions of the 100 mg formulation and the 150 mg formulation were 1449 222, and 4233 625, respectively. Overall, 45.1% (2567 513/5682 847 prescriptions) of olaparib were prescribed for patients 65 years of age or older in females. Stratified by age group, the proportion of 100 mg compared to the 150 mg prescriptions significantly increased with age (p < 0.0001). CONCLUSIONS: Given that the 100 mg formulation of olaparib can be considered as an alternative dose in Japan in the occurrence of hematologic toxicity, our observations indicate the dose reduction of olaparib in older patients in Japan. Further investigations are necessary to assess its efficacy and safety at a reduced dose.

    DOI: 10.1111/jog.15806

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  • Refining accuracy of RV-PA coupling in patients undergoing transcatheter tricuspid valve treatment. 査読 国際誌

    Atsushi Sugiura, Tetsu Tanaka, Refik Kavsur, Can Öztürk, Miriam Silaschi, Tadahiro Goto, Marcel Weber, Sebastian Zimmer, Georg Nickenig, Johanna Vogelhuber

    Clinical research in cardiology : official journal of the German Cardiac Society   113 ( 1 )   177 - 186   2023年11月

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    記述言語:英語   掲載種別:研究論文(学術雑誌)  

    BACKGROUND: Assessing right ventricular (RV) function is paramount for risk stratification, which remains challenging in patients with tricuspid regurgitation (TR). We assessed RV-pulmonary artery (PA) coupling and its predictability of outcomes after transcatheter tricuspid valve repair (TTVR). METHODS: Study participants comprised patients undergoing transcatheter tricuspid valve repair to treat symptomatic TR from June 2015 to July 2021. We calculated an RV-PA coupling ratio using a formula, which is dividing tricuspid annular plane systolic excursion (TAPSE) by echocardiographically estimated (ePASP) or invasively measured PASP (iPASP) at baseline. The primary outcome was all-cause mortality or heart failure rehospitalization within one year. RESULTS: The study participants (n = 206) were at high surgical risk (EuroSCORE II: 7.4 ± 4.8%). The primary outcome occurred in 57 patients within one year. The c-statistics for the outcome were 0.565 (95% CI 0.488-0.643) for TAPSE/ePASP and 0.695 (95% CI 0.631-0.759) for TAPSE/iPASP. The correlation between the ePASP and iPASP was attenuated in patients with massive/torrential TR compared to those with severe TR (interaction p = 0.01). In the multivariable Cox proportional model, TAPSE/iPASP was inversely associated with the risk of the primary outcome (per 0.1-point increase: adjusted-HR 0.67, 95% CI 0.56-0.82, p < 0.001), independent of baseline demographics. According to the TAPSE/iPASP quartiles (i.e., ≤ 0.316; 0.317-0.407; 0.408-0.526; ≥ 0.527), the event-free survival was 43.4%, 48.3%, 77.9%, and 85.4% at one year after TTVR. CONCLUSION: RV-PA coupling predicts one-year mortality and heart failure rehospitalization after TTVR in patients with TR. The predictability is improved if invasively-measured PA pressure is included. Assessing right ventricular (RV) function is paramount for risk stratification. The present analysis confirms that RV-PA coupling, measured as TAPSE/PASP, predicts one-year mortality and heart failure rehospitalization in patients undergoing TTVR. There is a significant interaction between TR severity and the correlation of ePASP with iPASP, and therefore the correlation is attenuated in patients with massive to torrential TR. The predictability of RV-PA coupling is improved if PA pressure is measured invasively and included in the formula.

    DOI: 10.1007/s00392-023-02339-5

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  • The Accuracy and Potential Racial and Ethnic Biases of GPT-4 in the Diagnosis and Triage of Health Conditions: Evaluation Study. 査読 国際誌

    Naoki Ito, Sakina Kadomatsu, Mineto Fujisawa, Kiyomitsu Fukaguchi, Ryo Ishizawa, Naoki Kanda, Daisuke Kasugai, Mikio Nakajima, Tadahiro Goto, Yusuke Tsugawa

    JMIR medical education   9   e47532   2023年11月

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    担当区分:最終著者, 責任著者   記述言語:英語   掲載種別:研究論文(学術雑誌)  

    BACKGROUND: Whether GPT-4, the conversational artificial intelligence, can accurately diagnose and triage health conditions and whether it presents racial and ethnic biases in its decisions remain unclear. OBJECTIVE: We aim to assess the accuracy of GPT-4 in the diagnosis and triage of health conditions and whether its performance varies by patient race and ethnicity. METHODS: We compared the performance of GPT-4 and physicians, using 45 typical clinical vignettes, each with a correct diagnosis and triage level, in February and March 2023. For each of the 45 clinical vignettes, GPT-4 and 3 board-certified physicians provided the most likely primary diagnosis and triage level (emergency, nonemergency, or self-care). Independent reviewers evaluated the diagnoses as "correct" or "incorrect." Physician diagnosis was defined as the consensus of the 3 physicians. We evaluated whether the performance of GPT-4 varies by patient race and ethnicity, by adding the information on patient race and ethnicity to the clinical vignettes. RESULTS: The accuracy of diagnosis was comparable between GPT-4 and physicians (the percentage of correct diagnosis was 97.8% (44/45; 95% CI 88.2%-99.9%) for GPT-4 and 91.1% (41/45; 95% CI 78.8%-97.5%) for physicians; P=.38). GPT-4 provided appropriate reasoning for 97.8% (44/45) of the vignettes. The appropriateness of triage was comparable between GPT-4 and physicians (GPT-4: 30/45, 66.7%; 95% CI 51.0%-80.0%; physicians: 30/45, 66.7%; 95% CI 51.0%-80.0%; P=.99). The performance of GPT-4 in diagnosing health conditions did not vary among different races and ethnicities (Black, White, Asian, and Hispanic), with an accuracy of 100% (95% CI 78.2%-100%). P values, compared to the GPT-4 output without incorporating race and ethnicity information, were all .99. The accuracy of triage was not significantly different even if patients' race and ethnicity information was added. The accuracy of triage was 62.2% (95% CI 46.5%-76.2%; P=.50) for Black patients; 66.7% (95% CI 51.0%-80.0%; P=.99) for White patients; 66.7% (95% CI 51.0%-80.0%; P=.99) for Asian patients, and 62.2% (95% CI 46.5%-76.2%; P=.69) for Hispanic patients. P values were calculated by comparing the outputs with and without conditioning on race and ethnicity. CONCLUSIONS: GPT-4's ability to diagnose and triage typical clinical vignettes was comparable to that of board-certified physicians. The performance of GPT-4 did not vary by patient race and ethnicity. These findings should be informative for health systems looking to introduce conversational artificial intelligence to improve the efficiency of patient diagnosis and triage.

    DOI: 10.2196/47532

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  • Prognostic value of initial serum sodium level in predicting disease severity in patients with COVID-19: A multicenter retrospective study. 査読 国際誌

    Tatsuhiko Hata, Tadahiro Goto, Syunsuke Yamanaka, Tatsuki Matsumoto, Osamu Yamamura, Hiroyuki Hayashi

    Journal of infection and chemotherapy : official journal of the Japan Society of Chemotherapy   30 ( 3 )   181 - 187   2023年10月

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    担当区分:責任著者   記述言語:英語   掲載種別:研究論文(学術雑誌)  

    INTRODUCTION: Early prediction of coronavirus disease (COVID-19) severity is crucial. Hyponatremia has been linked to poor outcomes in hospitalized COVID-19 patients, but its association with mild cases is unclear. This study aimed to investigate whether initial serum sodium level is a risk factor for COVID-19 severity in patients with mild-to-moderate disease. METHODS: A multicenter retrospective cohort study was conducted in 10 hospitals in Fukui City, Japan, from July 1, 2020, to October 31, 2021. The study included 1055 adult patients with asymptomatic, mild, or moderate COVID-19 confirmed by a positive RT-PCR test. The primary outcome was the need for oxygen therapy after hospitalization, and the secondary outcome was the composite of in-hospital death and critical care interventions. The association between initial serum sodium level (at the emergency department or on admission) and outcomes was examined, adjusting for age, sex, hypertension, and pneumonia presence. RESULTS: Of the 1267 patients diagnosed with COVID-19 during the study period, 1055 were eligible (median age: 45 years; 54 % male). Hyponatremia was observed in 5.2 % of patients upon admission. A lower initial serum sodium level was associated with an increased risk of the need for oxygen therapy after hospitalization (adjusted odds ratio [OR] per 1 mmol/L lower, 1.12 [95 % confidence interval {CI}, 1.05-1.19]) and the composite of critical care and in-hospital death (adjusted OR per 1 mmol/L lower, 1.09 [95 % CI, 0.99-1.20]). CONCLUSIONS: Among patients with mild COVID-19, lower initial serum sodium level was a risk factor for COVID-19 progression.

    DOI: 10.1016/j.jiac.2023.10.002

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  • First-Pass Success of Video Laryngoscope Compared With Direct Laryngoscope in Intubations Performed by Residents in the Emergency Department. 査読 国際誌

    Akihiko Sugaya, Keiko Naito, Tadahiro Goto, Yusuke Hagiwara, Hiroshi Okamoto, Hiroko Watase, Kohei Hasegawa

    Cureus   15 ( 10 )   e47563   2023年10月

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    記述言語:英語   掲載種別:研究論文(学術雑誌)  

    BACKGROUND: The video laryngoscope (VL) has been widely used for intubation in the emergency department (ED). However, their effectiveness remains controversial, particularly among airway management performed by residents in the ED. METHODS: We aimed to examine whether the use of VL, compared to a direct laryngoscope (DL), was associated with higher first-attempt intubation success among intubations performed by residents in the ED. This is a secondary analysis of the data from a prospective, observational, multicentre study of 15 Japanese EDs from April 2012 through March 2020. We included all adult patients who underwent intubation with VL or DL by residents (postgraduate years ≤5) in the ED. The outcome measures were first-pass success and intubation-related adverse events (overall, major, and minor adverse events). To determine the association of VL use with each of the outcomes, we constructed logistic regression models with generalized estimating equations to account for patients clustering within the ED, adjusting for patient demographics, primary indications, intubation difficulty, and intubation methods. RESULTS: Of 5,261 eligible patients who underwent an initial intubation attempt by residents, 1,858 (35%) patients were attempted with VL. Intubations performed with VL had a non-significantly higher first-pass success rate than those with DL (77% vs. 64%; unadjusted odds ratio (OR)=1.20; 95% CI=0.87-1.65; P=0.27). This association was significant after adjustment for potential confounders (adjusted OR, 1.33; 95% CI, 1.06-1.67; P=0.01). As for adverse events, the use of VL was associated with a lower rate of any (adjusted OR=0.67; 95% CI=0.51-0.86; P=0.002) and minor (adjusted OR=0.69; 95% CI=0.55-0.87; P=0.002) adverse events. CONCLUSION: The use of VL was associated with a higher first-attempt success rate and a lower rate of any adverse events compared to that with DL among intubations performed by residents in the EDs.

    DOI: 10.7759/cureus.47563

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  • Trauma mechanisms and patterns of blunt cervical vascular injury: A descriptive study using a nationwide trauma registry 査読 国際誌

    Junichiro Shibata, Yohei Okada, Itsuki Osawa, Atsushi Shiraishi, Tadahiro Goto

    The American Journal of Emergency Medicine   71   117 - 122   2023年9月

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    担当区分:最終著者   記述言語:英語   掲載種別:研究論文(学術雑誌)   出版者・発行元:Elsevier BV  

    OBJECTIVE: Blunt cervical vascular injury (BCVI) is a non-penetrating trauma to the carotid and/or vertebral vessels following a direct injury to the neck or by the shearing of the cervical vessels. Despite its potentially life-threatening nature, important clinical features of BCVI such as typical patterns of co-occurring injuries for each trauma mechanism are not well known. To address this knowledge gap, we described the characteristics of patients with BCVI to identify the pattern of co-occurring injuries by common trauma mechanisms. METHODS: This is a descriptive study using a Japanese nationwide trauma registry from 2004 through 2019. We included patients aged ≥13 years presenting to the emergency department (ED) with BCVI, defined as a blunt trauma to any of the following vessels: common/internal carotid artery, external carotid artery, vertebral artery, external jugular vein, and internal jugular vein. We delineated characteristics of each BCVI classified according to three damaged vessels (common/internal carotid artery, vertebral artery, and others). In addition, we applied network analysis to unravel patterns of co-occurring injuries among patients with BCVI by four common trauma mechanisms (car accident, motorcycle/bicycle accident, simple fall, and fall from a height). RESULTS: Among 311,692 patients who visited the ED for blunt trauma, 454 (0.1%) patients had BCVI. Patients with common/internal carotid artery injuries presented to the ED with severe symptoms (e.g., the median Glasgow Coma Scale was 7) and had high in-hospital mortality (45%), while patients with vertebral artery injuries presented with relatively stable vital signs. Network analysis showed that head-vertebral-cervical spine injuries were common across four trauma mechanisms (car accident, motorcycle/bicycle accident, simple fall, and fall from a height), with co-occurring injuries of the cervical spine and vertebral artery being the most common injuries due to falls. In addition, common/internal carotid artery injuries were associated with thoracic and abdominal injuries in patients with car accidents. CONCLUSIONS: Based on analyses of a nationwide trauma registry, we found that patients with BCVI had distinct patterns of co-occurring injuries by four trauma mechanisms. Our observations provide an important basis for the initial assessment of blunt trauma and could support the management of BCVI.

    DOI: 10.1016/j.ajem.2023.06.033

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  • Targeted therapy using polymyxin B hemadsorption in patients with sepsis: a post-hoc analysis of the JSEPTIC-DIC study and the EUPHRATES trial. 査読 国際誌

    Itsuki Osawa, Tadahiro Goto, Daisuke Kudo, Mineji Hayakawa, Kazuma Yamakawa, Shigeki Kushimoto, Debra M Foster, John A Kellum, Kent Doi

    Critical care (London, England)   27 ( 1 )   245 - 245   2023年6月

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    記述言語:英語   掲載種別:研究論文(学術雑誌)  

    BACKGROUND: Polymyxin B hemadsorption (PMX-HA) reduces blood endotoxin levels, but characteristics of patients with sepsis likely to benefit from PMX-HA are not well known. We sought to identify patient subgroups likely to benefit from PMX-HA. METHODS: We retrospectively identified 1911 patients with sepsis from a retrospective observational study in Japan (the JSEPTIC-DIC study) and 286 patients with endotoxemic septic shock from a randomized controlled trial in North America that restricted patients to those with high endotoxin activity (the EUPHRATES trial). We applied the machine learning-based causal forest model to the JSEPTIC-DIC cohort to investigate heterogeneity in treatment effects of PMX-HA on 28-day survival after adjusting for potential confounders and ascertain the best criteria for PMX-HA use. The derived criteria for targeted therapy by PMX-HA were validated using the EUPHRATES trial cohort. RESULTS: The causal forest model revealed heterogeneity in treatment effects of PMX-HA. Since patients having higher treatment effects were more likely to have severe coagulopathy and hyperlactatemia, we identified the potential treatment targets of PMX-HA as patients with PT-INR > 1.4 or lactate > 3 mmol/L. In the EUPHRATES trial cohort, PMX-HA use on the targeted subpopulation (75% of all patients) was significantly associated with higher 28-day survival (PMX-HA vs. control, 68% vs. 52%; treatment effect of PMX-HA, + 16% [95% CI + 2.2% to + 30%], p = 0.02). CONCLUSIONS: Abnormal coagulation and hyperlactatemia in septic patients with high endotoxin activity appear to be helpful to identify patients who may benefit most from PMX-HA. Our findings will inform enrollment criteria for future interventional trials targeting patients with coagulopathy and hyperlactatemia.

    DOI: 10.1186/s13054-023-04533-3

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  • The Association Between Time From Emergency Department Visit to ICU Admission and Mortality in Patients With Sepsis 査読 国際誌

    Junichiro Shibata, Itsuki Osawa, Kiyoyasu Fukuchi, Tadahiro Goto

    Critical Care Explorations   5 ( 5 )   e0915 - e0915   2023年5月

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    担当区分:最終著者   記述言語:英語   掲載種別:研究論文(学術雑誌)   出版者・発行元:Ovid Technologies (Wolters Kluwer Health)  

    UNLABELLED: The Surviving Sepsis Campaign Guidelines 2021 recommends that adult patients with sepsis requiring intensive care should be admitted to the ICU within 6 hours of their emergency department (ED) visits. However, there is limited evidence on whether 6 hours is the best target time for compliance with the sepsis bundle. We aimed to investigate the association between time from ED visits to ICU admission (i.e., ED length of stay [ED-LOS]) and mortality and identify the optimal ED-LOS for patients with sepsis. DESIGN: Retrospective cohort study. SETTING: The Medical Information Mart for Intensive Care Emergency Department and Medical Information Mart for Intensive Care IV databases. PATIENTS: Adult patients (≥ 18 yr old) who were transferred from the ED to the ICU and subsequently diagnosed with sepsis based on the Sepsis-3 criteria within 24 hours of ICU admission. INTERVENTIONS: None. MEASUREMENTS AND MAIN RESULTS: Among 1,849 patients with sepsis, we found a disproportionally higher mortality rate in patients immediately admitted to the ICU (e.g., < 2 hr). When using ED-LOS as a continuous variable, ED-LOS was not significantly associated with 28-day mortality (adjusted odds ratio [OR] per hour increase, 1.04; 95% CI, 0.96-1.13; p = 0.3) after an adjustment for potential confounders (e.g., demographics, triage vital signs, and laboratory results) in the multivariable analysis. However, when we categorized all patients into time quartiles (ED-LOS: < 3.3 hr, 3.3-4.5 hr, 4.6-6.1 hr, and > 6.1 hr), patients in the higher time quartiles (e.g., 3.3-4.5 hr) had higher 28-day mortality compared with those in the lowest time quartile (< 3.3 hr) (e.g., adjusted OR for patients in the second time quartile [3.3-4.5 hr] 1.59; 95% CI, 1.03-2.46; p = 0.04). CONCLUSIONS: Earlier admission to the ICU (e.g., within 3.3 hr of ED visits) was associated with lower 28-day mortality in patients with sepsis. Our findings suggest patients with sepsis who require intensive care may benefit from a more immediate ICU admission than 6 hours.

    DOI: 10.1097/cce.0000000000000915

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  • The prognostic utility of prehospital qSOFA in addition to emergency department qSOFA for sepsis in patients with suspected infection: A retrospective cohort study 査読 国際誌

    Ayaka Saito, Itsuki Osawa, Junichiro Shibata, Tomohiro Sonoo, Kensuke Nakamura, Tadahiro Goto

    PLOS ONE   18 ( 2 )   e0282148 - e0282148   2023年2月

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    担当区分:最終著者   記述言語:英語   掲載種別:研究論文(学術雑誌)   出版者・発行元:Public Library of Science (PLoS)  

    Background

    The quick sequential organ failure assessment (qSOFA) was widely used to estimate the risks of sepsis in patients with suspected infection in the prehospital and emergency department (ED) settings. Due to the insufficient sensitivity of qSOFA on arrival at the ED (ED qSOFA), the Surviving Sepsis Campaign 2021 recommended against using qSOFA as a single screening tool for sepsis. However, it remains unclear whether the combined use of prehospital and ED qSOFA improves its sensitivity for identifying patients at a higher risk of sepsis at the ED.

    Methods

    We retrospectively analyzed the data from the ED of a tertiary medical center in Japan from April 2018 through March 2021. Among all adult patients (aged ≥18 years) transported by ambulance to the ED with suspected infection, we identified patients who were subsequently diagnosed with sepsis based on the Sepsis-3 criteria. We compared the predictive abilities of prehospital qSOFA, ED qSOFA, and the sum of prehospital and ED qSOFA (combined qSOFA) for sepsis in patients with suspected infection at the ED.

    Results

    Among 2,407 patients with suspected infection transported to the ED by ambulance, 369 (15%) patients were subsequently diagnosed with sepsis, and 217 (9%) died during hospitalization. The sensitivity of prehospital qSOFA ≥2 and ED qSOFA ≥2 were comparable (c-statistics for sepsis [95%CI], 0.57 [0.52–0.62] vs. 0.55 [0.50–0.60]). However, combined qSOFA (cutoff, ≥3 [max 6]) was more sensitive than ED qSOFA (cutoff, ≥2) for identifying sepsis (0.67 [95%CI, 0.62–0.72] vs. 0.55 [95%CI, 0.50–0.60]). Using combined qSOFA, we identified 44 (12%) out of 369 patients who were subsequently diagnosed with sepsis, which would have been missed using ED qSOFA alone.

    Conclusions

    Using both prehospital and ED qSOFA could improve the screening ability of sepsis among patients with suspected infection at the ED.

    DOI: 10.1371/journal.pone.0282148

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  • Association between COVID-19 pandemic and mental disorders in spouses of intensive care unit patients. 査読 国際誌

    Hiroyuki Ohbe, Tadahiro Goto, Akira Okada, Hideo Yasunaga

    Intensive care medicine   49 ( 1 )   112 - 114   2023年1月

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  • Association between comorbid mental illness and preceding emergency department visits in unplanned admissions. 査読 国際誌

    Ayako Okuma, Mikio Nakajima, Tomohiro Sonoo, Kensuke Nakamura, Tadahiro Goto

    Acute medicine & surgery   10 ( 1 )   e814   2023年

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    担当区分:最終著者   記述言語:英語   掲載種別:研究論文(学術雑誌)  

    AIM: To investigate the association between comorbid mental illness and preceding emergency department (ED) visits in patients with unplanned admission. METHODS: This is a retrospective observational study using data from the EDs of three large tertiary medical facilities in Japan. We included adult patients who were admitted to these hospitals via the ED from 2017 to 2020. To investigate whether patients with mental illness were more likely to have preceding ED visits within 30 days prior to unplanned admissions compared with those without, we used univariate and multivariable logistic regression models. In the multivariable model, we adjusted for age category, gender, facility, year, and ambulance use. RESULTS: Out of 15,429 total admissions, 766 (5.0%) cases had documented comorbid mental illness and 14,663 (95.0%) did not. The prevalence of preceding ED visits among patients with mental illness was significantly higher than in those without (17.1% vs 8.8%; unadjusted odds ratio 2.15, 95% confidence interval [CI] 1.76-2.61; P < 0.001). This association was more prominent in the multivariable regression model (adjusted odds ratio 2.40, 95% CI 1.97-2.94; P < 0.001). CONCLUSIONS: The presence of mental illness was significantly associated with a higher prevalence of preceding ED visits within 30 days prior to the unplanned admission. The result suggests that physicians should be more cautious in discharging patients with mental illness from the EDs and in providing care after ED discharge.

    DOI: 10.1002/ams2.814

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  • Explorative Clustering of the Nitrogen Balance Trajectory in Critically Ill Patients: A Preliminary post hoc Analysis of a Single-Center Prospective Observational Study. 査読 国際誌

    Kensuke Nakamura, Kentaro Ogura, Hidehiko Nakano, Daisuke Ikechi, Masaki Mochizuki, Yuji Takahashi, Tadahiro Goto

    Annals of nutrition & metabolism   79 ( 5 )   460 - 468   2023年

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    担当区分:最終著者   記述言語:英語  

    BACKGROUND: The nitrogen balance estimates a protein net difference. However, since it has a number of limitations, it is important to consider the trajectory of the nitrogen balance in the clinical course of critically ill patients. OBJECTIVES: We herein exploratively classified the nitrogen balance trajectory using a machine learning method. METHOD: This is a post hoc analysis of a single-center prospective study for the patients admitted to our Emergency and Critical Center ICU. The nitrogen balance was evaluated with 24-h urine collection from ICU days 1-10 with 9 points. K-means clustering was performed to classify the nitrogen balance trajectory. We also evaluated factors associated with uncovered clusters. RESULTS: Seventy-six eligible patients were included in the present study. After clustering, the nitrogen balance trajectory was classified into 4 classes. Class 1 was trajected as a negative balance over 10 days (24 patients). Class 2 had a positive conversion on day 3 or 4 (8 patients). Class 3 had a positive conversion on day 8 or 9 (28 patients). Class 4 initially had a positive balance and then converted to a negative balance (16 patients). Sepsis complication and steroid use were associated with negative nitrogen balance trajectory. Class 2 was associated with lower length of hospital stay and femoral muscle volume loss, however, frequently had frailty and sarcopenia on admission. Active nutrition therapy intention was not correlated with positive trajectory. CONCLUSIONS: The nitrogen balance trajectory in critically ill patients may be classified into 4 classes for clinical practice. Among patients emergently admitted to the ICU, the positive conversion of the nitrogen balance might be delayed over 10 days.

    DOI: 10.1159/000532126

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  • Challenges hindering emergency physicians; involvement in multicenter collaborative studies in Japan: A nationwide survey analysis. 査読 国際誌

    Manaho Yasuda, Ayaka Saito, Tadahiro Goto, Ryohei Yamamoto, Keibun Liu, Akira Kuriyama, Yutaka Kondo, Daisuke Kasugai

    Acute medicine & surgery   10 ( 1 )   e906   2023年

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    記述言語:英語   掲載種別:研究論文(学術雑誌)  

    AIM: Multicenter collaborative research accelerates patient recruitment and strengthens evidence. Nevertheless, the factors influencing emergency and critical care physicians' involvement in such research in Japan remain unclear. METHODS: A nationwide web-based survey conducted in early 2023 targeted emergency physicians working a minimum of 3 days per week in Japan. The survey descriptively assessed their backgrounds, work and research environments, experiences, and perceived impediments and motivators for multicenter research. RESULTS: Of the 387 respondents, 348 were included in the study, yielding a 5.1% response rate. Women comprised 11% of the participants; 33% worked in university hospitals, 65% served in both emergency departments and intensive care units, and 54% did shift work. Only 12% had designated research time during working hours, with a median of 1 hour per week (interquartile range 0-5 h), including time outside of work. While 73% had participated in multicenter research, 58% noted barriers to participation. The key obstacles were excessive data entry (72%), meeting time constraints (59%), ethical review at each facility (50%), and unique sample collection, such as bronchoalveolar lavage specimens or pathological tissues (51%). The major incentives were networking (70%), data sets reuse (65%), feedback on research results (63%), and recognition from academic societies (63%). Financial rewards were not highly prioritized (38%). CONCLUSIONS: While valuing clinical research, emergency physicians face barriers, especially data entry burden and limited research time. Networking and sharing research findings motivate them. These insights can guide strategies to enhance collaborative research in emergency and critical care in Japan.

    DOI: 10.1002/ams2.906

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  • Association of airway obstruction with first-pass success and intubation-related adverse events in the emergency department: multicenter prospective observational studies. 査読 国際誌

    Jin Takahashi, Tadahiro Goto, Shigeki Fujitani, Hiroshi Okamoto, Yusuke Hagiwara, Hiroko Watase, Kohei Hasegawa

    Frontiers in medicine   10   1199750 - 1199750   2023年

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    担当区分:最終著者   記述言語:英語   掲載種別:研究論文(学術雑誌)  

    BACKGROUND: Airway obstruction is a relatively rare but critical condition that requires urgent intervention in the emergency department (ED). The present study aimed to investigate the association of airway obstruction with first-pass success and intubation-related adverse events in the ED. METHODS: We analyzed data from two prospective multicenter observational studies of ED airway management. We included adults (aged ≥18 years) who underwent tracheal intubation for non-trauma indications from 2012 through 2021 (113-month period). Outcome measures were first-pass success and intubation-related adverse events. We constructed a multivariable logistic regression model adjusting for age, sex, modified LEMON score (without airway obstruction), intubation methods, intubation devices, bougie use, intubator's specialty, and ED visit year with accounting for patients clustering within the ED. RESULTS: Of 7,349 eligible patients, 272 (4%) underwent tracheal intubation for airway obstruction. Overall, 74% of patients had first-pass success and 16% had intubation-related adverse events. The airway obstruction group had a lower first-pass success rate (63% vs. 74%; unadjusted odds ratio [OR], 0.63; 95% CI, 0.49-0.80), compared to the non-airway obstruction group. This association remained significant in the multivariable analysis (adjusted OR 0.60, 95%CI 0.46-0.80). The airway obstruction group also had a significantly higher risk of adverse events (28% vs. 16%; unadjusted OR, 1.93; 95% CI, 1.48-2.56, adjusted OR, 1.70; 95% CI, 1.27-2.29). In the sensitivity analysis using multiple imputation, the results remained consistent with the main results: the airway obstruction group had a significantly lower first-pass success rate (adjusted OR, 0.60; 95% CI, 0.48-0.76). CONCLUSION: Based on these multicenter prospective data, airway obstruction was associated with a significantly lower first-pass success rate and a higher intubation-related adverse event rate in the ED.

    DOI: 10.3389/fmed.2023.1199750

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  • Corrigendum: Association of airway obstruction with first-pass success and intubation-related adverse events in the emergency department: multicenter prospective observational studies. 国際誌

    Jin Takahashi, Tadahiro Goto, Shigeki Fujitani, Hiroshi Okamoto, Yusuke Hagiwara, Hiroko Watase, Kohei Hasegawa

    Frontiers in medicine   10   1307868 - 1307868   2023年

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    記述言語:英語  

    [This corrects the article DOI: 10.3389/fmed.2023.1199750.].

    DOI: 10.3389/fmed.2023.1307868

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  • Electrocardiogram monitoring as a predictor of neurological and survival outcomes in patients with out-of-hospital cardiac arrest: a single-center retrospective observational study. 査読 国際誌

    Masaki Takahashi, Kentaro Ogura, Tadahiro Goto, Mineji Hayakawa

    Frontiers in neurology   14   1210491 - 1210491   2023年

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    記述言語:英語   掲載種別:研究論文(学術雑誌)  

    INTRODUCTION: This study hypothesized that monitoring electrocardiogram (ECG) waveforms in patients with out-of-hospital cardiac arrest (OHCA) could have predictive value for survival or neurological outcomes. We aimed to establish a new prognostication model based on the single variable of monitoring ECG waveforms in patients with OHCA using machine learning (ML) techniques. METHODS: This observational retrospective study included successfully resuscitated patients with OHCA aged ≥ 18 years admitted to an intensive care unit in Japan between April 2010 and April 2020. Waveforms from ECG monitoring for 1 h after admission were obtained from medical records and examined. Based on the open-access PTB-XL dataset, a large publicly available 12-lead ECG waveform dataset, we built an ML-supported premodel that transformed the II-lead waveforms of the monitoring ECG into diagnostic labels. The ECG diagnostic labels of the patients in this study were analyzed for prognosis using another model supported by ML. The endpoints were favorable neurological outcomes (cerebral performance category 1 or 2) and survival to hospital discharge. RESULTS: In total, 590 patients with OHCA were included in this study and randomly divided into 3 groups (training set, n = 283; validation set, n = 70; and test set, n = 237). In the test set, our ML model predicted neurological and survival outcomes, with the highest areas under the receiver operating characteristic curves of 0.688 (95% CI: 0.682-0.694) and 0.684 (95% CI: 0.680-0.689), respectively. CONCLUSION: Our ML predictive model showed that monitoring ECG waveforms soon after resuscitation could predict neurological and survival outcomes in patients with OHCA.

    DOI: 10.3389/fneur.2023.1210491

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  • Machine-learning approaches to identify determining factors of happiness during the COVID-19 pandemic: retrospective cohort study. 査読 国際誌

    Itsuki Osawa, Tadahiro Goto, Takahiro Tabuchi, Hayami K Koga, Yusuke Tsugawa

    BMJ open   12 ( 12 )   e054862   2022年12月

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    記述言語:英語   掲載種別:研究論文(学術雑誌)  

    OBJECTIVE: To investigate determining factors of happiness during the COVID-19 pandemic. DESIGN: Observational study. SETTING: Large online surveys in Japan before and during the COVID-19 pandemic. PARTICIPANTS: A random sample of 25 482 individuals who are representatives of the Japanese population. MAIN OUTCOME MEASURE: Self-reported happiness measured using a 10-point Likert scale, where higher scores indicated higher levels of happiness. We defined participants with ≥8 on the scale as having high levels of happiness. RESULTS: Among the 25 482 respondents, the median score of self-reported happiness was 7 (IQR 6-8), with 11 418 (45%) reporting high levels of happiness during the pandemic. The multivariable logistic regression model showed that meaning in life, having a spouse, trust in neighbours and female gender were positively associated with happiness (eg, adjusted OR (aOR) for meaning in life 4.17; 95% CI 3.92 to 4.43; p<0.001). Conversely, self-reported poor health, anxiety about future household income, psychiatric diseases except depression and feeling isolated were negatively associated with happiness (eg, aOR for self-reported poor health 0.44; 95% CI 0.39 to 0.48; p<0.001). Using machine-learning methods, we found that meaning in life and social capital (eg, having a spouse and trust in communities) were the strongest positive determinants of happiness, whereas poor health, anxiety about future household income and feeling isolated were important negative determinants of happiness. Among 6965 subjects who responded to questionnaires both before and during the COVID-19 pandemic, there was no systemic difference in the patterns as to determinants of declined happiness during the pandemic. CONCLUSION: Using machine-learning methods on data from large online surveys in Japan, we found that interventions that have a positive impact on social capital as well as successful pandemic control and economic stimuli may effectively improve the population-level psychological well-being during the COVID-19 pandemic.

    DOI: 10.1136/bmjopen-2021-054862

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  • Clinical Criteria for Persistent Inflammation, Immunosuppression, and Catabolism Syndrome: An Exploratory Analysis of Optimal Cut-Off Values for Biomarkers. 査読 国際誌

    Kensuke Nakamura, Kentaro Ogura, Hiroyuki Ohbe, Tadahiro Goto

    Journal of clinical medicine   11 ( 19 )   2022年9月

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    担当区分:最終著者   記述言語:英語   掲載種別:研究論文(学術雑誌)  

    Background: While clinical criteria have been proposed for persistent inflammation, immunosuppression, and catabolism syndrome (PICS) using C-reactive protein (CRP), albumin, and lymphocyte count, there is no substantial basis for their optimal cut-off values. We herein aimed to develop and externally validate clinical criteria for PICS by investigating the optimal cut-off values for these biomarkers using machine-learning approaches and confirmed it with external validation. Methods: To develop criteria, we included ICU patients treated at a tertiary care hospital in Japan between 2018 and 2021 (derivation cohort). We introduced CRP, albumin and lymphocyte counts at around day 14 into six machine-learning models to predict PICS, defined as the compound outcome of the Barthel index (BI) < 70 at hospital discharge and in-hospital death. We incorporated the results of these models to assess the optimal cut-off values for biomarkers. We then developed and externally validated criteria for PICS using a nationwide claims database in Japan (validation cohort). Results: In the derivation cohort, 291 out of 441 patients had BI < 70 or in-hospital death. Based on machine-learning models, the optimal cut-off values for biomarkers to predict them were a CRP of 2.0 mg/dL, albumin of 3.0 g/dL, and a lymphocyte count of 800/μL, with an AUROC of 0.67. In the external validation cohort, 4492 out of 15,302 patients had BI < 70 or in-hospital death. The AUROC of the criteria was 0.71, with sensitivity of 0.71 and specificity of 0.68 to predict PICS. Conclusions: We herein provide a fundamental basis for PICS clinical criteria with CRP >2.0 mg/dL, albumin <3.0 g/dL, and a lymphocyte count <800/μL on day 14. The criteria developed will identify patients with PICS whose long-term mortality and activity of daily living may be poor.

    DOI: 10.3390/jcm11195790

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  • Development and validation of a novel method for converting the Japan Coma Scale to Glasgow Coma Scale. 査読

    Mikio Nakajima, Yohei Okada, Tomohiro Sonoo, Tadahiro Goto

    Journal of epidemiology   2022年7月

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    担当区分:最終著者   記述言語:英語   掲載種別:研究論文(学術雑誌)  

    BACKGROUND: The Japan Coma Scale (JCS) is the most frequently adopted method for evaluating level of consciousness in Japan. However, no validated method for converting the JCS to Glasgow Coma Scale (GCS) exists. The aims of the present study were to develop and validate a method to convert the JCS to GCS. METHODS: This is a multicenter retrospective cohort study involving three emergency departments (EDs) in Japan. We included all adult patients who visited the ED between 2017 and 2020. The participating facilities were divided into two cohorts-one cohort to develop a table to convert the JCS to GCS (development cohort), and the other cohort to validate the conversion table (validation cohort). The conversion table of the JCS to GCS was developed based on the median values of the GCS. The outcome was the concordance rate between the JCS and GCS. RESULTS: We identified 8,194 eligible patients. The development cohort included 7,373 patients and the validation cohort included 821 patients. In the validation cohort, the absolute and relative concordance rates were 80.3% (95% confidence interval, 77.4-82.9%) and 93.2% (95% confidence interval, 91.2-94.8%), respectively. CONCLUSIONS: This study developed and validated a novel method for converting the JCS to GCS. Assuming the offset by a single category between the JCS and GCS is acceptable, the concordance rate was over 90% in the general adult patient population visiting the ED. The conversion method may assist researchers to convert JCS into GCS, which is more commonly recognized among global audiences.

    DOI: 10.2188/jea.JE20220147

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  • Experimental Implementation of NSER Mobile App for Efficient Real-Time Sharing of Prehospital Patient Information With Emergency Departments: Interrupted Time-Series Analysis. 査読 国際誌

    Kiyomitsu Fukaguchi, Tadahiro Goto, Tadatsugu Yamamoto, Hiroshi Yamagami

    JMIR formative research   6 ( 7 )   e37301   2022年7月

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    担当区分:責任著者   記述言語:英語   掲載種別:研究論文(学術雑誌)  

    BACKGROUND: With the aging society, the number of emergency transportations has been growing. Although it is important that a patient be immediately transported to an appropriate hospital for proper management, accurate diagnosis in the prehospital setting is challenging. However, at present, patient information is mainly communicated by telephone, which has a potential risk of communication errors such as mishearing. Sharing correct and detailed prehospital information with emergency departments (EDs) should facilitate optimal patient care and resource use. Therefore, the implementation of an app that provides on-site, real-time information to emergency physicians could be useful for early preparation, intervention, and effective use of medical and human resources. OBJECTIVE: In this paper, we aimed to examine whether the implementation of a mobile app for emergency medical service (EMS) would improve patient outcomes and reduce transportation time as well as communication time by phone (ie, phone-communication time). METHODS: We performed an interrupted time-series analysis (ITSA) on the data from a tertiary care hospital in Japan from July 2021 to October 2021 (8 weeks before and 8 weeks after the implementation period). We included all patients transported by EMS. Using the mobile app, EMS can send information on patient demographics, vital signs, medications, and photos of the scene to the ED. The outcome measure was inpatient mortality and transportation time, as well as phone-communication time, which was the time for EMS to negotiate with ED staffs for transport requests. RESULTS: During the study period, 1966 emergency transportations were made (n=1033, 53% patients during the preimplementation period and n=933, 47% patients after the implementation period). The ITSA did not reveal a significant decrease in patient mortality and transportation time before and after the implementation. However, the ITSA revealed a significant decrease in mean phone-communication time between pre- and postimplementation periods (from 216 to 171 seconds; -45 seconds; 95% CI -71 to -18 seconds). From the pre- to postimplementation period, the mean transportation time from EMS request to ED arrival decreased by 0.29 minutes (from 36.1 minutes to 35.9 minutes; 95% CI -2.20 to 1.60 minutes), without change in time trends. We also introduced cases where the app allowed EMS to share accurate and detailed prehospital information with the emergency department, resulting in timely intervention and reducing the burden on the ED. CONCLUSIONS: The implementation of a mobile app for EMS was associated with reduced phone-communication time by 45 seconds (22%) without increasing mortality or overall transportation time despite the implementation of new methods in the real clinical setting. In addition, real-time patient information sharing, such as the transfer of monitor images and photos of the accident site, could facilitate optimal patient care and resource use.

    DOI: 10.2196/37301

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  • Acceptance, Barriers, and Facilitators to Implementing Artificial Intelligence-Based Decision Support Systems in Emergency Departments: Quantitative and Qualitative Evaluation. 査読 国際誌

    Ryo Fujimori, Keibun Liu, Shoko Soeno, Hiromu Naraba, Kentaro Ogura, Konan Hara, Tomohiro Sonoo, Takayuki Ogura, Kensuke Nakamura, Tadahiro Goto

    JMIR formative research   6 ( 6 )   e36501   2022年6月

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    担当区分:最終著者   記述言語:英語   掲載種別:研究論文(学術雑誌)  

    BACKGROUND: Despite the increasing availability of clinical decision support systems (CDSSs) and rising expectation for CDSSs based on artificial intelligence (AI), little is known about the acceptance of AI-based CDSS by physicians and its barriers and facilitators in emergency care settings. OBJECTIVE: We aimed to evaluate the acceptance, barriers, and facilitators to implementing AI-based CDSSs in the emergency care setting through the opinions of physicians on our newly developed, real-time AI-based CDSS, which alerts ED physicians by predicting aortic dissection based on numeric and text information from medical charts, by using the Unified Theory of Acceptance and Use of Technology (UTAUT; for quantitative evaluation) and the Consolidated Framework for Implementation Research (CFIR; for qualitative evaluation) frameworks. METHODS: This mixed methods study was performed from March to April 2021. Transitional year residents (n=6), emergency medicine residents (n=5), and emergency physicians (n=3) from two community, tertiary care hospitals in Japan were included. We first developed a real-time CDSS for predicting aortic dissection based on numeric and text information from medical charts (eg, chief complaints, medical history, vital signs) with natural language processing. This system was deployed on the internet, and the participants used the system with clinical vignettes of model cases. Participants were then involved in a mixed methods evaluation consisting of a UTAUT-based questionnaire with a 5-point Likert scale (quantitative) and a CFIR-based semistructured interview (qualitative). Cronbach α was calculated as a reliability estimate for UTAUT subconstructs. Interviews were sampled, transcribed, and analyzed using the MaxQDA software. The framework analysis approach was used during the study to determine the relevance of the CFIR constructs. RESULTS: All 14 participants completed the questionnaires and interviews. Quantitative analysis revealed generally positive responses for user acceptance with all scores above the neutral score of 3.0. In addition, the mixed methods analysis identified two significant barriers (System Performance, Compatibility) and two major facilitators (Evidence Strength, Design Quality) for implementation of AI-based CDSSs in emergency care settings. CONCLUSIONS: Our mixed methods evaluation based on theoretically grounded frameworks revealed the acceptance, barriers, and facilitators of implementation of AI-based CDSS. Although the concern of system failure and overtrusting of the system could be barriers to implementation, the locality of the system and designing an intuitive user interface could likely facilitate the use of optimal AI-based CDSS. Alleviating and resolving these factors should be key to achieving good user acceptance of AI-based CDSS.

    DOI: 10.2196/36501

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  • The Contribution of Chest X-Ray to Predict Extubation Failure in Mechanically Ventilated Patients Using Machine Learning-Based Algorithms. 査読 国際誌

    Kiyoyasu Fukuchi, Itsuki Osawa, Shunya Satake, Honoka Ito, Junichiro Shibata, Eisuke Dohi, Daisuke Kasugai, Yoshihisa Miyamoto, Hiroyuki Ohbe, Mitsuhiro Tamoto, Naoki Yamada, Keisuke Yoshikawa, Tadahiro Goto

    Critical care explorations   4 ( 6 )   e0718   2022年6月

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    担当区分:最終著者   記述言語:英語   掲載種別:研究論文(学術雑誌)  

    OBJECTIVES: To evaluate the contribution of a preextubation chest X-ray (CXR) to identify the risk of extubation failure in mechanically ventilated patients. DESIGN: Retrospective cohort study. SETTINGS: ICUs in a tertiary center (the Medical Information Mart for Intensive Care IV database). PATIENTS: Patients greater than or equal to 18 years old who were mechanically ventilated and extubated after a spontaneous breathing trial. INTERVENTIONS: None. MEASUREMENTS AND MAIN RESULTS: Among 1,066 mechanically ventilated patients, 132 patients (12%) experienced extubation failure, defined as reintubation or death within 48 hours of extubation. To predict extubation failure, we developed the following models based on deep learning (EfficientNet) and machine learning (LightGBM) with the training data: 1) model using only the rapid-shallow breathing index (RSBI), 2) model using RSBI and CXR, 3) model using all candidate clinical predictors (i.e., patient demographics, vital signs, laboratory values, and ventilator settings) other than CXR, and 4) model using all candidate clinical predictors with CXR. We compared the predictive abilities between models with the test data to investigate the predictive contribution of CXR. The predictive ability of the model using CXR as well as RSBI was not significantly higher than that of the model using only RSBI (c-statistics, 0.56 vs 0.56; p = 0.95). The predictive ability of the model using clinical predictors with CXR was not significantly higher than that of the model using all clinical predictors other than CXR (c-statistics, 0.71 vs 0.70; p = 0.12). Based on SHapley Additive exPlanations values to interpret the model using all clinical predictors with CXR, CXR was less likely to contribute to the predictive ability than other predictors (e.g., duration of mechanical ventilation, inability to follow commands, and heart rate). CONCLUSIONS: Adding CXR to a set of other clinical predictors in our prediction model did not significantly improve the predictive ability of extubation failure in mechanically ventilated patients.

    DOI: 10.1097/CCE.0000000000000718

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  • Web-based application for predicting the potential target phenotype for recombinant human thrombomodulin therapy in patients with sepsis: analysis of three multicentre registries. 査読 国際誌

    Tadahiro Goto, Daisuke Kudo, Ryo Uchimido, Mineji Hayakawa, Kazuma Yamakawa, Toshikazu Abe, Atsushi Shiraishi, Shigeki Kushimoto

    Critical care (London, England)   26 ( 1 )   145 - 145   2022年5月

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    担当区分:筆頭著者, 責任著者   記述言語:英語   掲載種別:研究論文(学術雑誌)  

    A recent randomised controlled trial failed to demonstrate a beneficial effect of recombinant human thrombomodulin (rhTM) on sepsis. However, there is still controversy in the effects of rhTM for sepsis due to the heterogeneity of the study population. We previously identified patients with a distinct phenotype that could be a potential target of rhTM therapy (rhTM target phenotype). However, for application in the clinical setting, a simple tool for determining this target is necessary. Thus, using three multicentre sepsis registries, we aimed to develop and validate a machine learning model for predicting presence of the target phenotype that we previously identified for targeted rhTM therapy. The predictors were platelet count, PT-INR, fibrinogen, fibrinogen/fibrin degradation products, and D-dimer. We also implemented the model as a web-based application. Two of the three registries were used for model development (n = 3694), and the remaining registry was used for validation (n = 1184). Approximately 8-9% of patients had the rhTM target phenotype in each cohort. In the validation, the C statistic of the developed model for predicting the rhTM target phenotype was 0.996 (95% CI 0.993-0.998), with a sensitivity of 0.991 and a specificity of 0.967. Among patients who were predicted to have the potential target phenotype (predicted target patients) in the validation cohort (n = 142), rhTM use was associated with a lower in-hospital mortality (adjusted risk difference, - 31.3% [- 53.5 to - 9.1%]). The developed model was able to accurately predict the rhTM target phenotype. The model, which is available as a web-based application, could profoundly benefit clinicians and researchers investigating the heterogeneity in the treatment effects of rhTM and its mechanisms.

    DOI: 10.1186/s13054-022-04020-1

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  • Impact of right ventricular-pulmonary arterial coupling on clinical outcomes of tricuspid regurgitation. 査読 国際誌

    Atsushi Sugiura, Refik Kavsur, Maximilian Spieker, Christos Iliadis, Victor Mauri, Tetsu Tanaka, Tadahiro Goto, Marcel Weber, Malte Kelm, Stephan Baldus, Georg Nickenig, Ralf Westenfeld, Roman Pfister, Marc Ulrich Becher

    EuroIntervention : journal of EuroPCR in collaboration with the Working Group on Interventional Cardiology of the European Society of Cardiology   18 ( 10 )   852 - 861   2022年5月

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    記述言語:英語   掲載種別:研究論文(学術雑誌)  

    BACKGROUND: In terms of pathophysiology, tricuspid regurgitation (TR) and right ventricular (RV) function are linked to each other. AIMS: This study sought to evaluate RV-pulmonary artery (PA) coupling and its impact on clinical outcomes of TR in patients undergoing mitral transcatheter edge-to-edge repair (TEER). METHODS: We calculated RV-PA coupling ratios in patients undergoing mitral TEER from August 2010 to March 2019 by dividing the tricuspid annular plane systolic excursion (TAPSE) by the echocardiographic estimated PA systolic pressure (PASP). TR was graded as none/trace, mild, moderate, or severe. The primary outcome was all-cause mortality or rehospitalisation within 12 months. RESULTS: Among 744 patients analysed, severe TR was documented in 22.3% of patients and the mean TAPSE/PASP was 0.43±0.25. Technical success of TEER was achieved in 97.2% of participants. Severe TR vs TR ≤moderate (adjusted HR 1.92, 95% CI: 1.39-2.66) and TAPSE/PASP (adjusted HR 0.45, 95% CI: 0.22-0.93) were associated with the outcome. Patients were divided according to the TAPSE/PASP tertile. Compared to patients with TR ≤moderate, patients with severe TR had a higher event rate (TAPSE/PASP <0.30: 32.9% vs 45.1%; 0.30≤ TAPSE/PASP <0.44: 27.8% vs 41.8%; TAPSE/PASP ≥0.44: 16.0% vs 40.4%), whereas the prognostic significance of TR was attenuated in patients with reduced TAPSE/PASP (i.e., RV-PA uncoupling; interaction term p=0.03). The trends were consistent in the multivariable regression models, spline curves, and sensitivity analysis using post-interventional parameters. CONCLUSIONS: RV-PA coupling affects the outcome correlation of TR in patients undergoing mitral TEER. The prognostic impact of TR is attenuated in patients with RV-PA uncoupling.

    DOI: 10.4244/EIJ-D-22-00045

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  • Optimal timing of introducing mobilization therapy for ICU patients with sepsis. 査読 国際誌

    Keibun Liu, Junichiro Shibata, Kiyoyasu Fukuchi, Kunihiko Takahashi, Tomohiro Sonoo, Takayuki Ogura, Tadahiro Goto

    Journal of intensive care   10 ( 1 )   22 - 22   2022年4月

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    担当区分:最終著者   記述言語:英語   掲載種別:研究論文(学術雑誌)  

    BACKGROUND: For patients admitted to the intensive care unit (ICU) with sepsis, mobilization therapy during ICU stay can improve their outcomes during and after the ICU stay. However, little is known about the optimal timing of introducing mobilization therapy. METHODS: This is a retrospective cohort study using data from a tertiary medical center in Japan during 2013-2017. We included patients aged ≥ 18 years who were admitted to the ICU with sepsis based on the Sepsis-3 criteria. We defined early mobilization (EM) as the rehabilitation at the level of sitting on the edge of the bed or more within the first 3 days of the patients' ICU stay. Patients were divided into the EM and non-EM groups. The primary outcomes were in-hospital mortality and ambulatory dependence at hospital discharge. We estimated the effects of EM by stabilized inverse probability weighting (sIPW). We then tested alternative definitions of EM by changing the cutoff in days to mobilization by 1-day increments from 2 to 7 days to investigate the optimal timing of mobilization. RESULTS: Our study sample consisted of a total of 296 septic patients, including 96 patients in the EM group and 200 patients in the non-EM group. In the sIPW model, the adjusted OR for in-hospital mortality in the EM group compared to the non-EM group was 0.22 [95% CI 0.06-0.88], and the adjusted OR for ambulatory dependence at the hospital discharge was 0.24 [95% CI 0.09-0.61]. When alternative definitions of EM were tested, patients who achieved mobilization within the first 2-4 days of their ICU stays had better outcomes. CONCLUSIONS: Achieving mobilization within the first 3 days of ICU stay was significantly associated with better outcomes. Patients with sepsis might benefit most from achieving mobilization within 2-4 days. Further studies are warranted to validate the findings.

    DOI: 10.1186/s40560-022-00613-8

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  • Resuscitative endovascular balloon occlusion of the aorta for life-threatening postpartum hemorrhage: A nationwide observational study in Japan. 査読 国際誌

    Kyosuke Kamijo, Mikio Nakajima, Daisuke Shigemi, Richard H Kaszynski, Hiroyuki Ohbe, Tadahiro Goto, Yusuke Sasabuchi, Kiyohide Fushimi, Hiroki Matsui, Hideo Yasunaga

    The journal of trauma and acute care surgery   93 ( 3 )   418 - 423   2022年4月

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    記述言語:英語   掲載種別:研究論文(学術雑誌)  

    BACKGROUND: Resuscitative endovascular balloon occlusion of the aorta (REBOA) is used for postpartum hemorrhage (PPH) which is one of the leading causes of maternal mortality worldwide; however, its utility in the obstetrics setting remains unclear. Thus, this study aimed to describe the characteristics, demographics and mortality of patients with PPH who underwent REBOA. METHODS: We used the Japanese Diagnosis Procedure Combination inpatient database to identify patients with PPH who underwent REBOA from April 2012 to March 2020. We examined the patients' characteristics, interventions administered and in-hospital mortality. RESULTS: We identified 143 patients with PPH who underwent REBOA. The most common cause of PPH was atonic postpartum hemorrhage (52.4%), followed by disseminated intravascular coagulation (29.4%) and amniotic fluid embolism documented (11.2%). Among patients who delivered at hospitals in which REBOA was performed (n = 55), 38.2% of patients experienced preterm births and 70.9% delivered via cesarean section. The proportion of patients who underwent transcatheter arterial embolization and hysterectomy was 53.8% and 16.1%, respectively. In-hospital mortality was 7.0%. CONCLUSION: The results of the present study could be helpful in clinical decision-making and providing patients and families with additional treatment options for PPH. LEVEL OF EVIDENCE: Therapeutic, level IV.

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  • A Machine Learning-Based Predictive Model to Identify Patients Who Failed to Attend a Follow-up Visit for Diabetes Care After Recommendations From a National Screening Program. 査読 国際誌

    Akira Okada, Yohei Hashimoto, Tadahiro Goto, Satoko Yamaguchi, Sachiko Ono, Kayo Ikeda Kurakawa, Masaomi Nangaku, Toshimasa Yamauchi, Hideo Yasunaga, Takashi Kadowaki

    Diabetes care   45 ( 6 )   1346 - 1354   2022年4月

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    記述言語:英語   掲載種別:研究論文(学術雑誌)  

    OBJECTIVE: Reportedly, two-thirds of the patients who were positive for diabetes during screening failed to attend a follow-up visit for diabetes care in Japan. We aimed to develop a machine-learning model for predicting people's failure to attend a follow-up visit. RESEARCH DESIGN AND METHODS: We conducted a retrospective cohort study of adults with newly screened diabetes at a national screening program using a large Japanese insurance claims database (JMDC, Tokyo, Japan). We defined failure to attend a follow-up visit for diabetes care as no physician consultation during the 6 months after the screening. The candidate predictors were patient demographics, comorbidities, and medication history. In the training set (randomly selected 80% of the sample), we developed two models (previously reported logistic regression model and Lasso regression model). In the test set (remaining 20%), prediction performance was examined. RESULTS: We identified 10,645 patients, including 5,450 patients who failed to attend follow-up visits for diabetes care. The Lasso regression model using four predictors had a better discrimination ability than the previously reported logistic regression model using 13 predictors (C-statistic: 0.71 [95% CI 0.69-0.73] vs. 0.67 [0.65-0.69]; P < 0.001). The four selected predictors in the Lasso regression model were lower frequency of physician visits in the previous year, lower HbA1c levels, and negative history of antidyslipidemic or antihypertensive treatment. CONCLUSIONS: The developed machine-learning model using four predictors had a good predictive ability to identify patients who failed to attend a follow-up visit for diabetes care after a screening program.

    DOI: 10.2337/dc21-1841

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  • Association of Number of Physician Postgraduate Years With Patient Intubation Outcomes in the Emergency Department. 査読 国際誌

    Tadahiro Goto, Shojiro Oka, Hiroshi Okamoto, Yusuke Hagiwara, Hiroko Watase, Kohei Hasegawa

    JAMA network open   5 ( 4 )   e226622   2022年4月

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    担当区分:筆頭著者, 責任著者   記述言語:英語   掲載種別:研究論文(学術雑誌)  

    DOI: 10.1001/jamanetworkopen.2022.6622

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  • Development and validation of early prediction models for new-onset functional impairment at hospital discharge of ICU admission. 査読 国際誌

    Hiroyuki Ohbe, Tadahiro Goto, Kensuke Nakamura, Hiroki Matsui, Hideo Yasunaga

    Intensive care medicine   48 ( 6 )   679 - 689   2022年4月

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    記述言語:英語   掲載種別:研究論文(学術雑誌)  

    PURPOSE: We aimed to develop and validate models for predicting new-onset functional impairment after intensive care unit (ICU) admission with predictors routinely collected within 2 days of admission. METHODS: In this multi-center retrospective cohort study of acute care hospitals in Japan, we identified adult patients who were admitted to the ICU with independent activities of daily living before hospitalization and survived for at least 2 days from April 2014 to October 2020. The primary outcome was functional impairment defined as Barthel Index ≤ 60 at hospital discharge. In the internal validation dataset (April 2014 to March 2019), using routinely collected 94 candidate predictors within 2 days of ICU admission, we trained and tuned the six conventional and machine-learning models with repeated random sub-sampling cross-validation. We computed the variable importance of each predictor to the models. In the temporal validation dataset (April 2019 to October 2020), we measured the performance of these models. RESULTS: We identified 19,846 eligible patients. Functional impairment at discharge was developed in 33% of patients (n = 6488/19,846). In the temporal validation dataset, all six models showed good discrimination ability with areas under the curve above 0.86, and the differences among the six models were negligible. Variable importance revealed newly detected early predictors, including worsened neurologic conditions and catabolism biomarkers such as decreased serum albumin and increased blood urea nitrogen. CONCLUSION: We successfully developed early prediction models of new-onset functional impairment after ICU admission that achieved high performance using only data routinely collected within 2 days of ICU admission.

    DOI: 10.1007/s00134-022-06688-z

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  • Recurrent Mitral Regurgitation After MitraClip: Predictive Factors, Morphology, and Clinical Implication. 査読 国際誌

    Atsushi Sugiura, Refik Kavsur, Maximilian Spieker, Christos Iliadis, Tadahiro Goto, Can Öztürk, Marcel Weber, Noriaki Tabata, Sebastian Zimmer, Jan-Malte Sinning, Victor Mauri, Patrick Horn, Malte Kelm, Stephan Baldus, Georg Nickenig, Ralf Westenfeld, Roman Pfister, Marc Ulrich Becher

    Circulation. Cardiovascular interventions   15 ( 3 )   e010895   2022年3月

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    記述言語:英語   掲載種別:研究論文(学術雑誌)  

    BACKGROUND: Recurrent mitral regurgitation (MR) following MitraClip has not been thoroughly investigated. We aimed to examine the predictive factors, morphology, and long-term outcome of recurrent MR after MitraClip. METHODS: We assessed data from the Heart Failure Network Rhineland registry from August 2010 to October 2018. Competing risk analyses were performed using the Fine and Gray model to assess the risk of recurrent MR. RESULTS: Among 685 MitraClip patients with a reduction in MR to ≤2+, 61 patients developed recurrent MR within the first 12 months. Flail leaflet (hazard ratio, 3.68; P=0.002) and residual MR (MR grade 2+ versus ≤1+: hazard ratio, 2.56; P=0.03) were the predictors of recurrent MR in primary MR patients, while left atrial volume (per 10 mL increase: hazard ratio, 1.11; P<0.001) and residual MR (hazard ratio, 2.45; P=0.01) were independently associated with recurrent MR in secondary MR patients. In primary MR patients, loss of leaflet insertion or leaflet tear were the predominant morphologies with recurrent MR. In secondary MR patients, more than half of the patients with recurrent MR did not show any disorder of the clip or leaflets. Patients with recurrent MR were more likely to experience unplanned heart failure hospitalization or heart failure symptom with New York Heart Association scale III/IV (54.1% versus 37.8%; P=0.018) and undergo a repeat mitral valve intervention (9.8% versus 2.2%; P=0.005) during the follow-up. In the landmark survival analysis, patients with recurrent MR tended to have lower long-term survival (58.7% versus 83.9%; P=0.08) than patients without recurrent MR. CONCLUSIONS: Flail leaflet and residual MR were the predictors of recurrent MR in primary MR patients, while a larger left atrial volume and residual MR were associated with recurrent MR in secondary MR patients, which may be associated with long-term clinical outcomes of patients after MitraClip.

    DOI: 10.1161/CIRCINTERVENTIONS.121.010895

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  • Predictive ability of the sequential organ failure assessment score for in-hospital mortality in patients with cardiac critical illnesses: a nationwide observational study. 査読 国際誌

    Yuji Nishimoto, Hiroyuki Ohbe, Hiroki Matsui, Mikio Nakajima, Yusuke Sasabuchi, Tadahiro Goto, Kojiro Morita, Kiyohide Fushimi, Yukihito Sato, Hideo Yasunaga

    European heart journal. Acute cardiovascular care   11 ( 4 )   312 - 321   2022年2月

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    記述言語:英語   掲載種別:研究論文(学術雑誌)  

    AIMS: Several studies have reported a high predictive ability of the Sequential Organ Failure Assessment (SOFA) score for in-hospital mortality specifically for patients with cardiac critical illnesses, however, differences according to the admission classification (surgical or non-surgical) are unknown. The present study aimed to evaluate the predictive ability of the SOFA score in surgical and non-surgical patients with cardiac critical illnesses. METHODS AND RESULTS: Using the Japanese nationwide Diagnosis Procedure Combination database, we identified patients with cardiac critical illnesses, defined as patients admitted to the intensive care unit (ICU) and treated by cardiologists or cardiovascular surgeons as their physicians in charge from April 2018 to March 2020. The discriminatory ability of the SOFA score for in-hospital mortality was assessed by calculating the area under the receiver operating characteristic curve (AUROC). Among 52 819 eligible patients with available data on their SOFA scores, 33 526 (64%) were postoperative cardiac surgeries. The median SOFA score on ICU admission was 5.0 (interquartile range, 2.0-8.0) and overall in-hospital mortality 6.8%. The AUROC of the SOFA score was 0.75 [95% confidence interval (CI), 0.75-0.76]. In the subgroup analyses, the AUROCs were 0.76 (95% CI, 0.74-0.77) in the surgical patients, 0.83 (95% CI, 0.83-0.84) in the non-surgical patients, and 0.88 (95% CI, 0.87-0.89) in the non-surgical acute coronary syndrome patients. CONCLUSIONS: The predictive ability of the SOFA score on the day of ICU admission for in-hospital mortality was confirmed to be acceptable in the patients with cardiac critical illnesses and varied according to the admission classification and primary diagnoses.

    DOI: 10.1093/ehjacc/zuac011

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  • Association Between Repeated Tracheal Intubation Attempts and Adverse Events in Children in the Emergency Department. 査読 国際誌

    Hiraku Funakoshi, Yuri Kunitani, Tadahiro Goto, Hiroshi Okamoto, Yusuke Hagiwara, Hiroko Watase, Kohei Hasegawa

    Pediatric emergency care   38 ( 2 )   e563-e568   2022年2月

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    記述言語:英語   掲載種別:研究論文(学術雑誌)  

    STUDY OBJECTIVES: Studies have shown that multiple intubation attempts are associated with a higher risk of intubation-related adverse events. However, little is known about the relationship in children in the emergency department (ED). METHODS: This is an analysis of the data from 2 prospective, observational, multicenter registries of emergency airway management. The data were collected from consecutive patients who underwent emergency airway management in 19 EDs across Japan from March 2010 to November 2017. We included children 18 years or younger who underwent tracheal intubation in the ED. The primary exposure was the number of intubation attempts (1 vs ≥2). The primary outcome was an adverse event during or immediately after the intubation. RESULTS: A total of 439 children were eligible for the analysis. Of 279 children with first-pass success, 24 children (9%) had an adverse event. By contrast, of 160 children with ≥2 intubation attempts, 50 children patients (31%) had an adverse event. In the unadjusted model, multiple intubation attempts were significantly associated with a higher rate of adverse events (unadjusted odds ratio, 4.83; 95% confidence interval, 2.57-9.06; P < 0.001). This association remained significant after adjusting for 7 potential confounders and patient clustering within the hospital (adjusted odds ratio, 4.49; 95% confidence interval, 2.36-8.53; P < 0.001). Similar associations were found across different age groups and among children without cardiac arrest (all, P < 0.05). CONCLUSIONS: In this analysis of large prospective multicenter data, multiple intubation attempts were associated with a significantly higher rate of intubation-related adverse events in children in the ED.

    DOI: 10.1097/PEC.0000000000002356

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  • Machine Learning Approaches for Predicting Difficult Airway and First-Pass Success in the Emergency Department: Multicenter Prospective Observational Study. 査読 国際誌

    Syunsuke Yamanaka, Tadahiro Goto, Koji Morikawa, Hiroko Watase, Hiroshi Okamoto, Yusuke Hagiwara, Kohei Hasegawa

    Interactive journal of medical research   11 ( 1 )   e28366   2022年1月

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    担当区分:責任著者   記述言語:英語   掲載種別:研究論文(学術雑誌)  

    BACKGROUND: There is still room for improvement in the modified LEMON (look, evaluate, Mallampati, obstruction, neck mobility) criteria for difficult airway prediction and no prediction tool for first-pass success in the emergency department (ED). OBJECTIVE: We applied modern machine learning approaches to predict difficult airways and first-pass success. METHODS: In a multicenter prospective study that enrolled consecutive patients who underwent tracheal intubation in 13 EDs, we developed 7 machine learning models (eg, random forest model) using routinely collected data (eg, demographics, initial airway assessment). The outcomes were difficult airway and first-pass success. Model performance was evaluated using c-statistics, calibration slopes, and association measures (eg, sensitivity) in the test set (randomly selected 20% of the data). Their performance was compared with the modified LEMON criteria for difficult airway success and a logistic regression model for first-pass success. RESULTS: Of 10,741 patients who underwent intubation, 543 patients (5.1%) had a difficult airway, and 7690 patients (71.6%) had first-pass success. In predicting a difficult airway, machine learning models-except for k-point nearest neighbor and multilayer perceptron-had higher discrimination ability than the modified LEMON criteria (all, P≤.001). For example, the ensemble method had the highest c-statistic (0.74 vs 0.62 with the modified LEMON criteria; P<.001). Machine learning models-except k-point nearest neighbor and random forest models-had higher discrimination ability for first-pass success. In particular, the ensemble model had the highest c-statistic (0.81 vs 0.76 with the reference regression; P<.001). CONCLUSIONS: Machine learning models demonstrated greater ability for predicting difficult airway and first-pass success in the ED.

    DOI: 10.2196/28366

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  • External validation of the POP score for predicting obstetric and gynecological diseases in the emergency department. 査読 国際誌

    Yohei Okada, Asami Okada, Honoka Ito, Tomohiro Sonoo, Tadahiro Goto

    The American journal of emergency medicine   51   348 - 353   2022年1月

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    担当区分:最終著者   記述言語:英語   掲載種別:研究論文(学術雑誌)  

    BACKGROUND: The POP score was developed as an easy screening tool for predicting obstetrics and gynecological (OBGYN) diseases in the emergency department (ED), and consists of three predictors, each representing one point: past history of OBGYN diseases, no fever or digestive symptoms, and peritoneal irritation signs). However, its external validity has not yet been evaluated. We aimed to perform the external validation of the POP score. METHODS: This is a multi-center, retrospective cohort study using ED data of three tertiary care hospitals in Japan between Jan 2017 and October 2020. Young adult women aged 16-49 years with abdominal pain were included in the analysis. The probability of OBGYN diseases was calculated using a logistic regression model of the POP score. Predictions were compared with observations to evaluate the calibration of the model. Further, the diagnostic ability (sensitivity, specificity, and likelihood ratio) of the POP score was evaluated. RESULTS: Of 66,599 ED visits, 1026 young adult women (median age [interquartile range]: 31 [23-41] years) were included for the analysis. The c-statistic was 0.645 [95% confidence interval (CI): 0.603-0.687]. The predicted probabilities of OBGYN diseases was generally well-calibrated to the observations. When the cut-off was set between 2 and 3 points for the ruling in of OBGYN diseases, the positive likelihood ratio was 9.72 [95% CI: 3.33-28.4]. When the cut-off was set between 0 and 1 points for ruling out of OBGYN diseases, negative likelihood ratio was 0.181 [95% CI: 0.059-0.558]. CONCLUSIONS: Using ED data of three tertiary care hospitals, we externally validated the POP score for prediction of OBGYN diseases in the ED. The POP score likely has clinical value for screening OBGYN diseases in young adult women with abdominal pain in the ED.

    DOI: 10.1016/j.ajem.2021.11.022

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  • Introduction to supervised machine learning in clinical epidemiology 査読

    Sachiko Ono, Tadahiro Goto

    Annals of Clinical Epidemiology   4 ( 3 )   63 - 71   2022年

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    担当区分:最終著者   掲載種別:研究論文(学術雑誌)   出版者・発行元:Society for Clinical Epidemiology  

    DOI: 10.37737/ace.22009

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  • Airway management in the pediatric emergency department in Japan: A multicenter prospective observational study. 査読 国際誌

    Yusuke Hagiwara, Tadahiro Goto, Shima Ohnishi, Daisuke Miyamoto, Yuki Ikeyama, Kunihiro Matsunami, Kohei Hasegawa

    Acute medicine & surgery   9 ( 1 )   e798   2022年

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    記述言語:英語   掲載種別:研究論文(学術雑誌)  

    AIM: Tracheal intubation is a vital resuscitation procedure in the pediatric emergency department (ED). Despite its importance, little is known about the current status of emergency airway management in Japan. In this context, we aimed to investigate the airway management characteristics-particularly the location, patient, and provider factors-in the pediatric ED. METHODS: We conducted a multicenter, prospective study of five pediatric EDs in Japan from October 2018 to June 2020. The study included all children (aged ≤18 years) who underwent intubation at the pre-ED or ED setting by physicians and those who were transferred from the ED to the operation room (OR) or pediatric intensive care unit (PICU) for intubation. We described the airway management characteristics according to the location, patient, and provider factors. RESULTS: Of 231 children, 9 (4%) were transferred to the OR or PICU for airway management. Among the remaining 222 children, 45 were intubated at the pre-ED setting and 177 were intubated in the ED. The overall first-attempt success rate was 72%, with the rate varying by location, patient, and provider factors-for example, 68% at the pre-ED setting, 67% for children <2 years, 56% for children with airway-related anatomical anomalies, and 61% with intubation by a resident physician. Intubation-related adverse events were observed in 17%, most of which were hypoxemia (14%). CONCLUSIONS: Based on data from a multicenter prospective study, the overall first-attempt intubation success rate in pediatric EDs in Japan was 72%, with large variations by location, patient, and provider factors.

    DOI: 10.1002/ams2.798

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  • Characteristics of patients with hip fractures and comorbid fall-related injuries in the emergency department. 査読 国際誌

    Ryo Ishizawa, Nobuto Nakanishi, Liu Keibun, Tomohiro Sonoo, Kensuke Nakamura, Tadahiro Goto

    Acute medicine & surgery   9 ( 1 )   e805   2022年

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    担当区分:最終著者   記述言語:英語   掲載種別:研究論文(学術雑誌)  

    AIM: Hip fracture is one of the most common fall-related injuries in the elderly population. Although falls may cause multiple types of injuries, no study has investigated the details of fall-related injuries accompanied by hip fractures. This study aimed to characterize the features of such injuries. METHODS: This is a cross-sectional study using data from four tertiary emergency departments in Japan. We identified patients diagnosed with hip fracture including femoral neck fracture, trochanter fracture, or subtrochanteric fracture from May 12, 2014 to July 12, 2021. Among patients with hip fracture, we included those with fall-related hip fracture. We excluded patients ages <40 years old and whose fall was high energy onset, defined as fall from more than three steps or 1 m. RESULTS: Among 326 emergency departments patients diagnosed with fall-related hip fracture, 288 patients were eligible for the analysis. Seventeen patients (6%) had injuries in addition to hip fractures. The most frequent injury was upper limb injury (e.g., distal radial fracture; n = 5, 30%), followed by head injury (e.g., subdural hematoma; n = 4, 24%), chest injury (e.g., pneumothorax; n = 2, 12%), and trunk injury (vertebral compression fracture; n = 2, 12%). There were no significantly different clinical characteristics between patients with hip injuries and those without. CONCLUSION: A total of 6% of patients diagnosed with hip fracture had other fall-related injuries. The most frequent were upper limb injury and head injury. Our findings underscore the importance of whole-body assessment in patients with fall-related hip fracture in the emergency department.

    DOI: 10.1002/ams2.805

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  • Risk factors of sepsis among patients with qSOFA<2 in the emergency department. 査読 国際誌

    Junichiro Shibata, Itsuki Osawa, Honoka Ito, Shoko Soeno, Konan Hara, Tomohiro Sonoo, Kensuke Nakamura, Tadahiro Goto

    The American journal of emergency medicine   50   699 - 706   2021年12月

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    担当区分:最終著者   記述言語:英語   掲載種別:研究論文(学術雑誌)  

    OBJECTIVE: Studies have suggested that qSOFA can be used for early detection of sepsis immediately upon arrival at the emergency department (ED). Despite this, little is known about the risk factors associated with the subsequent diagnosis of sepsis among patients with qSOFA<2 in the ED. METHODS: This is a retrospective cohort study using ED data from a large tertiary medical center in Japan, 2018-2020. We included adult patients (aged ≥18 years) presenting to the ED with suspected infection (e.g., having a fever) and qSOFA<2. We identified patients who developed sepsis based on the Sepsis-3 criteria, and compared patient characteristics (e.g., demographics, vital signs upon the initial triage, chief complaint, and comorbidities) between patients who developed sepsis or not. Additionally, we identified the potential risk factors of sepsis among patients with qSOFA<2 using a multivariable logistic regression model. RESULTS: We identified 151 (7%) patients who developed sepsis among 2025 adult patients with suspected infection and qSOFA<2. Compared with patients who did not develop sepsis, patients who developed sepsis were likely to be older and have vital signs suggestive of imminent sepsis (e.g., high respiratory rate). In the multivariable logistic regression model, the potential risk factors of sepsis among patients with qSOFA<2 were older age (adjusted OR, 1.92 [95%CI 1.19-3.19]), vital signs suggestive of imminent sepsis (e.g., adjusted OR of altered mental status, 3.50 [95%CI 2.25-5.50]), receipt of oxygen therapy upon arrival at the ED (adjusted OR, 1.91 [95%CI 1.38-2.26]), chief complaint of sore throat (adjusted OR, 2.15 [95%CI 1.08-4.13]), and the presence of comorbid diabetes mellitus, ischemic heart disease, and chronic kidney disease (e.g., adjusted OR of diabetes mellitus, 1.47 [95%CI 1.10-1.96]). On the contrary, chief complaint of abdominal and chest pain were associated with a lower risk of sepsis (e.g., adjusted OR of abdominal pain, 0.26 [95%CI 0.14-0.45]). CONCLUSIONS: We found that older age, vital signs prognosticating sepsis, and the presence of some comorbidities were the potential risk factors of sepsis in patients with qSOFA<2. These potential risk factors could be useful to efficiently recognize patients who might develop sepsis in the ED.

    DOI: 10.1016/j.ajem.2021.09.035

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  • Associations of Government-issued ICU Admission Criteria with Clinical Practices, Outcomes, and ICU Bed Occupancy. 査読 国際誌

    Hiroyuki Ohbe, Tadahiro Goto, Hiroki Matsui, Kiyohide Fushimi, Hideo Yasunaga

    Annals of the American Thoracic Society   19 ( 6 )   1013 - 1021   2021年11月

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    記述言語:英語   掲載種別:研究論文(学術雑誌)  

    RATIONALE: In Japan, the government officially issued intensive care unit (ICU) admission criteria that require ICU units to admit patients who need a certain level of monitoring and procedures to ensure their reimbursement for ICU costs from April 2014. OBJECTIVE: To assess whether the newly issued health policy on ICU admission criteria based on financial incentives for monitoring and procedures had any impact on clinical practices, outcomes, and ICU bed occupancy. METHODS: Using a nationwide inpatient health claims database in Japan, we identified patients who were admitted to the ICU from April 2012 to March 2018. Outcomes were monitoring and procedures in the ICU, clinical outcomes, and ICU bed occupancy. The outcomes of monitoring and procedures and clinical outcomes were adjusted for patient characteristics. Interrupted time-series analyses were used to compare the trends in outcomes for two separate periods before and after the issue of the new health policy on ICU admission criteria in April 2014. RESULTS: A total of 1,660,601 patients in 259 ICU-equipped hospitals were eligible. There were significant upward slope changes between the pre- and post-issue periods for all monitoring and procedures in the ICU, including invasive arterial pressure monitoring (5.62% change in trend per year; 95% CI, 4.75%-6.49%) and central venous pressure monitoring (1.22% change in trend per year; 95% CI, 0.78%-1.67%). There was no significant slope change between the pre- and post-issue periods for in-hospital mortality, but there were significant upward slope changes for complications of pneumonia (0.27% change in trend per year; 95% CI, 0.14%-0.39%) and catheter-related bloodstream infection (0.02% change in trend per year; 95% CI, 0.00%-0.14%). There were also significant upward slope changes in length of hospital stay, length of ICU stay, and hospitalization costs between the pre- and post-issue periods. There was no significant slope change between the pre- and post-issue periods for ICU bed occupancy. CONCLUSIONS: The health policy on ICU admission criteria based on financial incentives for actions taken by providers was associated with increased monitoring and procedures, complications, lengths of hospital and ICU stay, and hospitalization costs without decreasing ICU bed occupancy.

    DOI: 10.1513/AnnalsATS.202107-844OC

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  • Association between intensive care unit admission of a patient and mental disorders in the spouse: a retrospective matched-pair cohort study. 査読 国際誌

    Yuki Miyamoto, Hiroyuki Ohbe, Tadahiro Goto, Hideo Yasunaga

    Journal of intensive care   9 ( 1 )   69 - 69   2021年10月

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    記述言語:英語   掲載種別:研究論文(学術雑誌)  

    BACKGROUND: Previous prospective studies have suggested that spouses of patients who are admitted to the intensive care unit (ICU) have a high prevalence of mental disorders, termed post-intensive care syndrome-family (PICS-F). However, it remains unclear whether the patient's ICU admission is associated with the occurrence of mental disorders in the spouse outside of the prospective study setting. We therefore investigated the proportion of ICU patients' spouses who visited medical facilities for mental disorders and the association between ICU admission of a patient and mental disorders in the spouse using real-world data. METHODS: This was a retrospective matched-pair cohort study using commercially available, routinely collected administrative claims data. As the study population, we identified all married couples (both wife and husband) who were registered in the database from 1 April 2012 to 31 August 2018 using family identification codes. We identified spouses of patients who were admitted to the ICU for more than 2 days as the exposure group and defined the date of admission to the ICU as the index date. We randomly matched four individuals in the non-exposure group with one individual in the exposure group. The primary outcome was any PICS-F-related mental disorder in the spouses within 6 months from the index date. As a sensitivity analysis, we also investigated the proportion and association of individuals (excluding spouses) with a history of mental disorders. RESULTS: Among 1,082,208 married couples, we identified 8490 spouses of ICU patients, and they were matched with 33,946 individuals. The proportion of any PICS-F-related mental disorder within 6 months from the index date was 12.8% in ICU patients' spouses and 11.3% in the matched individuals (adjusted odds ratio, 1.29; 95% confidence interval, 1.03-1.42). The sensitivity analysis showed significant associations between ICU admission and spouses' mental disorders. CONCLUSIONS: Spouses of patients who were admitted to the ICU had a slightly higher risk of mental disorders within 6 months than spouses of patients who were not admitted to the ICU.

    DOI: 10.1186/s40560-021-00583-3

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  • Early response of right-ventricular function to percutaneous mitral valve repair. 査読 国際誌

    Atsushi Sugiura, Jasmin Shamekhi, Tadahiro Goto, Maximilian Spieker, Christos Iliadis, Refik Kavsur, Victor Mauri, Malte Kelm, Stephan Baldus, Tetsu Tanaka, Noriaki Tabata, Jan-Malte Sinning, Marcel Weber, Sebastian Zimmer, Georg Nickenig, Ralf Westenfeld, Roman Pfister, Marc Ulrich Becher

    Clinical research in cardiology : official journal of the German Cardiac Society   111 ( 8 )   859 - 868   2021年10月

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    記述言語:英語   掲載種別:研究論文(学術雑誌)  

    BACKGROUND: The change in right-ventricular function (RVF) after transcatheter mitral valve repair is still poorly understood. We assessed the early response of RVF to the MitraClip procedure and its clinical relevance. METHODS: We analyzed consecutive patients who underwent a MitraClip procedure to treat MR between August 2010 and March 2019 in the Heart Failure Network Rhineland registry. RVF was assessed before and after the procedure. Impaired RVF was defined as an RV fractional area change (RVFAC) < 35% or tricuspid annular plane systolic excursion (TAPSE) < 16 mm. RESULTS: 816 eligible patients (77 ± 9 years, 58.5% male) were included in the analysis. Baseline values of RVF were: RVFAC 38.6 (IQR 29.7-46.7) % and TAPSE 17.0 (IQR 14.0-21.0) mm. At a median time of 3 (IQR 2-5) days after the procedure, the RVF remained normal in 34% (n = 274), normalized in 17% (n = 140), deteriorated in 15% (n = 125), and was persistently impaired in 34% (n = 277) of patients. The RVF response was significantly associated with a composite outcome of all-cause mortality and hospitalization due to heart failure within a 2-year follow-up. Compared to stable/normal RVF, the adjusted hazard ratios for the outcome were 1.78 (95% CI 1.10-2.86) for normalized RVF, 1.89 (95% CI 1.34-3.15) for deteriorated RVF, and 2.25 (95% CI 1.47-3.44) for persistently impaired RVF. Changes in TAPSE and RVFAC as continuous variables were significantly correlated with the outcome. CONCLUSION: An early change in RVF following transcatheter mitral valve repair is predictive of mortality and hospitalization due to heart failure during follow-up. Early response of RVF after MitraClip and its clinical significance. An acute, early change in RVF can be observed following the MitraClip procedure, which is associated with the risk of mortality and hospitalization for HF.

    DOI: 10.1007/s00392-021-01951-7

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  • Effect of Cardiac Rehabilitation on Glomerular Filtration Rate Using Serum Cystatin C Concentration in Patients With Cardiovascular Disease and Renal Dysfunction. 査読 国際誌

    Tomoaki Hama, Akiko Ushijima, Tadahiro Goto, Hirofumi Nagamatsu, Norishige Morita, Fuminobu Yoshimachi, Yuji Ikari, Yoshinori Kobayashi

    Journal of cardiopulmonary rehabilitation and prevention   42 ( 2 )   E15-E22   2021年10月

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    記述言語:英語   掲載種別:研究論文(学術雑誌)  

    PURPOSE: Among patients with chronic kidney disease (CKD), little is known about whether the effect of cardiac rehabilitation (CR) on renal function differs across baseline estimated glomerular filtration rate using the serum concentration of cystatin C (eGFRcys). The aim of this study was to evaluate the effect of CR on renal function in patients with CKD. METHODS: We performed a retrospective cohort study of patients with CKD (15 ≤ eGFRcys < 60 mL/min/1.73 m2) who participated in our CR program for cardiovascular disease. First, the patients were divided into three groups according to the baseline severity of the eGFRcys: G3a, G3b, and G4 groups. We compared the eGFRcys before and after the CR in each group. Second, to determine the association of baseline eGFRcys with the effect of CR, we fitted a linear regression model using the percent change in the eGFRcys (%ΔeGFRcys) as an outcome. RESULTS: Of the 203 patients, 122 were in G3a, 60 were in G3b, and 21 were in G4 groups. The mean improvement of eGFRcys in each group was 1.3, 3.1, and 4.8 mL/min/1.73 m2, respectively. The %ΔeGFRcys was larger among patients with lower baseline eGFRcys (0.47% greater improvement of %ΔeGFRcys/one lower baseline eGFRcys; 95% CI, 0.23-0.72%). This association remained significant after adjustment for potential confounders (0.63% greater improvement of %ΔeGFRcys/one lower baseline eGFRcys; 95% CI, 0.35-0.91%). CONCLUSIONS: The effect of CR on renal function was greater in patients with worse renal dysfunction measured by eGFRcys. A CR program could be useful for patients with severe renal dysfunction and it might have a beneficial effect on their renal function.

    DOI: 10.1097/HCR.0000000000000651

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  • Machine learning in gastrointestinal surgery. 査読

    Takashi Sakamoto, Tadahiro Goto, Michimasa Fujiogi, Alan Kawarai Lefor

    Surgery today   2021年9月

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    記述言語:英語   掲載種別:研究論文(学術雑誌)  

    Machine learning (ML) is a collection of algorithms allowing computers to learn directly from data without predetermined equations. It is used widely to analyze "big data". In gastrointestinal surgery, surgeons deal with various data such as clinical parameters, surgical videos, and pathological images, to stratify surgical risk, perform safe surgery and predict patient prognosis. In the current "big data" era, the accelerating accumulation of a large amount of data drives studies using ML algorithms. Three subfields of ML are supervised learning, unsupervised learning, and reinforcement learning. In this review, we summarize applications of ML to surgical practice in the preoperative, intraoperative, and postoperative phases of care. Prediction and stratification using ML is promising; however, the current overarching concern is the availability of ML models. Information systems that can manage "big data" and integrate ML models into electronic health records are essential to incorporate ML into daily practice. ML is fundamental technology to meaningfully process data that exceeds the capacity of the human mind to comprehend. The accelerating accumulation of a large amount of data is changing the nature of surgical practice fundamentally. Artificial intelligence (AI), represented by ML, is being incorporated into daily surgical practice.

    DOI: 10.1007/s00595-021-02380-9

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  • New machine learning scoring system for predicting postoperative mortality in gastroduodenal ulcer perforation: A study using a Japanese nationwide inpatient database. 査読 国際誌

    Takaaki Konishi, Tadahiro Goto, Michimasa Fujiogi, Nobuaki Michihata, Ryosuke Kumazawa, Hiroki Matsui, Kiyohide Fushimi, Masahiko Tanabe, Yasuyuki Seto, Hideo Yasunaga

    Surgery   2021年9月

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    記述言語:英語   掲載種別:研究論文(学術雑誌)  

    BACKGROUND: Conventional prediction models for estimating risk of postoperative mortality in gastroduodenal ulcer perforation have suboptimal prediction ability. We aimed to develop and validate new machine learning models and an integer-based score for predicting the postoperative mortality. METHODS: We retrospectively identified patients with gastroduodenal ulcer perforation who underwent surgical repair, using a nationwide Japanese inpatient database. In a derivation cohort from July 2010 to March 2016, we developed 2 machine learning-based models, Lasso and XGBoost, using 45 candidate predictors, and also developed an integer-based score for clinical use by including important variables in Lasso. In a validation cohort from April 2016 to March 2017, we measured the prediction performances of the models by computing area under the curve and comparing it to the conventional American Society of Anesthesiology risk score. RESULTS: Of 25,886 patients, 1,176 (4.5%) died after surgical repair. For the validation cohort, Lasso and XGBoost had significantly higher prediction abilities than the American Society of Anesthesiology score (Lasso area under the curve = 0.84; 95% confidence interval 0.81-0.86; American Society of Anesthesiology score area under the curve = 0.70; 95% confidence interval 0.65-0.74, P < .001). The integer-based risk score, which had 13 factors, had a prediction ability similar to those of Lasso and XGBoost (area under the curve = 0.83; 95% confidence interval 0.81-0.86). According to the integer-based score, the mortalities were 0.1%, 2.3%, 9.3%, and 29.0% for the low (score, 0), moderate (1-2), high (3-4), and very high (≥5) score groups, respectively. CONCLUSION: Machine learning models and the integer-based risk score performed well in predicting risk of postoperative mortality in gastroduodenal ulcer perforation. These models will help in decision making.

    DOI: 10.1016/j.surg.2021.08.031

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  • Physician visits and medication prescriptions for major chronic diseases during the COVID-19 pandemic in Japan: retrospective cohort study. 査読 国際誌

    Itsuki Osawa, Tadahiro Goto, Yuko Asami, Noriharu Itoh, Yasuyuki Kaga, Yuji Yamamoto, Yusuke Tsugawa

    BMJ open   11 ( 7 )   e050938   2021年7月

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    記述言語:英語   掲載種別:研究論文(学術雑誌)  

    OBJECTIVES: There have been concerns that patients with chronic conditions may be avoiding in-person physician visits due to fear of COVID-19, leading to lower quality of care. We aimed to investigate changes in physician visits and medication prescriptions for chronic diseases before and during the COVID-19 pandemic at the population level. DESIGN: Retrospective cohort study. SETTING: Nationwide claims data in Japan, 2018-2020. PARTICIPANTS: Working-age population (aged 18-74 years) who visited physicians and received any prescriptions for major chronic diseases (hypertension, diabetes and dyslipidaemia) before the pandemic. OUTCOME MEASURES: The outcomes were the monthly number of physician visits, the monthly proportion of physician visits and the monthly proportion of days covered by prescribed medication (PDC) during the pandemic (April-May 2020, as the first state of emergency over COVID-19 was declared on 7 April, and withdrawn nationally on 25 May). RESULTS: Among 10 346 patients who visited physicians for chronic diseases before the pandemic, we found a temporary decline in physician visits (mean number of visits was 1.9 in March vs 1.7 in April; p<0.001) and an increase in the proportion of patients who did not visit any physicians during the pandemic (15% in March vs 24% in April; p<0.001). Physician visits returned to the baseline in May (the mean number of visits: 1.8, and the proportion of patients who did not visit any physicians: 9%). We observed no clinically meaningful difference in PDC between before and during the pandemic (eg, 87% in March vs 87% in April; p=0.45). A temporary decline in physician visits was more salient in seven prefectures with a larger number of COVID-19 cases than in other areas. CONCLUSIONS: Although the number of physician visits declined right after the COVID-19 outbreak, it returned to the baseline one month later; patients were not skipping medications during the pandemic.

    DOI: 10.1136/bmjopen-2021-050938

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  • Initial assessment in emergency departments by chief complaint and respiratory rate. 査読

    Shoko Soeno, Konan Hara, Ryo Fujimori, Katsuhiko Hashimoto, Toru Shirakawa, Tomohiro Sonoo, Kensuke Nakamura, Tadahiro Goto

    Journal of general and family medicine   22 ( 4 )   202 - 208   2021年7月

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    担当区分:最終著者   記述言語:英語   掲載種別:研究論文(学術雑誌)  

    Background: Understanding heterogeneity of the respiratory rate (RR) as a risk stratification marker across chief complaints is important to reduce misinterpretation of the risk posed by outcome events and to build accurate risk stratification tools. This study was conducted to investigate the associations between RR and clinical outcomes according to the five most frequent chief complaints in an emergency department (ED): fever, shortness of breath, altered mental status, chest pain, and abdominal pain. Methods: This retrospective cohort study examined ED data of all adult patients who visited the ED of a tertiary medical center during April 2018-September 2019. The primary exposure was RR at the ED visit. Outcome measures were hospitalization and mechanical ventilation use. We used restrictive cubic spline and logistic regression models to assess the association of interest. Results: Of 16 956 eligible ED patients, 4926 (29%) required hospitalization; 448 (3%) required mechanical ventilation. Overall, U-shaped associations were found between RR and the risk of hospitalization (eg, using RR = 16 as the reference, the odds ratio [OR] of RR = 32, 6.57 [95% CI 5.87-7.37]) and between RR and the risk of mechanical ventilation. This U-shaped association was driven by patients' association with altered mental status (eg, OR of RR = 12, 2.63 [95% CI 1.25-5.53]). For patients who have fever or shortness of breath, the risk of hospitalization increased monotonously with increased RR. Conclusions: U-shaped associations of RR with the risk of overall clinical outcomes were found. These associations varied across chief complaints.

    DOI: 10.1002/jgf2.423

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  • Accuracy and Stability of a Subcutaneous Flash Glucose Monitoring System in Critically Ill Patients. 査読 国際誌

    Hiromu Naraba, Tadahiro Goto, Mitsuhiro Tokuda, Tomohiro Sonoo, Hidehiko Nakano, Yuji Takahashi, Hideki Hashimoto, Kensuke Nakamura

    Journal of diabetes science and technology   19322968211017203 - 19322968211017203   2021年6月

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    記述言語:英語   掲載種別:研究論文(学術雑誌)  

    BACKGROUND: Flash glucose monitoring (FGM) systems can reduce glycemic variability and facilitate blood glucose management within the target range. However, in critically ill patients, only small (n < 30) studies have examined the accuracy of FGM and none have assessed the stability of FGM accuracy. We evaluated the accuracy and stability of FGM in critically ill patients. METHOD: This was a single-center, retrospective observational study. We included a total of 116 critically ill patients who underwent FGM for glycemic control. The accuracy of FGM was assessed as follows using blood gas glucose values as a reference: (1) numerical accuracy using the mean absolute relative difference, (2) clinical accuracy using consensus error grid analysis, and (3) stability of accuracy assessing 14-day trends in consensus error grid distribution. RESULTS: FGM sensors remained in situ for a median of 6 [4, 11] days. We compared 2014 pairs of measurements between the sensor and blood gas analysis. Glucose values from the sensor were consistently lower, with a mean absolute relative difference of 13.8% (±16.0%), than those from blood gas analysis. Consensus error grid analysis demonstrated 99.4% of the readings to be in a clinically acceptable accuracy zone. The accuracy of FGM was stable across the 14 days after device insertion. CONCLUSIONS: FGM had acceptable reliability and accuracy to arterial blood gas analysis in critically ill patients. In addition, the accuracy of FGM persisted for at least 14 days. Our study promotes the potential usefulness of FGM for glycemic monitoring in critically ill patients.

    DOI: 10.1177/19322968211017203

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  • Association of Initial Potassium Levels with the Type of Stroke in the Emergency Department. 査読 国際誌

    Kiyomitsu Fukaguchi, Hiroshi Yamagami, Shoko Soeno, Konan Hara, Toru Shirakawa, Tomohiro Sonoo, Kensuke Nakamura, Tadahiro Goto

    Journal of stroke and cerebrovascular diseases : the official journal of National Stroke Association   30 ( 8 )   105875 - 105875   2021年5月

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    記述言語:英語   掲載種別:研究論文(学術雑誌)  

    Serum potassium levels are considered as a marker of cerebrovascular emergencies but there is less clarity on the association between initial serum potassium levels recorded on patient's arrival at the emergency department with the type of stroke. This is a case-control study using data of a tertiary care hospital in Japan from April 2018 to September 2019. We identified adult patients with hemorrhagic stroke including subarachnoid hemorrhage (cases) and those with ischemic stroke (controls). Data on age, sex, chief complaints, vital signs, and initial blood tests were collected. We analyzed the association between serum potassium levels and the type of stroke by drawing a LOWESS curve. Additionally, we fitted a logistic regression model to examine the association of interest. There were 416 stroke patients (158 hemorrhagic and 258 ischemic). The median age was 77 years (IQR: 68, 84), and 54% were male. The mean potassium level was 3.69 ± 0.55 mEq/L for hemorrhagic stroke and 4.08 ± 0.65 mEq/L for ischemic stroke. The LOWESS curve showed that the lower initial potassium level was linearly associated with a greater likelihood of hemorrhagic stroke. In the logistic regression model, the odds ratio for the risk of hemorrhagic stroke per 1 mEq/L lower potassium level was 3.31 (95% confidence interval [CI]: 2.24-5.04). This association remained significant in a multivariable model adjusting for other covariates (OR: 2.62 [95% CI: 1.70-4.16]). Initial potassium level was lower in patients with hemorrhagic stroke compared to those with ischemic stroke.

    DOI: 10.1016/j.jstrokecerebrovasdis.2021.105875

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  • Development of a Scoring System to Predict Prolonged Post-Stroke Dysphagia Remaining at Discharge from a Subacute Care Hospital to the Home. 査読 国際誌

    Yukiko Ito, Tadahiro Goto, Ji Young Huh, Osamu Yamamura, Tadanori Hamano, Ken-Ichiro Kikuta, Hiroyuki Hayashi

    Journal of stroke and cerebrovascular diseases : the official journal of National Stroke Association   30 ( 7 )   105804 - 105804   2021年4月

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    記述言語:英語   掲載種別:研究論文(学術雑誌)  

    BACKGROUND: Prolonged dysphagia is an important stroke-related complication that imposes a substantial burden on patients and families. However, simple scoring tool to predict prolonged dysphagia is not existing. MATERIALS AND METHODS: This retrospective cohort study used data from April 2010 to March 2016. Adult patients with first-ever stroke were included. The outcome was swallowing function at discharge from the subacute care hospital to the patient's home. We collected the following factors obtained at discharge from the University of Fukui Hospital: age, sex, type of stroke, comorbidities, smoking status, alcohol use, denture use, functional dependency in daily living before admission, National Institutes of Health Stroke Scale score (NIHSS) at admission, and Functional Independence Measure(FIM). Data were divided into a training set (70%) and test set (30%). Lasso and logistic regression were used for feature selection, a scoring system was then developed, and its prediction performance evaluated. RESULTS: This study enrolled 462 patients with acute stroke. Using lasso and logistic regression, three variables (functional dependency before admission, Functional Independence Measure [FIM]-cognitive and FIM-motor scores at transfer) remained statistically significant predictors of prolonged dysphagia. Risk scores were categorized as low risk (0-2), moderate risk (3-4), and high risk (5-7), with dysphagia rates of 0%-1%, 13%-29%, and 50%-100%, respectively. A newly developed score ≥3 was the optimal cutoff for identifying patients with the potential risk of prolonged dysphagia (C-statistics, 0.92 in the test set). CONCLUSION: The developed scoring system is simple and has a high performance in predicting prolonged dysphagia after acute stroke.

    DOI: 10.1016/j.jstrokecerebrovasdis.2021.105804

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  • Association between age and neurological outcomes in out-of-hospital cardiac arrest patients resuscitated with extracorporeal cardiopulmonary resuscitation: a nationwide multicentre observational study. 査読 国際誌

    Yuki Miyamoto, Tasuku Matsuyama, Tadahiro Goto, Hiroyuki Ohbe, Tetsuhisa Kitamura, Hideo Yasunaga, Bon Ohta

    European heart journal. Acute cardiovascular care   11 ( 1 )   35 - 42   2021年4月

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    記述言語:英語   掲載種別:研究論文(学術雑誌)  

    AIMS: Little is known about the difference in outcomes between young and old patients who received extracorporeal cardiopulmonary resuscitation (ECPR) for out-of-hospital cardiac arrest (OHCA). Therefore, we aimed to investigate the differences in outcomes between those aged ≥75 years and <75 years who experienced OHCA and were resuscitated with ECPR. METHODS AND RESULTS: We performed a secondary analysis of a nationwide prospective cohort study using the Japanese Association for Acute Medicine OHCA registry. We identified patients aged ≥18 years with OHCA who received ECPR. The patients were classified into three age groups (18-59 years, 60-74 years, and ≥75 years). The primary outcome was a 1-month neurological outcome. To examine the association between age and 1-month neurological outcome, we performed logistic regression analyses fitted with generalized estimating equations. From 2014 to 2017, we identified 875 OHCA patients aged ≥18 years who received ECPR. The proportion of patients who survived with favourable neurological outcome in the patients aged 18-59 years, 60-74 years, and ≥75 years were 15% (64/434), 8.9% (29/326), and 1.7% (2/115), respectively. In the multivariable analysis, compared with the age of 18-59 years, the proportions of favourable neurological outcomes were significantly lower in patients aged 60-74 years [adjusted odds ratio (OR), 0.44; 95% confidence interval (CI), 0.32-0.61] and those aged ≥75 years (adjusted OR, 0.26; 95% CI, 0.11-0.59). CONCLUSION: Advanced age (age ≥75 years in particular) was significantly associated with poor neurological outcomes in patients with OHCA who received ECPR.

    DOI: 10.1093/ehjacc/zuab021

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  • Clinical performance of early warning scoring systems for identifying sepsis among anti-hypertensive agent users. 査読 国際誌

    Itsuki Osawa, Tomohiro Sonoo, Shoko Soeno, Konan Hara, Kensuke Nakamura, Tadahiro Goto

    The American journal of emergency medicine   48   120 - 127   2021年4月

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    記述言語:英語   掲載種別:研究論文(学術雑誌)  

    BACKGROUND: Little is known about the accuracy of the quick Sequential Organ Failure Assessment (qSOFA) and the National Early Warning Score (NEWS) in identifying sepsis patients with a history of hypertension on anti-hypertensive agents, which affect vital signs as components of the scoring systems. We aimed to examine the ability of qSOFA and NEWS to predict sepsis among anti-hypertensive agent users by comparing them with non-users. METHODS: We retrospectively identified adult patients (aged ≥18years) with suspected infection who presented to an emergency department (ED) of a large tertiary medical center in Japan between April 2018 and March 2020. Suspected infection was defined based on the chief complaint of fever, high body temperature, or the clinical context on arrival at the ED. We excluded patients who had trauma or cardiac arrest, those who were transported to other hospitals after arrival at the ED, and those whose vital signs data were mostly missing. The predictive performances of qSOFA and NEWS based on initial vital signs were examined separately for sepsis, ICU admission, and in-hospital mortality and compared between anti-hypertensive agent users and non-users. RESULTS: Among 2900 patients with suspected infection presenting to the ED, 291 (10%) had sepsis, 1023 (35%) were admitted to the ICU, and 188 (6.5%) died. The prediction performances of qSOFA and NEWS for each outcome among anti-hypertensive agent users were lower than that among non-users (e.g., c-statistics of qSOFA for sepsis, 0.66 vs. 0.71, p = 0.07; and for ICU admission, 0.70 vs. 0.75, p = 0.01). For identifying sepsis, the sensitivity and specificity of qSOFA ≥2 were 0.43 and 0.77 in anti-hypertensive agent users and 0.51 and 0.82 in non-users. Similar associations were observed for identifying ICU admission and in-hospital mortality. Regardless of the use of anti-hypertensive agents, NEWS had better prediction abilities for each outcome than qSOFA. CONCLUSION: The clinical performance of qSOFA and NEWS for identifying sepsis among anti-hypertensive agent users was likely lower than that among non-users.

    DOI: 10.1016/j.ajem.2021.03.091

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  • Coagulation phenotypes in sepsis and effects of recombinant human thrombomodulin: an analysis of three multicentre observational studies. 査読 国際誌

    Daisuke Kudo, Tadahiro Goto, Ryo Uchimido, Mineji Hayakawa, Kazuma Yamakawa, Toshikazu Abe, Atsushi Shiraishi, Shigeki Kushimoto

    Critical care (London, England)   25 ( 1 )   114 - 114   2021年3月

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    記述言語:英語   掲載種別:研究論文(学術雑誌)  

    BACKGROUND: A recent randomised trial showed that recombinant thrombomodulin did not benefit patients who had sepsis with coagulopathy and organ dysfunction. Several recent studies suggested presence of clinical phenotypes in patients with sepsis and heterogenous treatment effects across different sepsis phenotypes. We examined the latent phenotypes of sepsis with coagulopathy and the associations between thrombomodulin treatment and the 28-day and in-hospital mortality for each phenotype. METHODS: This was a secondary analysis of multicentre registries containing data on patients (aged ≥ 16 years) who were admitted to intensive care units for severe sepsis or septic shock in Japan. Three multicentre registries were divided into derivation (two registries) and validation (one registry) cohorts. Phenotypes were derived using k-means with coagulation markers, platelet counts, prothrombin time/international normalised ratios, fibrinogen, fibrinogen/fibrin-degradation-products (FDP), D-dimer, and antithrombin activities. Associations between thrombomodulin treatment and survival outcomes (28-day and in-hospital mortality) were assessed in the derived clusters using a generalised estimating equation. RESULTS: Four sepsis phenotypes were derived from 3694 patients in the derivation cohort. Cluster dA (n = 323) had severe coagulopathy with high FDP and D-dimer levels, severe organ dysfunction, and high mortality. Cluster dB had severe disease with moderate coagulopathy. Clusters dC and dD had moderate and mild disease with and without coagulopathy, respectively. Thrombomodulin was associated with a lower 28-day (adjusted risk difference [RD]: - 17.8% [95% CI - 28.7 to - 6.9%]) and in-hospital (adjusted RD: - 17.7% [95% CI - 27.6 to - 7.8%]) mortality only in cluster dA. Sepsis phenotypes were similar in the validation cohort, and thrombomodulin treatment was also associated with lower 28-day (RD: - 24.9% [95% CI - 49.1 to - 0.7%]) and in-hospital mortality (RD: - 30.9% [95% CI - 55.3 to - 6.6%]). CONCLUSIONS: We identified four coagulation marker-based sepsis phenotypes. The treatment effects of thrombomodulin varied across sepsis phenotypes. This finding will facilitate future trials of thrombomodulin, in which a sepsis phenotype with high FDP and D-dimer can be targeted.

    DOI: 10.1186/s13054-021-03541-5

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  • Association of advanced age with intubation-related adverse events in the emergency department: a multicentre prospective observational study. 査読 国際誌

    Jin Takahashi, Tadahiro Goto, Hiraku Funakoshi, Hiroshi Okamoto, Yusuke Hagiwara, Hiroko Watase, Kohei Hasegawa

    Emergency medicine journal : EMJ   38 ( 12 )   874 - 881   2021年3月

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    記述言語:英語   掲載種別:研究論文(学術雑誌)  

    BACKGROUND: While the older population accounts for an increasing proportion of emergency department (ED), little is known about intubation-related adverse events in this high-risk population. We sought to determine whether advanced age is associated with a higher risk of intubation-related adverse events in the ED. METHODS: This is an analysis of data from a prospective, 15-centre, observational study-the second Japanese Emergency Airway Network (JEAN-2) study. The current analysis included adult (aged ≥18 years) patients who underwent intubation in the ED between 2012 and 2018. The primary exposure was age (18-39, 40-64, 65-74, 75-84 and ≥85 years). The primary outcome was overall intubation-related adverse events during or immediately after an intubation. Adverse events were further categorised into major (hypotension, hypoxaemia, oesophageal intubation, cardiac arrest, dysrhythmia and death) and minor (endobronchial intubation, oesophageal intubation with early recognition, dental/lip trauma, airway trauma and regurgitation) adverse events. We constructed multivariable logistic regression models adjusting for seven potential confounders with generalised estimating equations that account for patients clustering within the ED. RESULTS: Among 9714 patients eligible for the analysis, 15% were aged ≥85 years, and 16% had adverse events. In the unadjusted models, advanced age was not significantly associated with the risk of overall adverse events. In the adjusted models, the association was significant (adjusted OR 1.41 in age ≥85 years (95% CI, 1.09 to 1.81) compared with age 18-39 years). Specifically, older patients had a significantly higher risk of major adverse events (adjusted OR in age ≥85 years 2.65 (95% CI, 1.78 to 3.94)), which was driven by the association of advanced age with an increased risk of hypotension (adjusted OR in ≥85 years, 5.69 (95% CI, 3.13 to 10.37)). By contrast, advanced age was not associated with minor adverse events. CONCLUSION: Based on the data from a prospective multicentre study, advanced age was associated with higher risks of major adverse events.

    DOI: 10.1136/emermed-2020-209801

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  • QRS duration is a risk indicator of adverse outcomes after MitraClip. 査読 国際誌

    Atsushi Sugiura, Marcel Weber, Noriaki Tabata, Tadahiro Goto, Can Öztürk, Maoshin Lin, Sebastian Zimmer, Georg Nickenig, Jan-Malte Sinning

    Catheterization and cardiovascular interventions : official journal of the Society for Cardiac Angiography & Interventions   2021年2月

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    記述言語:英語   掲載種別:研究論文(学術雑誌)  

    BACKGROUND: While QRS duration is a known marker of left ventricular (LV) function, little is known about its utility for predicting clinical prognosis after transcatheter mitral valve repair (TMVR). We investigated the association between QRS duration and one-year adverse events after TMVR with the MitraClip system. METHODS: From January 2011 through April 2019, we identified consecutive patients who underwent TMVR. Patients who had prior cardiac resynchronization therapy or a ventricular pacing rhythm were excluded. The patients were divided into two groups according to their QRS duration (<120 or ≥ 120 ms). Cox proportional hazard model was applied to determine the association between QRS duration and the composite outcome (all-cause mortality and re-hospitalization due to heart failure) within 1 year. RESULTS: A total of 348 patients were analyzed. Prolonged QRS duration (≥120 ms) was associated with an increased risk of the composite outcome (adjusted-HR 2.35, 95%CI 1.30-4.24, p = .005). There was a linear relationship between prolonged QRS duration and the increased risk of the composite outcomes. The observed association was consistent both in patients with left ventricular ejection fraction ≤35% and those with >35%. Furthermore, a QRS duration ≥120 ms was associated with lower improvement of LVEF at follow-up (adjusted-β coefficient - 5.31%, 95%CI -8.17 to -2.46, p < .001). CONCLUSIONS: Prolonged QRS duration was associated with an increased risk of mortality and re-hospitalization and less improvement of LVEF following TMVR. QRS duration could be a useful marker to predict adverse outcomes and LV function after TMVR.

    DOI: 10.1002/ccd.29505

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  • Time in blood glucose range 70 to 180 mg/dL and survival rate in critically ill patients: A retrospective cohort study. 査読 国際誌

    Hiromu Naraba, Tadahiro Goto, Toru Shirakawa, Tomohiro Sonoo, Naoki Kanda, Hidehiko Nakano, Yuji Takahashi, Hideki Hashimoto, Kensuke Nakamura

    PloS one   16 ( 5 )   e0252158   2021年

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    記述言語:英語   掲載種別:研究論文(学術雑誌)  

    BACKGROUND: While time in targeted blood glucose range (TIR) 70-140 mg/dL is a known factor associated with mortality in critically ill patients, it remains unclear whether TIR is associated with 28-day mortality under the glycemic control with a less tight target glucose range of 70-180 mg/dL. We aimed to examine whether TIR 70-180 mg/dL was associated with 28-day mortality. METHODS: This is a retrospective cohort study using data from a tertiary care center in Japan collected from January 2016 through October 2019. We included adult patients (aged ≥20 years) admitted to the ICU. We excluded patients 1) with diabetic ketoacidosis patients, 2) discharged within 48 hours, 3) with repeated ICU admissions. We calculated TIR 70-180 mg/dL using the measured blood glucose values (≥3 times per day). The primary outcome was 28-day mortality. We examined the association between TIR and 28-day mortality using a logistic regression and Cox proportional hazard models with a stratification by glycosylated hemoglobin (HbA1c) level of 6.5%. Additionally, we repeated the analyses using the TIR category to assess the optimal TIR. For the sensitivity analysis, we repeated the primary analysis using TIR during the first three days from ICU admission. RESULTS: Of 1,230 patients, the median age was 72 years, 65% were male, and 250 patients (20%) had HbA1c ≥6.5% on admission. In patients with HbA1c <6.5%, TIR <80% was associated with an increased risk of 28-day mortality, with an adjusted odds ratio (OR) of 1.88 (95%CI: 1.36-2.61). Likewise, when using 10% incremental TIR as a categorical variable, lower TIR was associated with a worse 28-day mortality compared with TIR ≥90% (e.g., adjusted OR of TIR <60%, 3.62 [95%CI 2.36-5.53]). Similar associations were found in the analyses using Cox proportional hazards model and using TIR during the first three days. By contrast, in patients with HbA1c ≥6.5%, there was no consistent association of TIR with 28-day mortality. CONCLUSIONS: We found that lower TIR 70-180 mg/dL was associated with a higher 28-day mortality in critically ill patients with HbA1c <6.5%, whereas there was no consistent association in patients with HbA1c ≥6.5%.

    DOI: 10.1371/journal.pone.0252158

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  • PASCAL versus MitraClip-XTR edge-to-edge device for the treatment of tricuspid regurgitation: a propensity-matched analysis. 査読 国際誌

    Atsushi Sugiura, Johanna Vogelhuber, Can Öztürk, Zita Schwaibold, David Reckers, Tadahiro Goto, Refik Kavsur, Marc Ulrich Becher, Sebastian Zimmer, Georg Nickenig, Marcel Weber

    Clinical research in cardiology : official journal of the German Cardiac Society   2020年12月

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    記述言語:英語   掲載種別:研究論文(学術雑誌)  

    BACKGROUND: Transcatheter tricuspid valve repair (TTVR) is a promising technique for the treatment of tricuspid regurgitation (TR). Data comparing the performance of novel edge-to-edge devices (PASCAL and MitraClip-XTR) are scarce. METHODS: We identified 80 consecutive patients who underwent TTVR using either the PASCAL or MitraClip-XTR system to treat symptomatic TR from July 2018 to June 2020. To adjust for baseline imbalances, we performed a propensity score (PS) 1:1 matching. The primary endpoint was a reduction in TR severity by at least one grade at 30 days. RESULTS: The PS-matched cohort (n = 44) was at high-surgical risk (EuroSCORE II: 7.5% [interquartile range (IQR) 4.8-12.1%]) with a mean TR grade of 4.3 ± 0.8 and median coaptation gap of 6.2 mm [IQR 3.2-9.1 mm]. The primary endpoint was similarly observed in both groups (PASCAL: 91% vs. MitraClip-XTR: 96%). Multiple device implantation was the most common form (59% vs. 82%, p = 0.19), and the occurrence of SLDA was comparable between the PASCAL and MitraClip-XTR system (5.7% [2 of 35 implanted devices] vs. 4.4% [2 of 45 implanted devices], p = 0.99). No periprocedural death or conversions to surgery occurred, and 30-day mortality (5.0% vs. 5.0%, log-rank p = 0.99) and 3-month mortality (10.0% vs. 5.0%, log-rank p = 0.56) were similar between both groups. During follow-up, functional NYHA class, 6-min walking distance, and health status improved in both groups. CONCLUSIONS: Both TTVR devices, PASCAL and MitraClip-XTR, appeared feasible and comparable for an effective TR reduction. Randomized head-to-head comparisons will help to further define the appropriate scope of application of each system.

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  • Association of heart failure duration with clinical outcomes after transcatheter mitral valve repair for functional mitral regurgitation. 査読 国際誌

    Atsushi Sugiura, Marcel Weber, Noriaki Tabata, Tadahiro Goto, Eberhard Grube, Hendrik Treede, Nikos Werner, Georg Nickenig, Jan-Malte Sinning

    Catheterization and cardiovascular interventions : official journal of the Society for Cardiac Angiography & Interventions   2020年11月

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    記述言語:英語   掲載種別:研究論文(学術雑誌)  

    BACKGROUND: Little is known about the association of heart failure (HF) chronicity with clinical outcomes after transcatheter mitral valve repair (TMVR) for functional mitral regurgitation (MR). METHODS: From January 2011 to March 2019, consecutive patients with functional MR who underwent a MitraClip procedure were analyzed. The patients were divided into two groups according to HF duration-those with duration ≤18 months and those with >18 months. The primary outcome measure was a composite of all-cause mortality and re-HF rehospitalization within 1 year after the procedure. These outcomes were also assessed separately. A Cox proportional hazard model was conducted for investigating the association of HF duration with the primary outcome. RESULTS: A total of 208 patients were analyzed. Patients with HF duration >18 months had a higher rate of the primary outcome compared to those with HF duration ≤18 months (38.1 vs. 19.0%, log-rank p = .003). A longer duration of HF was associated with an increased risk of the primary outcomes (adjusted-HR of >18 months, 2.12 95% CI, 1.14-4.19; p = .03; adjusted-HR (hazard ratios) for 1 year increase, 1.05; 95% CI, 1.02-1.09; p = .004). The association of HF duration with the primary outcomes showed a steep rise during the first 2 years of HF duration and progressive increase after 5 years. CONCLUSIONS: A longer HF duration before TMVR was associated with an increased risk of all-cause mortality or HF rehospitalization. HF duration can be used for the risk stratification marker in patients undergoing TMVR for functional MR.

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  • Machine-learning-based prediction models for high-need high-cost patients using nationwide clinical and claims data. 査読 国際誌

    Itsuki Osawa, Tadahiro Goto, Yuji Yamamoto, Yusuke Tsugawa

    NPJ digital medicine   3 ( 1 )   148 - 148   2020年11月

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    記述言語:英語   掲載種別:研究論文(学術雑誌)  

    High-need, high-cost (HNHC) patients-usually defined as those who account for the top 5% of annual healthcare costs-use as much as half of the total healthcare costs. Accurately predicting future HNHC patients and designing targeted interventions for them has the potential to effectively control rapidly growing healthcare expenditures. To achieve this goal, we used a nationally representative random sample of the working-age population who underwent a screening program in Japan in 2013-2016, and developed five machine-learning-based prediction models for HNHC patients in the subsequent year. Predictors include demographics, blood pressure, laboratory tests (e.g., HbA1c, LDL-C, and AST), survey responses (e.g., smoking status, medications, and past medical history), and annual healthcare cost in the prior year. Our prediction models for HNHC patients combining clinical data from the national screening program with claims data showed a c-statistics of 0.84 (95%CI, 0.83-0.86), and overperformed traditional prediction models relying only on claims data.

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  • Institution-Specific Machine Learning Models for Prehospital Assessment to Predict Hospital Admission: Prediction Model Development Study. 査読 国際誌

    Toru Shirakawa, Tomohiro Sonoo, Kentaro Ogura, Ryo Fujimori, Konan Hara, Tadahiro Goto, Hideki Hashimoto, Yuji Takahashi, Hiromu Naraba, Kensuke Nakamura

    JMIR medical informatics   8 ( 10 )   e20324   2020年10月

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    記述言語:英語   掲載種別:研究論文(学術雑誌)  

    BACKGROUND: Although multiple prediction models have been developed to predict hospital admission to emergency departments (EDs) to address overcrowding and patient safety, only a few studies have examined prediction models for prehospital use. Development of institution-specific prediction models is feasible in this age of data science, provided that predictor-related information is readily collectable. OBJECTIVE: We aimed to develop a hospital admission prediction model based on patient information that is commonly available during ambulance transport before hospitalization. METHODS: Patients transported by ambulance to our ED from April 2018 through March 2019 were enrolled. Candidate predictors were age, sex, chief complaint, vital signs, and patient medical history, all of which were recorded by emergency medical teams during ambulance transport. Patients were divided into two cohorts for derivation (3601/5145, 70.0%) and validation (1544/5145, 30.0%). For statistical models, logistic regression, logistic lasso, random forest, and gradient boosting machine were used. Prediction models were developed in the derivation cohort. Model performance was assessed by area under the receiver operating characteristic curve (AUROC) and association measures in the validation cohort. RESULTS: Of 5145 patients transported by ambulance, including deaths in the ED and hospital transfers, 2699 (52.5%) required hospital admission. Prediction performance was higher with the addition of predictive factors, attaining the best performance with an AUROC of 0.818 (95% CI 0.792-0.839) with a machine learning model and predictive factors of age, sex, chief complaint, and vital signs. Sensitivity and specificity of this model were 0.744 (95% CI 0.716-0.773) and 0.745 (95% CI 0.709-0.776), respectively. CONCLUSIONS: For patients transferred to EDs, we developed a well-performing hospital admission prediction model based on routinely collected prehospital information including chief complaints.

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  • Association between cognitive quotient test score and hippocampal volume: a novel, rapid application-based screening tool. 査読 国際誌

    Wataru Kasai, Tadahiro Goto, Yuki Aoyama, Kenji Sato

    Scientific reports   10 ( 1 )   16728 - 16728   2020年10月

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    記述言語:英語   掲載種別:研究論文(学術雑誌)  

    We aimed to develop a brief, preclinical test to screen the reduced hippocampal volume that is a marker of early dementia [Cognitive Quotient (CQ) test]. We performed an observational study of adult subjects who underwent brain MRI in seven institutions from February 2018 to May 2019. The CQ test consists of five components: (1) digits forward, (2) digits backward, (3) Stroop test, (4) simple calculation, and (5) mental rotation. The primary outcome measure was hippocampal volume. We separated the data into derivation (n = 322) and validation cohorts (n = 96). In the derivation cohort, we built two scoring systems using the results of CQ test (model 1 and 2). In the validation cohort, we validated the correlation of the scoring systems with hippocampal volume. In the derivation cohort, there was a moderate correlation between the scoring systems and hippocampal volume [e.g., correlation coefficient = 0.62 in model 1 (95% CI 0.44-0.75)]. Likewise, in the validation cohort, there was a moderate correlation between the scoring systems and hippocampal volume [e.g., correlation coefficient = 0.54 in model 2 (95% CI 0.38-0.67)]. In this analysis of 418 participants, the score of newly developed CQ test was correlated with hippocampal volume.

    DOI: 10.1038/s41598-020-74019-7

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  • Risk of Cardiovascular Events After Spouse's ICU Admission. 査読 国際誌

    Hiroyuki Ohbe, Tadahiro Goto, Yuki Miyamoto, Hideo Yasunaga

    Circulation   142 ( 17 )   1691 - 1693   2020年10月

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  • Impact of national guidelines for antimicrobial stewardship to reduce antibiotic use in upper respiratory tract infection and gastroenteritis. 査読 国際誌

    Daisuke Sato, Tadahiro Goto, Kazuaki Uda, Ryosuke Kumazawa, Hiroki Matsui, Hideo Yasunaga

    Infection control and hospital epidemiology   42 ( 3 )   1 - 7   2020年9月

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    記述言語:英語   掲載種別:研究論文(学術雑誌)  

    OBJECTIVE: To examine whether the issue and dissemination of national guidelines in the Manual of Antimicrobial Stewardship had an impact on reducing antibiotic use for acute respiratory tract infection (ARTI) and gastroenteritis. METHOD: An interrupted time-series analysis was performed using a large nationwide database from June 2016 to June 2018. Outpatients with ARTI or gastroenteritis aged ≥6 years were identified. The outcome measures were any antibiotic use and broad-spectrum antibiotic use. The season-adjusted changes in the rate of antibiotic prescriptions for 2 periods before and after the guideline issue date were examined. RESULTS: There were 13,177,735 patients with ARTI and 300,565 patients with gastroenteritis during the study period. Among patients with ARTI, there was a significant downward trend in antibiotic use during the 2-year study period (-0.06% per week; 95% CI, -0.07% to -0.04%). However, there was no significant change in trends of antibiotic use between the pre-issue period and post-issue period (trend difference, -0.01% per week; 95% CI, -0.10% to 0.07%). Similarly, for patients with gastroenteritis, there was no significant change in the trends of antibiotic use between the pre-issue period and post-issue period (trend difference, -0.02% per week; 95% CI, -0.04% to 0.01%). Similar associations were observed in analyses for broad-spectrum antibiotic use. CONCLUSIONS: Despite the issue of national guidelines to promote the appropriate use of antibiotics, there were no significant changes in trends of antibiotic use for outpatients with ARTI or gastroenteritis between the pre-issue and post-issue periods.

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  • Prognostic Impact of Redo Transcatheter Mitral Valve Repair for Recurrent Mitral Regurgitation. 査読 国際誌

    Atsushi Sugiura, Marcel Weber, Noriaki Tabata, Tadahiro Goto, Can Öztürk, Christoph Hammerstingl, Jan-Malte Sinning, Nikos Werner, Georg Nickenig

    The American journal of cardiology   130   123 - 129   2020年9月

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    記述言語:英語   掲載種別:研究論文(学術雑誌)  

    There is little known about the prognostic impact of a redo transcatheter mitral valve repair (TMVR) for residual or recurrent mitral regurgitation (MR). From January 2011 to March 2019, we identified 43 consecutive patients who underwent a redo TMVR procedure with the MitraClip system. A control cohort was treated medically for MR ≥2+ after the first TMVR and was propensity score 1:1 matched using age, gender, MR severity, trans-mitral pressure gradient, and etiology of MR. To investigate the association of redo TMVR with 1-year mortality, we fitted a Cox proportional hazard model. The technical success rate of redo TMVR was 95%. A reduction in MR to ≤2+ was achieved in 79% of patients, with a significant decline of tricuspid regurgitation pressure gradient and improvement of the New York Heart Association class. After matching was performed, 43 well-matched pairs of patients were analyzed. Redo TMVR patients showed lower 1-year mortality (10.5% vs 37.6%, p = 0.01) compared with the control patients. Redo TMVR was associated with better survival (hazard ratio [HR] 0.26, 95% confidence interval [CI] 0.08 to 0.79, p = 0.02) and lower risk of the composite end point (mortality and rehospitalization due to HF: HR 0.34, 95% CI 0.15 to 0.78; p = 0.01) at 1-year follow-up. The association with the primary end point remained significant after accounting for the New York Heart Association class III/IV, TR ≥severe, the type of MR (i.e., recurrent or residual MR), or the type of previous implanted TMVR device. In conclusion, redo TMVR in selected patients with residual or recurrent MR may be associated with lower 1-year mortality than medical therapy alone.

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  • Disseminated Intravascular Coagulopathy Is Associated with the Outcome of Persistent Inflammation, Immunosuppression and Catabolism Syndrome. 査読 国際誌

    Kensuke Nakamura, Kentaro Ogura, Hidehiko Nakano, Hiromu Naraba, Yuji Takahashi, Tomohiro Sonoo, Hideki Hashimoto, Tadahiro Goto

    Journal of clinical medicine   9 ( 8 )   2020年8月

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    担当区分:最終著者   記述言語:英語   掲載種別:研究論文(学術雑誌)  

    Persistent inflammation, immunosuppression and catabolism syndrome (PIICS) often occur after critical care. Disseminated intravascular coagulation (DIC) is expected to be associated independently with PIICS development. We retrospectively analyzed 5397 patients admitted to the Hitachi General Hospital emergency and critical care center during four years. We classified PIICS as C-reactive protein > 3.0 mg/dL or albumin < 3.0 g/dL or lymphocyte count < 800/μL on day 14. Prolonged hospital stay (>14 days) without PIICS and early recovery (discharged alive within 14 days) were assigned as non-PIICS. Early death (death within 14 days) was identified. We analyzed the association between the International Society on Thrombosis and Haemostasis overt DIC and PIICS outcomes. Results revealed 488 PIICS, 416 early death and 4493 non-PIICS cases. Analyses showed DIC as associated significantly with mortality, the Barthel index at discharge and PIICS development. Multivariate regression analysis and a generalized structural equation model identified DIC on admission as an independent risk factor for PIICS in surviving patients.

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  • Validation of chief complaints, medical history, medications, and physician diagnoses structured with an integrated emergency department information system in Japan: the Next Stage ER system 査読

    Tadahiro Goto, Konan Hara, Katsuhiko Hashimoto, Shoko Soeno, Toru Shirakawa, Tomohiro Sonoo, Kensuke Nakamura

    Acute Medicine & Surgery   7 ( 1 )   2020年8月

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    掲載種別:研究論文(学術雑誌)   出版者・発行元:Wiley  

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  • Association of obstructive sleep apnea with all-cause readmissions after hospitalization for asthma exacerbation in adults aged 18-54 years: a population-based study, 2010-2013. 査読 国際誌

    Atsushi Hirayama, Tadahiro Goto, Mohammad K Faridi, Carlos A Camargo Jr, Kohei Hasegawa

    The Journal of asthma : official journal of the Association for the Care of Asthma   58 ( 9 )   1 - 10   2020年6月

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    記述言語:英語   掲載種別:研究論文(学術雑誌)  

    Objective: To investigate associations between obstructive sleep apnea (OSA) and readmission risk after hospitalization for asthma exacerbation.Methods: We conducted a retrospective, population-based cohort study using State Inpatient Databases from seven U.S. states (Arkansas, California, Florida, Iowa, Nebraska, New York, and Utah) from 2010 to 2013. We identified all adults (aged 18-54 years) hospitalized for asthma exacerbation. The outcome measure was all-cause readmissions within one year after hospitalization for asthma exacerbation. To determine associations between OSA and readmission risk, we constructed negative binomial regression models estimating the incidence rate ratio (IRR) for readmissions and Cox proportional hazards models estimating hazard rate (HR) for the time-to-first readmission.Results: Among 65,731 patients hospitalized for asthma exacerbation, 6,549 (10.0%) had OSA. Overall, OSA was associated with significantly higher incident rate of all cause readmission (1.36 vs. 0.85 readmissions per person-year; unadjusted IRR 1.60; 95%CI 1.54-1.66). Additionally, OSA was associated with higher incident rates of readmissions for five major diseases-asthma (IRR 1.21; 95%CI 1.15-1.27), COPD (IRR 2.03; 95%CI 1.88-2.19), respiratory failure (IRR 3.04; 95%CI 2.76-3.34), pneumonia (IRR 1.67; 95%CI 1.49-1.88), and congestive heart failure (IRR 3.78; 95%CI 3.36-4.24), compared to non-OSA. The Cox model demonstrated that patients with OSA had significantly higher rates for all-cause readmission compared to those without OSA (HR 1.56; 95% CI 1.50-1.62). These associations remained significant after adjustment for confounders.Conclusions: The observed association of OSA with a higher risk of readmissions after hospitalization for asthma exacerbation underscores the importance of identifying coexistent OSA in this population and optimizing both OSA and asthma management.

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  • Contribution of social factors to readmissions within 30 days after hospitalization for COPD exacerbation. 査読 国際誌

    Tadahiro Goto, Kazuki Yoshida, Mohammad Kamal Faridi, Carlos A Camargo Jr, Kohei Hasegawa

    BMC pulmonary medicine   20 ( 1 )   107 - 107   2020年4月

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    記述言語:英語   掲載種別:研究論文(学術雑誌)   出版者・発行元:BMC  

    BACKGROUND: To investigate whether, in patients hospitalized for COPD, the addition of social factors improves the predictive ability for the risk of overall 30-day readmissions, early readmissions (within 7 days after discharge), and late readmissions (8-30 days after discharge). METHODS: Patients (aged ≥40 years) hospitalized for COPD were identified in the Medicare Current Beneficiary Survey from 2006 through 2012. With the use of 1000 bootstrap resampling from the original cohort (training-set), two prediction models were derived: 1) the reference model including age, comorbidities, and mechanical ventilation use, and 2) the optimized model including social factors (e.g., educational level, marital status) in addition to the covariates in the reference model. Prediction performance was examined separately for 30-day, early, and late readmissions. RESULTS: Following 905 index hospitalizations for COPD, 18.5% were readmitted within 30 days. In the test-set, for overall 30-day readmissions, the discrimination ability between reference and optimized models did not change materially (C-statistic, 0.57 vs. 0.58). By contrast, for early readmissions, the optimized model had significantly improved discrimination (C-statistic, 0.57 vs. 0.63; integrated discrimination improvement [IDI], 0.018 [95%CI, 0.003-0.032]) and reclassification (continuous net reclassification index [NRI], 0.298 [95%CI 0.060-0.537]). Likewise, for late readmissions, the optimized model also had significantly improved discrimination (C-statistic, 0.65 vs. 0.68; IDI, 0.026 [95%CI 0.009-0.042]) and reclassification (continuous NRI, 0.243 [95%CI 0.028-0.459]). CONCLUSIONS: In a nationally-representative sample of Medicare beneficiaries hospitalized for COPD, we found that the addition of social factors improved the predictive ability for readmissions when early and late readmissions were examined separately.

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  • Clinical trajectories of suicide attempts and self-harm in patients admitted to acute-care hospitals in Japan: a nationwide inpatient database study. 査読

    Hiroyuki Ohbe, Tadahiro Goto, Ryuichi Yamazaki, Taisuke Jo, Hiroki Matsui, Kiyohide Fushimi, Hideo Yasunaga

    Journal of epidemiology   31 ( 3 )   231 - 236   2020年4月

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    記述言語:英語   掲載種別:研究論文(学術雑誌)  

    BACKGROUND: For patients with suicide attempts or self-harm, acute-care hospitals often function as the primary or sole point of contact with the healthcare system. However, little is known about patient characteristics or clinical trajectories of suicide attempts and self-harm episodes among those admitted to acute-care hospitals. This study aimed to describe the characteristics of suicide attempts and self-harm among patients admitted to acute-care hospitals and the clinical practices provided in these hospitals, using a nationwide inpatient database in Japan. METHODS: Using data from the Japanese Diagnosis Procedure Combination inpatient database from June 2015 to March 2017, we identified patients with emergency admission for suicide attempts or self-harm. We did not include patients with elective admission to psychiatric hospitals or outpatients. We described patient characteristics, treatments for physical injuries, psychiatric interventions, and discharge status. RESULTS: We identified 17,881 eligible patients during the 22-month study period. Overall, 38% of the patients did not have any psychiatric or behavioral comorbidities at admission. The most common suicide method was drug overdose (50%), followed by hanging (18%), jumping from a height (13%), cutting or piercing without wrist cutting (7.1%), poisoning (6.6%), and wrist cutting (5.4%). Suicide was completed by 2,639 (15%) patients. Among patients discharged to home, 51% did not receive any psychiatric intervention. In 468 (54%) acute-care hospitals, no psychiatric intervention was provided during the study period. CONCLUSION: We found that half of acute-care hospitals did not provide any hospital-based psychiatric care for patients with suicide attempts or self-harm.

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  • Association of acute kidney injury with readmissions after hospitalization for acute exacerbation of chronic obstructive pulmonary disease: A population-based study 査読 国際誌

    Atsushi Hirayama, Tadahiro Goto, Kohei Hasegawa

    BMC Nephrology   21 ( 1 )   116 - 116   2020年4月

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    記述言語:英語   掲載種別:研究論文(学術雑誌)   出版者・発行元:BMC  

    © 2020 The Author(s). Background: Little is known about the relationship between acute kidney injury (AKI) and outcomes after acute exacerbation of chronic obstructive pulmonary disease (AECOPD). We aimed to investigate associations between AKI and readmission risks after hospitalization for AECOPD. Methods: A retrospective, population-based cohort study using State Inpatient Databases from seven U.S. states (Arkansas, California, Florida, Iowa, Nebraska, New York, and Utah) from 2010 through 2013. We identified all adults (aged ≥40 years) hospitalized for AECOPD during the study period. Among them, we further identified patients with a concurrent diagnosis of new AKI. The outcome measures were any-cause readmissions within 30 days and 90 days after hospitalization for AECOPD. To determine associations between AKI and readmission risk, we constructed Cox proportional hazards models examining the time-to-readmission. We also identified the primary reason of readmission. Results: We identified 356,990 patients hospitalized for AECOPD. The median age was 71 years and 41.9% were male. Of these, 24,833 (7.0%) had a concurrent diagnosis of AKI. Overall, patients with AKI had significantly higher risk of 30-day all-cause readmission compared to those without AKI (hazard ratio 1.47; 95% CI 1.43-1.51; P < 0.001). Likewise, patients with AKI had significantly higher risk of 90-day all-cause readmission (hazard ratio 1.35; 95% CI 1.32-1.38; P < 0.001). These associations remained significant after adjustment for confounders (both P < 0.05). Additionally, patients with AKI were likely to be readmitted for non-respiratory reasons including sepsis, acute renal failure, and congestive heart failure. Conclusions: Among patients hospitalized for AECOPD, patients with AKI were at higher risk of 30-day and 90-day readmission, particularly with non-respiratory reasons.

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  • Association of obstructive sleep apnea with severity of patients hospitalized for acute asthma 査読 国際誌

    Shojiro Oka, Tadahiro Goto, Atsushi Hirayama, Mohammad Kamal Faridi, Carlos A. Camargo, Kohei Hasegawa

    Annals of Allergy, Asthma and Immunology   124 ( 2 )   165 - 170.e4   2020年2月

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    記述言語:英語   掲載種別:研究論文(学術雑誌)   出版者・発行元:ELSEVIER SCIENCE INC  

    © 2019 American College of Allergy, Asthma & Immunology Background: Studies suggest that obstructive sleep apnea (OSA) is associated with suboptimal disease control and worse chronic severity of asthma. However, little is known about the relations of OSA with acute asthma severity in hospitalized patients. Objective: To investigate the association of OSA with acute asthma severity. Methods: This is a retrospective cohort study (2010-2013) using State Inpatient Databases from 8 geographically diverse states in the United States. The outcomes were markers of acute severity, including mechanical ventilation use, hospital length of stay, and in-hospital mortality. To determine the association of interest, we fit multivariable logistic regression models, adjusting for age, sex, race/ethnicity, primary insurance, household income, patient residence, comorbidities, hospital state, and hospitalization year. We repeated the analysis for children aged 6 to 17 years. Results: Among 73,408 adult patients hospitalized for acute asthma, 10.3% had OSA. Coexistent OSA was associated with a significantly higher risk of noninvasive positive pressure ventilation use (14.9% vs 3.1%; unadjusted odds ratio, 6.48; 95% CI, 5.88-7.13; adjusted odds ratio, 5.20; 95% CI, 4.65-5.80), whereas coexistent OSA was not significantly associated with the risk of invasive mechanical ventilation use. Patients with OSA had 37% longer hospital length of stay (unadjusted incidence rate ratio, 1.37; 95% CI, 1.33-1.40); this significant association persisted in the multivariable model (incidence rate ratio, 1.13; 95% CI, 1.10-1.17). The in-hospital mortality did not significantly differ between groups. These findings were consistent in both obesity and nonobesity groups and in 27,935 children. Conclusion: Among patients hospitalized for acute asthma, OSA was associated with a higher risk of noninvasive positive pressure ventilation use and longer length of stay compared with those without OSA.

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  • Reversible cerebral vasoconstriction syndrome: the importance of follow‐up imaging within 2 weeks 査読

    Kiyomitsu Fukaguchi, Tadahiro Goto, Hiroyuki Fukui, Ichiro Sekine, Hiroshi Yamagami

    Acute Medicine & Surgery   7 ( 1 )   2020年1月

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    掲載種別:研究論文(学術雑誌)   出版者・発行元:Wiley  

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  • Characteristics and subgroups of frequent emergency department users in an academic hospital in Japan. 査読 国際誌

    Itsuki Osawa, Takuya Sato, Tadahiro Goto, Tomohiro Sonoo, Satoshi Iwai, Susumu Nakajima

    Acute medicine & surgery   7 ( 1 )   e535   2020年

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    記述言語:英語   掲載種別:研究論文(学術雑誌)  

    AIM: Frequent emergency department (ED) users increase the burden on EDs. However, little is known about the characteristics and subgroups of frequent ED users in Japan. METHODS: We retrospectively analyzed data on patients who had visited the ED of an academic hospital in Japan between 2014 and 2015. We identified adult frequent ED users (four or more ED visits within 365 days prior to one's last visit) and sampled adult non-frequent ED users. We compared these groups to delineate the characteristics of frequent ED users and examined the association between frequent ED use and hospitalization rates. Additionally, to identify latent subgroups of frequent ED users, we undertook a cluster analysis. RESULTS: We identified 259 frequent ED users and 297 non-frequent ED users from 9,546 patients who had visited the ED in 2015. Frequent ED users accounted for 8.2% of all ED visits. Frequent ED users tended to be older, have comorbidities, and be receiving public assistance compared to non-frequent ED users. There was a significant association between frequent ED use and higher hospitalization rates, which was partially attributable to (older) age and comorbidities. In the cluster analysis, we identified four subgroups of frequent ED users: (i) older patients with malignant tumors and the highest hospitalization rates, (ii) patients with mental illnesses and the lowest hospitalization rates, (iii) patients who were at risk of cardiovascular diseases, (iv) others. CONCLUSIONS: Frequent ED users tended to be older and have comorbidities. Four latent subgroups of frequent ED users were identified.

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  • Trends in bronchiolitis hospitalizations in the United States: 2000-2016 査読 国際誌

    Michimasa Fujiogi, Tadahiro Goto, Hideo Yasunaga, Jun Fujishiro, Jonathan M. Mansbach, Carlos A. Camargo, Kohei Hasegawa

    Pediatrics   144 ( 6 )   2019年12月

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    記述言語:英語   掲載種別:研究論文(学術雑誌)   出版者・発行元:AMER ACAD PEDIATRICS  

    © 2019 by the American Academy of Pediatrics. OBJECTIVES: To investigate the temporal trend in the national incidence of bronchiolitis hospitalizations, their characteristics, inpatient resource use, and hospital cost from 2000 through 2016. METHODS: We performed a serial, cross-sectional analysis of nationally representative samples (the 2000, 2003, 2006, 2009, 2012, and 2016 Kids' Inpatient Databases) of children (age ,2 years) hospitalized for bronchiolitis. We identified all children hospitalized with bronchiolitis by using International Classification of Diseases, Ninth Revision, Clinical Modification 466.1 and International Classification of Diseases, 10th Revision, Clinical Modification J21. Complex chronic conditions were defined by the pediatric complex chronic conditions classification by using inpatient data. The primary outcomes were the incidence of bronchiolitis hospitalizations, mechanical ventilation use, and hospital direct cost. We examined the trends accounting for sampling weights. RESULTS: From 2000 to 2016, the incidence of bronchiolitis hospitalization decreased from 17.9 to 13.5 per 1000 person-years in US children (25% decrease; Ptrend <001). In contrast, the proportion of bronchiolitis hospitalizations among overall hospitalizations increased from 16% to 18% (Ptrend <001). There was an increase in the proportion of children with a complex chronic condition (6%-13%; 117% increase), hospitalization to children's hospital (15%-29%; 93% increase), and mechanical ventilation use (2%-5%; 184% increase; all Ptrend <001). Likewise, the hospital cost increased from $449 million to $734 million (63% increase) nationally (with an increase in geometric mean of cost per hospitalization [from $3267 to $4086; 25% increase; Ptrend <001] adjusted for inflation) from 2003 to 2016. CONCLUSIONS: From 2000 through 2016, the incidence of bronchiolitis hospitalizations among US children declined. In contrast, mechanical ventilation use and nationwide hospital direct cost substantially increased.

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  • Association of ketamine use with lower risks of post-intubation hypotension in hemodynamically-unstable patients in the emergency department. 査読 国際誌

    Tadayoshi Ishimaru, Tadahiro Goto, Jin Takahashi, Hiroshi Okamoto, Yusuke Hagiwara, Hiroko Watase, Kohei Hasegawa

    Scientific reports   9 ( 1 )   17230 - 17230   2019年11月

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    記述言語:英語   掲載種別:研究論文(学術雑誌)   出版者・発行元:NATURE PUBLISHING GROUP  

    To determine whether ketamine use for tracheal intubation, compared to other sedative use, is associated with a lower risk of post-intubation hypotension in hemodynamically-unstable patients in the emergency department (ED), we analyzed the data of a prospective, multicenter, observational study-the second Japanese Emergency Airway Network (JEAN-2) Study-from February 2012 through November 2017. The current analysis included adult non-cardiac-arrest ED patients with a pre-intubation shock index of ≥0.9. The primary exposure was ketamine use as a sedative for intubation, with midazolam or propofol use as the reference. The primary outcome was post-intubation hypotension. A total of 977 patients was included in the current analysis. Overall, 24% of patients developed post-intubation hypotension. The ketamine group had a lower risk of post-intubation hypotension compared to the reference group (15% vs 29%, unadjusted odds ratio [OR] 0.45 [95% CI 0.31-0.66] p < 0.001). This association remained significant in the multivariable analysis (adjusted OR 0.43 [95% CI 0.28-0.64] p < 0.001). Likewise, in the propensity-score matching analysis, the patients with ketamine use also had a significantly lower risk of post-intubation hypotension (OR 0.47 [95% CI, 0.31-0.71] P < 0.001). Our observations support ketamine use as a safe sedative agent for intubation in hemodynamically-unstable patients in the ED.

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  • Machine Learning-Based Prediction Models for 30-Day Readmission after Hospitalization for Chronic Obstructive Pulmonary Disease 査読 国際誌

    Tadahiro Goto, Taisuke Jo, Hiroki Matsui, Kiyohide Fushimi, Hiroyuki Hayashi, Hideo Yasunaga

    COPD: Journal of Chronic Obstructive Pulmonary Disease   16 ( 5-6 )   338 - 343   2019年11月

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    担当区分:筆頭著者, 責任著者   記述言語:英語   掲載種別:研究論文(学術雑誌)   出版者・発行元:TAYLOR & FRANCIS INC  

    © 2019, © 2019 Taylor & Francis Group, LLC. While machine learning approaches can enhance prediction ability, little is known about their ability to predict 30-day readmission after hospitalization for Chronic Obstructive Pulmonary Disease (COPD). We identified patients aged ≥40 years with unplanned hospitalization due to COPD in the Diagnosis Procedure Combination database, an administrative claims database in Japan, from 2011 through 2016 (index hospitalizations). COPD was defined by ICD-10-CM diagnostic codes, according to Centers for Medicare and Medicaid Services (CMS) readmission measures. The primary outcome was any readmission within 30 days after index hospitalization. In the training set (randomly-selected 70% of sample), patient characteristics and inpatient care data were used as predictors to derive a conventional logistic regression model and two machine learning models (lasso regression and deep neural network). In the test set (remaining 30% of sample), the prediction performances of the machine learning models were examined by comparison with the reference model based on CMS readmission measures. Among 44,929 index hospitalizations for COPD, 3413 (7%) were readmitted within 30 days after discharge. The reference model had the lowest discrimination ability (C-statistic: 0.57 [95% confidence interval (CI) 0.56–0.59]). The two machine learning models had moderate, significantly higher discrimination ability (C-statistic: lasso regression, 0.61 [95% CI 0.59–0.61], p = 0.004; deep neural network, 0.61 [95% CI 0.59–0.63], p = 0.007). Tube feeding duration, blood transfusion, thoracentesis use, and male sex were important predictors. In this study using nationwide administrative data in Japan, machine learning models improved the prediction of 30-day readmission after COPD hospitalization compared with a conventional model.

    DOI: 10.1080/15412555.2019.1688278

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  • Comparison of Effectiveness of Alcohol Septal Ablation Versus Ventricular Septal Myectomy on Acute Care Use for Cardiovascular Disease in Patients With Hypertrophic Cardiomyopathy 査読 国際誌

    Yuichi J. Shimada, Tadahiro Goto, Hiroo Takayama, David F.M. Brown, Shunichi Homma, Mathew S. Maurer, Muredach P. Reilly, Kohei Hasegawa

    American Journal of Cardiology   124 ( 8 )   1272 - 1278   2019年10月

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    記述言語:英語   掲載種別:研究論文(学術雑誌)   出版者・発行元:EXCERPTA MEDICA INC-ELSEVIER SCIENCE INC  

    © 2019 Elsevier Inc. Alcohol septal ablation (ASA) and ventricular septal myectomy (VSM) are 2 options of ventricular septal reduction therapy (VSRT) for obstructive hypertrophic cardiomyopathy (HC). We hypothesized that patients with HC who underwent ASA have a higher risk of acute care use (i.e., emergency department [ED] visit or unplanned hospitalization) for cardiovascular disease (CVD) than VSM. We performed a comparative effectiveness study of ASA versus VSM (reference group) among patients with HC who underwent VSRT, using population-based ED and inpatient databases in 3 states, 2005 to 2014. The outcome was acute care use for CVD during a 2-year post-VSRT period. We constructed univariable and multivariable logistic regression models to compare the risk during sequential 6-month periods. We also performed sensitivity analysis with propensity score-matching at 1:1 ratio. We identified 850 patients with HC who underwent VSRT, including 393 with ASA and 457 with VSM. During 13 to 18 months after VSRT, there was a nonsignificantly higher risk with ASA than VSM (adjusted odds ratio [OR] 1.73; 95% confidence interval [CI] 0.83 to 3.60; p = 0.14). Patients who had ASA had a significantly higher risk in the 19 to 24 months post-VSRT period (adjusted OR 2.12; 95% CI 1.06 to 4.23; p = 0.03). Similarly, the propensity score-matched analysis demonstrated a higher risk with ASA than VSM during 13 to 18 months (OR 2.97; 95% CI 1.04 to 8.46; p = 0.04) and 19 to 24 months (OR 7.06; 95% CI 2.04 to 24.36; p = 0.002) after VSRT. In conclusion, among 850 patients with HC who underwent VSRT, the risk of acute care use for CVD was higher after ASA than VSM during the second post-VSRT year.

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  • Factors associated with successful rescue intubation attempts in the emergency department: an analysis of multicenter prospective observational study in Japan 査読

    Yukari Goto, Tadahiro Goto, Hiroshi Okamoto, Yusuke Hagiwara, Hiroko Watase, Kohei Hasegawa, Hiroshi Morita, Takahisa Kawano, Yohei Kamikawa, Hideya Nagai, Takashi Matsumoto, Suguru Nonami, Yusuke Miyoshi, Sho Segawa, Yuya Kitai, Kenzo Tanaka, Saburo Minami, Hiromasa Yakushiji, Naoto Miyauchi, Yudai Yano, Nobuhiro Sato, Koichiro Gibo, Masashi Okubo, Shojiro Oka, Yukiko Nakayama, Nobuhiro Miyamae, Kaoru Hirose, Taichi Imamura, Azusa Uendan, Yasuaki Koyama, Hiroshi Kamura, Yoshiyuki Nakashima, Jin Takahashi, Jin Inc, Nobunaga Okada, Seiro Oya, Akihiko Inoue

    Acute Medicine & Surgery   2019年10月

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    記述言語:英語   掲載種別:研究論文(学術雑誌)   出版者・発行元:WILEY  

    Aim It remains unclear whether physicians should change intubation approaches after the failed first attempt. We aimed to determine the rescue intervention approaches associated with a higher success rate at the second attempt in the emergency department (ED). Methods We analyzed the data from a prospective, multicenter, observational study - the second Japanese Emergency Airway Network Study. The current analysis included all patients who underwent emergency intubation from February 2012 through November 2017. We defined a rescue intubation attempt as a second intubation attempt with any change in intubation approaches (i.e., change in methods, devices, or intubators) from the failed first attempt. The outcome measure was second-attempt success. Results Of 2,710 patients with a failed first attempt, 43% underwent a second intubation attempt with changes in intubation approach (i.e., rescue intubation). Rescue intubation attempts were associated with a higher second-attempt success rate compared to non-rescue intubation attempts (adjusted odds ratio [OR], 1.78; 95% confidence interval [CI], 1.50-2.12). The rescue intubation approaches associated with a higher second-attempt success were changes from non-rapid sequence intubation (RSI) to RSI (adjusted OR, 2.04; 95% CI, 1.12-3.75), from non-emergency medicine (EM) residents to EM residents (adjusted OR, 2.02; 95% CI, 1.44-2.82), and from non-EM attending physicians to EM attending physicians (adjusted OR, 2.82; 95% CI, 2.14-3.71). Conclusions In this large multicenter study, rescue interventions were associated with a higher second-attempt success rate. The data also support the use of RSI and backup by EM residents or EM attending physicians to improve the airway management performance after a failed attempt in the ED.

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  • Missed Serious Neurologic Conditions in Emergency Department Patients Discharged With Nonspecific Diagnoses of Headache or Back Pain 査読 国際誌

    Nicole M. Dubosh, Jonathan A. Edlow, Tadahiro Goto, Carlos A. Camargo, Kohei Hasegawa

    Annals of Emergency Medicine   74 ( 4 )   549 - 561   2019年10月

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    記述言語:英語   掲載種別:研究論文(学術雑誌)   出版者・発行元:MOSBY-ELSEVIER  

    © 2019 American College of Emergency Physicians Study objective: Serious neurologic conditions can be missed on initial emergency department (ED) visit and discharge diagnosis oftentimes remains a nonspecific symptom. We aim to examine the incidence of potential harm from serious neurologic conditions in ED patients discharged with a nonspecific diagnosis of headache or back pain, identify specific missed conditions, and determine risk factors for potential misdiagnosis-related harm. Methods: This was a retrospective analysis using the population-based data of 6 US states from the State Emergency Department Databases and State Inpatient Databases from 2006 through 2012. We identified adults (≥18 years) discharged from the ED with a diagnosis of atraumatic headache or back pain. The primary outcome was a composite of return ED visit and hospitalization for primary diagnosis of a serious neurologic condition or inhospital death within 30 days of ED discharge. Results: There were 2,101,081 ED discharges with a nonspecific diagnosis of headache and 1,381,614 discharges with a nonspecific diagnosis of back pain. Overall, 0.5% of the headache patients and 0.2% of back pain patients had a primary outcome. The most common missed condition for headache was ischemic stroke (18.1%). The most common missed condition for back pain was intraspinal abscess (41%). In both populations, advanced age, male sex, non-Hispanic white, and comorbidities (eg, neurologic disorders, HIV/AIDS, malignancy) were associated with higher odds of outcome. Conclusion: A small proportion of ED patients discharged with nonspecific diagnoses of headache or back pain returned with a serious neurologic condition or inhospital death within 30 days.

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  • Advancing emergency airway management practice and research 招待 査読 国際誌

    Tadahiro Goto, Yukari Goto, Yusuke Hagiwara, Hiroshi Okamoto, Hiroko Watase, Kohei Hasegawa

    Acute Medicine & Surgery   6 ( 4 )   336 - 351   2019年10月

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    担当区分:筆頭著者, 責任著者   記述言語:英語   掲載種別:研究論文(学術雑誌)   出版者・発行元:WILEY  

    Emergency airway management is one of the vital resuscitative procedures undertaken in the emergency department (ED). Despite its clinical and research importance in the care of critically ill and injured patients, earlier studies have documented suboptimal intubation performance and high adverse event rates with a wide variation across the EDs. The optimal emergency airway management strategies remain to be established and their dissemination to the entire nation is a challenging task. This article reviews the current published works on emergency airway management with a focus on the use of airway management algorithms as well as the importance of first-pass success and systematic use of rescue intubation strategies. Additionally, the review summarizes the current evidence for each of the important airway management processes, such as assessment of the difficult airway, preparation (e.g., positioning and oxygenation), intubation methods (e.g., rapid sequence intubation), medications (e.g., premedications, sedatives, and neuromuscular blockades), devices (e.g., direct and video laryngoscopy and supraglottic devises), and rescue intubation strategies (e.g., airway adjuncts and rescue intubators), as well as the airway management in distinct patient populations (i.e., trauma, cardiac arrest, and pediatric patients). Well-designed, rigorously conducted, multicenter studies that prospectively and comprehensively characterize emergency airway management should provide clinicians with important opportunities for improving the quality and safety of airway management practice. Such data will not only advance research into the determination of optimal airway management strategies but also facilitate the development of clinical guidelines, which will, in turn, improve the outcomes of critically ill and injured patients in the ED.

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  • Respiratory Virus Epidemiology among US Infants with Severe Bronchiolitis: Analysis of 2 Multicenter, Multiyear Cohort Studies 査読 国際誌

    Kohei Hasegawa, Tadahiro Goto, Atsushi Hirayama, Federico R. Laham, Jonathan M. Mansbach, Pedro A. Piedra, Carlos A. Camargo

    Pediatric Infectious Disease Journal   38 ( 8 )   E180 - E183   2019年8月

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    記述言語:英語   掲載種別:研究論文(学術雑誌)  

    © 2019 Wolters Kluwer Health, Inc. All rights reserved. In 2 multicenter cohort studies of 2912 infants hospitalized for bronchiolitis during 2007-2014, the 5 most common pathogens were RSV (76.5%), rhinovirus (23.8%), coronavirus (6.9%), adenovirus (6.4%) and human metapneumovirus (6.0%). Hospitalization months significantly differed for these common pathogens (P ≤ 0.01), except for coronavirus (P = 0.30). There was a significant heterogeneity in temporal patterns by region in RSV-A and -B (both P < 0.001).

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  • Methylxanthine use for acute asthma in the emergency department in Japan: a multicenter observational study 査読 国際誌

    Miki Morikawa, Yusuke Hagiwara, Koichiro Gibo, Tadahiro Goto, Hiroko Watase, Kohei Hasegawa

    Acute Medicine & Surgery   6 ( 3 )   279 - 286   2019年7月

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    記述言語:英語   掲載種別:研究論文(学術雑誌)   出版者・発行元:WILEY  

    Aim Methylxanthines are no longer recommended for emergency department (ED) patients with acute asthma according to international guidelines. We aimed to describe the current methylxanthine use for acute asthma and to determine factors related to its use in the ED. Methods We undertook a multicenter retrospective study in 23 EDs across Japan. From each participating hospital, we randomly identified 60 ED patients aged 18-54 years with acute asthma from 2009 through 2011. We examined the associations of ED and patient characteristics with methylxanthine use by constructing a multivariable logistic regression model adjusting for a predefined set of ED- and patient-level factors. Results Among 1,380 patients, methylxanthines were used for 79 patients (5.7%, 95% confidence interval [CI], 4.6-7.0%). The proportion of methylxanthine treatment varied substantially among EDs, ranging from 0% to 26.1%. In the multivariable analysis, the number of annual ED patients with acute asthma (odds ratio [OR] per 100 increase in annual asthma patients, 0.12; 95% CI, 0.04-0.34; P < 0.001) and having a protocol for asthma treatment (OR 2.91; 95% CI, 1.06-8.00; P = 0.04) at the ED level, and systemic corticosteroid use (OR 6.39; 95% CI, 3.34-12.22; P < 0.001) at the patient level were associated with likelihood of methylxanthine use. Conclusions In this multicenter study, approximately 6% of ED patients with acute asthma were treated with methylxanthines, with a wide variation across EDs. The number of annual ED patients with acute asthma was significantly associated with a lower likelihood of methylxanthine use, whereas having an ED asthma treatment protocol and systemic corticosteroid use in the ED were associated with a higher likelihood of methylxanthine treatment.

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  • Comparative effectiveness of gastric bypass versus gastric banding on acute care use for cardiovascular disease in adults with obesity 査読

    Y. J. Shimada, T. Goto, Y. Tsugawa, E. W. Yu, K. Yoshida, S. Homma, D. F.M. Brown, K. Hasegawa

    Nutrition, Metabolism and Cardiovascular Diseases   29 ( 5 )   518 - 526   2019年5月

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    掲載種別:研究論文(学術雑誌)  

    © 2019 The Italian Society of Diabetology, the Italian Society for the Study of Atherosclerosis, the Italian Society of Human Nutrition, and the Department of Clinical Medicine and Surgery, Federico II University Background and aims: Gastric bypass is known to have larger effects on weight and metabolism than gastric banding. However, scarce data exist as to whether the differences are translated into differential risks of cardiovascular disease (CVD)-related morbidities. The objective was to examine whether adults with obesity and CVD who underwent gastric bypass have a lower rate of acute care use (emergency department [ED] visit or unplanned hospitalization) for CVD than those with gastric banding. Methods and results: We performed a comparative effectiveness study of gastric bypass versus banding among adults with obesity and CVD who underwent either surgery, using population-based [ED] and inpatient samples in California, Florida, and Nebraska from 2005 through 2011. The primary outcome was acute care use for CVD during a two-year postoperative period. We constructed negative binomial regression models to compare the event rate during sequential 6-month periods, using gastric banding group as the reference. We identified 11,229 adults with obesity and CVD who underwent gastric bypass and 3896 adults who had gastric banding. Patients with gastric bypass had significantly lower rate of the outcome compared to those with banding in the 7–12 months postoperative period (adjusted rate ratio [aRR] 0.77; 95% confidence interval [CI], 0.61–0.98; P = 0.03). The significant reduction in the rate persisted during 13–18 months (aRR 0.71; 95% CI, 0.57–0.90; P = 0.005) and 19–24 months (aRR 0.66; 95% CI, 0.52–0.82; P < 0.001) after bariatric surgery. Conclusion: In this population-based comparative effectiveness study of adults with obesity and CVD, the rate of acute care use for CVD was lower after gastric bypass compared to gastric banding.

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  • Bariatric surgery is associated with lower risk of acute care use for cardiovascular disease in obese adults 査読 国際誌

    Yuichi J. Shimada, Koichiro Gibo, Yusuke Tsugawa, Tadahiro Goto, Elaine W. Yu, Hiroyasu Iso, David F.M. Brown, Kohei Hasegawa

    Cardiovascular Research   115 ( 4 )   800 - 806   2019年3月

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    記述言語:英語   掲載種別:研究論文(学術雑誌)   出版者・発行元:OXFORD UNIV PRESS  

    © Published on behalf of the European Society of Cardiology. All rights reserved. The Author(s) 2018. For permissions, please email: journals.permissions@oup.com. Aims Studies have suggested relationships between obesity and cardiovascular disease (CVD) morbidity. However, little is known about whether substantial weight reduction affects the risk of CVD-related acute care use in obese patients with CVD. The objective of this study was to determine whether bariatric surgery is associated with decreased risk of CVD-related acute care use. Methods and results We performed a self-controlled case series study of obese adults with CVD who underwent bariatric surgery, using population-based emergency department (ED), and inpatient samples in California, Florida, and Nebraska from 2005 to 2011. The primary outcome was ED visit or unplanned hospitalization for CVD. We used conditional logistic regression to compare the risk during sequential 12-month periods, using pre-surgery months 13-24 as the reference period. We identified 11 106 obese adults with CVD who underwent bariatric surgery. During the reference period, 20.6% [95% confidence interval (CI), 19.8-21.3%] of patients had an ED visit or unplanned hospitalization for CVD. The risk did not significantly change in the subsequent 12-month pre-surgery period [adjusted odds ratio (aOR) 0.98; 95% CI, 0.93-1.04; P = 0.42]. By contrast, in the first 12-month period after bariatric surgery, the risk significantly decreased (aOR 0.91; 95% CI, 0.86-0.96; P = 0.002). The risk remained reduced in the subsequent 13-24 months post-bariatric surgery (aOR 0.84; 95% CI, 0.79-0.89; P < 0.001). There was no reduction in the risk in separate obese populations that underwent non-bariatric surgery (i.e. cholecystectomy, hysterectomy). By CVD category, the risk of acute care use for coronary artery disease (CAD), heart failure (HF), and hypertension decreased after bariatric surgery, whereas that of dysrhythmia and venous thromboembolism transiently increased (Bonferroni corrected P < 0.05 for all comparisons). Conclusion Bariatric surgery is associated with a lower risk of overall CVD-related ED visit or unplanned hospitalization. The decline was mainly driven by reduced risk of acute care use for CAD, HF, and hypertension after bariatric surgery.

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  • Comparison of video laryngoscopy versus direct laryngoscopy for intubation in emergency department patients with cardiac arrest: A multicentre study 査読 国際誌

    Hiroshi Okamoto, Tadahiro Goto, Zoie S.Y. Wong, Yusuke Hagiwara, Hiroko Watase, Kohei Hasegawa

    Resuscitation   136   70 - 77   2019年3月

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    記述言語:英語   掲載種別:研究論文(学術雑誌)   出版者・発行元:ELSEVIER IRELAND LTD  

    © 2018 Elsevier B.V. Aim: To compare the tracheal intubation performance between video laryngoscopy (VL) and direct laryngoscopy (DL) in patients with cardiac arrest in the ED. Methods: This is an analysis of the data from a prospective, multicentre study of 15 EDs in Japan. We included consecutive adult patients with cardiac arrest who underwent intubation with VL or DL from 2012 through 2016. The primary outcome was first-attempt success. The secondary outcomes were glottic visualisation assessed with Cormack grade (1 vs. 2–4) and occurrence of oesophageal intubation. To examine the between-device difference in outcome risks, we analysed the whole data and 1:1 propensity score matched data. Results: Among 9694 patients who underwent intubation in the EDs, 3360 cardiac arrests (35%) were included in the analysis (90% were non-traumatic cardiac arrests). The first-attempt success rate was higher in the VL group compared to those in the DL (78% vs 70%; unadjusted OR 1.61 [95%CI 1.26–2.06] P < 0.001). This association remained significant after adjusting for six potential confounders and within-ED clustering (adjusted OR 1.33 [95%CI 1.03–1.73] P = 0.03). VL use was also associated with a better glottic visualisation (adjusted OR 3.84 [95%CI 2.81–5.26] P < 0.001) and lower rate of oesophageal intubation (adjusted OR 0.45 [95%CI 0.24–0.85] P = 0.01) compared to DL. These results were consistent in the propensity score matched analysis. Conclusions: Based on large multicentre prospective data of ED patients with cardiac arrest, the use of VL was associated with a higher first-attempt success rate compared to DL, with a better glottic visualisation and lower oesophageal intubation rate.

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  • Emergency department triage prediction of clinical outcomes using machine learning models 査読 国際誌

    Yoshihiko Raita, Tadahiro Goto, Mohammad Kamal Faridi, David F.M. Brown, Carlos A. Camargo, Kohei Hasegawa

    Critical Care   23 ( 1 )   64 - 64   2019年2月

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    記述言語:英語   掲載種別:研究論文(学術雑誌)   出版者・発行元:BMC  

    © 2019 The Author(s). Background: Development of emergency department (ED) triage systems that accurately differentiate and prioritize critically ill from stable patients remains challenging. We used machine learning models to predict clinical outcomes, and then compared their performance with that of a conventional approach - the Emergency Severity Index (ESI). Methods: Using National Hospital and Ambulatory Medical Care Survey (NHAMCS) ED data, from 2007 through 2015, we identified all adult patients (aged ≥ 18 years). In the randomly sampled training set (70%), using routinely available triage data as predictors (e.g., demographics, triage vital signs, chief complaints, comorbidities), we developed four machine learning models: Lasso regression, random forest, gradient boosted decision tree, and deep neural network. As the reference model, we constructed a logistic regression model using the five-level ESI data. The clinical outcomes were critical care (admission to intensive care unit or in-hospital death) and hospitalization (direct hospital admission or transfer). In the test set (the remaining 30%), we measured the predictive performance, including area under the receiver-operating-characteristics curve (AUC) and net benefit (decision curves) for each model. Results: Of 135,470 eligible ED visits, 2.1% had critical care outcome and 16.2% had hospitalization outcome. In the critical care outcome prediction, all four machine learning models outperformed the reference model (e.g., AUC, 0.86 [95%CI 0.85-0.87] in the deep neural network vs 0.74 [95%CI 0.72-0.75] in the reference model), with less under-triaged patients in ESI triage levels 3 to 5 (urgent to non-urgent). Likewise, in the hospitalization outcome prediction, all machine learning models outperformed the reference model (e.g., AUC, 0.82 [95%CI 0.82-0.83] in the deep neural network vs 0.69 [95%CI 0.68-0.69] in the reference model) with less over-triages in ESI triage levels 1 to 3 (immediate to urgent). In the decision curve analysis, all machine learning models consistently achieved a greater net benefit - a larger number of appropriate triages considering a trade-off with over-triages - across the range of clinical thresholds. Conclusions: Compared to the conventional approach, the machine learning models demonstrated a superior performance to predict critical care and hospitalization outcomes. The application of modern machine learning models may enhance clinicians' triage decision making, thereby achieving better clinical care and optimal resource utilization.

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  • The incidence of post-intubation hypertension and association with repeated intubation attempts in the emergency department 査読 国際誌

    Akihiko Inoue, Hiroshi Okamoto, Toru Hifumi, Tadahiro Goto, Yusuke Hagiwara, Hiroko Watase, Kohei Hasegawa, Hiroshi Morita, Takahisa Kawano, Yohei Kamikawa, Hideya Nagai, Takashi Matsumoto, Suguru Nonami, Yusuke Miyoshi, Sho Segawa, Yuya Kitai, Kenzo Tanaka, Hiromasa Yakushiji, Yukari Goto, Shigeki Tsuboi, Nobuhiro Sato, Koichiro Gibo, Masashi Okubo, Yukiko Nakayama, Nobuhiro Miyamae, Kaoru Hirose, Hirose Kaoru, Taichi Imamura, Azusa Uendan, Azusa Wendan, Yasuaki Koyama, Hiroshi Kamura, Yoshiyuki Nakashima, Jin Takahashi, Jin Irie, Nobunaga Okada, Seiro Oya, Koichiro Gibo, Yasuhiro Kuroda, Naoto Miyauchi

    PLoS ONE   14 ( 2 )   e0212170   2019年2月

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    記述言語:英語   掲載種別:研究論文(学術雑誌)   出版者・発行元:PUBLIC LIBRARY SCIENCE  

    © 2019 Inoue et al. This is an open access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. Background: Studies in the non-emergency department (ED) settings have reported the relationships of post-intubation hypertension with poor patient outcomes. While ED-based studies have examined post-intubation hypotension and its sequelae, little is known about, post-intubation hypertension and its risk factors in the ED settings. In this context, we aimed to identify the incidence of post-intubation hypertension in the ED, and to test the hypothesis that repeated intubation attempts are associated with an increased risk of post-intubation hypertension. Methods: This study is a secondary analysis of the data from a multicenter prospective observational study of emergency intubations in 15 EDs from 2012 through 2016. The analytic cohort comprised all adult non-cardiac-arrest patients undergoing orotracheal intubation without pre-intubation hypotension. The primary exposure was the repeated intubation attempts, defined as 2 laryngoscopic attempts. The outcome was post-intubation hypertension defined as an increase in systolic blood pressure (sBP) of >20% along with a post-intubation sBP of >160 mmHg. To investigate the association of repeated intubation attempts with the risk of post-intubation hypertension, we fit multivariable logistic regression models adjusting for ten potential confounders and patient clustering within the EDs. Results :Of 3,097 patients, the median age was 69 years, 1,977 (64.0%) were men, and 991 (32.0%) underwent repeated intubation attempts. Post-intubation hypertension was observed in 276 (8.9%). In the unadjusted model, the incidence of post-intubation hypertension did not differ between the patients with single intubation attempt and those with repeated attempts (8.5% versus 9.8%, unadjusted P = 0.24). By contrast, after adjusting for potential confounders and patient clustering in the random-effects model, the patients who underwent repeated intubation attempts had a significantly higher risk of post-intubation hypertension (OR, 1.56; 95% CI, 1.11-2.18; adjusted P = 0.01). Conclusions: We found that 8.9% of patients developed post-intubation hypertension, and that repeated intubation attempts were significantly associated with a significantly higher risk of post-intubation hypertension in the ED.

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  • Machine Learning-Based Prediction of Clinical Outcomes for Children During Emergency Department Triage 査読 国際誌

    Tadahiro Goto, Carlos A. Camargo, Mohammad Kamal Faridi, Robert J. Freishtat, Kohei Hasegawa

    JAMA network open   2 ( 1 )   e186937   2019年1月

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    担当区分:筆頭著者, 責任著者   記述言語:英語   掲載種別:研究論文(学術雑誌)   出版者・発行元:AMER MEDICAL ASSOC  

    Importance: While machine learning approaches may enhance prediction ability, little is known about their utility in emergency department (ED) triage. Objectives: To examine the performance of machine learning approaches to predict clinical outcomes and disposition in children in the ED and to compare their performance with conventional triage approaches. Design, Setting, and Participants: Prognostic study of ED data from the National Hospital Ambulatory Medical Care Survey from January 1, 2007, through December 31, 2015. A nationally representative sample of 52 037 children aged 18 years or younger who presented to the ED were included. Data analysis was performed in August 2018. Main Outcomes and Measures: The outcomes were critical care (admission to an intensive care unit and/or in-hospital death) and hospitalization (direct hospital admission or transfer). In the training set (70% random sample), using routinely available triage data as predictors (eg, demographic characteristics and vital signs), we derived 4 machine learning-based models: lasso regression, random forest, gradient-boosted decision tree, and deep neural network. In the test set (the remaining 30% of the sample), we measured the models' prediction performance by computing C statistics, prospective prediction results, and decision curves. These machine learning models were built for each outcome and compared with the reference model using the conventional triage classification information. Results: Of 52 037 eligible ED visits by children (median [interquartile range] age, 6 [2-14] years; 24 929 [48.0%] female), 163 (0.3%) had the critical care outcome and 2352 (4.5%) had the hospitalization outcome. For the critical care prediction, all machine learning approaches had higher discriminative ability compared with the reference model, although the difference was not statistically significant (eg, C statistics of 0.85 [95% CI, 0.78-0.92] for the deep neural network vs 0.78 [95% CI, 0.71-0.85] for the reference; P = .16), and lower number of undertriaged critically ill children in the conventional triage levels 3 to 5 (urgent to nonurgent). For the hospitalization prediction, all machine learning approaches had significantly higher discrimination ability (eg, C statistic, 0.80 [95% CI, 0.78-0.81] for the deep neural network vs 0.73 [95% CI, 0.71-0.75] for the reference; P < .001) and fewer overtriaged children who did not require inpatient management in the conventional triage levels 1 to 3 (immediate to urgent). The decision curve analysis demonstrated a greater net benefit of machine learning models over ranges of clinical thresholds. Conclusions and Relevance: Machine learning-based triage had better discrimination ability to predict clinical outcomes and disposition, with reduction in undertriaging critically ill children and overtriaging children who are less ill.

    DOI: 10.1001/jamanetworkopen.2018.6937

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  • Multiple intubation attempts in the emergency department and in-hospital mortality: A retrospective observational study 査読 国際誌

    Syunsuke Yamanaka, Ran D. Goldman, Tadahiro Goto, Hiroyuki Hayashi

    American Journal of Emergency Medicine   38 ( 4 )   768 - 773   2019年

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    記述言語:英語   掲載種別:研究論文(学術雑誌)   出版者・発行元:W B SAUNDERS CO-ELSEVIER INC  

    © 2019 Elsevier Inc. Objectives: Multiple intubation attempts in the Emergency Department (ED) have been associated with adverse events, but no study examined the influence of multiple intubation attempts on survival during hospitalization. Our aim was to compare one or more intubation attempts in the ED with risk of morbidity and mortality during hospitalization. Methods: We conducted a single center retrospective analysis of all patients undergoing emergency intubation in the ED and then admission to the hospital, during September 2010 to April 2016. The primary exposure was multiple intubation attempts. The primary outcome was mortality during hospitalization after intubation in the ED. Results: Of 181 patients, 63 (35%) required two or more attempts. We found no significant difference in mortality (p = 0.11), discharge from the hospital (p = 0.45), length of stay in hospital (p = 0.34), intensive care unit (ICU) (p = 0.32), ED (p = 0.81) or intubation period (p = 0.64), between one or more intubation attempts. After adjustment for the number of intubation trials, age, sex, intubation methods, first intubator training level and diagnostic category, use of medications during intubation was the only independent prognostic variable for hospital death (adjusted OR 0.21, 95%CI 0.1–0.45, p < 0.01). Number of trials to achieve successful intubation was not associated with discharge disposition (OR 0.77 95%CI 0.24–2.46, p = 0.66). Age (OR 0.95, 95%CI 0.93–0.98, p < 0.01) and brain injury as a diagnostic category (OR 0.15 95%CI 0.04–0.56, p < 0.01) were independent prognostic variables. Conclusions: We found multiple intubation attempts were not associated with increased mortality and morbidity during hospitalization.

    DOI: 10.1016/j.ajem.2019.06.028

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  • The association of aspirin use with severity of acute exacerbation of chronic obstructive pulmonary disease: A retrospective cohort study 査読 国際誌

    Tadahiro Goto, Mohammad Kamal Faridi, Carlos A. Camargo, Kohei Hasegawa

    npj Primary Care Respiratory Medicine   28 ( 1 )   7 - 7   2018年12月

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    担当区分:筆頭著者, 責任著者   記述言語:英語   掲載種別:研究論文(学術雑誌)   出版者・発行元:NATURE PUBLISHING GROUP  

    © 2018 The Author(s). Little is known about the effect of long-term aspirin use on acute severity of COPD. We hypothesized that, in patients hospitalized for acute exacerbation of COPD (AECOPD), long-term aspirin use is associated with lower risks of disease severity (in-hospital death, mechanical ventilation use, and hospital length-of-stay). We conducted a retrospective cohort study using large population-based data from 2012 through 2013. Among 206,686 patients (aged ≥40 years) hospitalized for AECOPD, aspirin users had lower in-hospital mortality (1.0 vs. 1.4%; OR 0.60 [95% CI 0.50-0.72]; P < 0.001) and lower risk of invasive mechanical ventilation use (1.7 vs. 2.6%; OR 0.64 [95% CI 0.55-0.73]; P < 0.001) compared to non-users, while there was no significant difference in risks of non-invasive positive pressure ventilation use. Length-of-stay was shorter in aspirin users compared to non-users (P < 0.001). In sum, in patients with AECOPD, aspirin use was associated with lower rates of in-hospital mortality and invasive mechanical ventilation use, and shorter length-of-stay.

    DOI: 10.1038/s41533-018-0074-x

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  • Association of fentanyl use in rapid sequence intubation with post-intubation hypotension 査読 国際誌

    Jin Takahashi, Tadahiro Goto, Hiroshi Okamoto, Yusuke Hagiwara, Hiroko Watase, Takashi Shiga, Kohei Hasegawa

    American Journal of Emergency Medicine   36 ( 11 )   2044 - 2049   2018年11月

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    記述言語:英語   掲載種別:研究論文(学術雑誌)   出版者・発行元:W B SAUNDERS CO-ELSEVIER INC  

    © 2018 Elsevier Inc. Background: The anesthesia literature has reported that pre-intubation fentanyl use is associated with post-intubation hypotension which is a risk factor of poor post-emergency department (ED) prognosis. However, little is known about the relations between fentanyl use for intubation and post-intubation hypotension in the ED. We aimed to determine whether pretreatment with fentanyl was associated with a higher risk of post-intubation hypotension in the ED. Methods: We conducted a secondary analysis of data of ED airway management collected from a multicenter prospective study of 14 Japanese EDs from February 2012 through November 2016. We included all adult non-cardiac-arrest patients who underwent rapid sequence intubation for medical indication. Patients were divided into fentanyl and non-fentanyl groups. The primary outcome was post-intubation hypotension (systolic blood pressure ≤90 mm Hg) in the ED. Results: Of 1263 eligible patients, 466 (37%) patients underwent pretreatment with fentanyl. The fentanyl group had a higher risk of post-intubation hypotension (17% vs. 6%; unadjusted OR, 1.73; 95%CI, 1.01–2.97; P = 0.048) compared to the non-fentanyl group. In the multivariable analysis adjusting for age, sex, weight, principal indication, sedatives, intubator's specialty, number of intubation attempts, and patient clustering within EDs, the fentanyl group had a higher risk of post-intubation hypotension (adjusted OR, 1.87; 95%CI, 1.05–3.34; P = 0.03) compared to the non-fentanyl group. In the sensitivity analysis using propensity score matching, this association remained significant (OR, 3.17; 95%CI, 1.96–5.14; P < 0.01). Conclusion: In this prospective multicenter study of ED airway management, pretreatment with fentanyl in rapid sequence intubation was associated with higher risks of post-intubation hypotension.

    DOI: 10.1016/j.ajem.2018.03.026

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  • Comparing Ran-Out Status of Inhaled Short-Acting Beta-Agonists in Emergency Department Patients with Acute Asthma: 1996-1998 versus 2015-2017 査読

    Tadahiro Goto, Carlos A. Camargo, Catalina Gimenez-Zapiola, Daniel J. Pallin, Nathan I. Shapiro, Thomas J. Ferro, Carolyn Rainville, Stanislav Stoyanov, Kohei Hasegawa

    Journal of Allergy and Clinical Immunology: In Practice   6 ( 6 )   1999 - 2005.e3   2018年11月

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    担当区分:筆頭著者, 責任著者   記述言語:英語   掲載種別:研究論文(学術雑誌)   出版者・発行元:ELSEVIER SCIENCE BV  

    © 2018 American Academy of Allergy, Asthma & Immunology Background: Medication nonadherence, including running out of inhaled asthma medications, is an important problem. Objective: The objective of this study was to examine the changes in the proportion of adults with acute asthma who ran out of their short-acting beta-agonist (SABA) inhalers before presenting to the emergency department (ED) between 1996–1998 and 2015-2017. Methods: We analyzed data from prospective multicenter observational cohort studies of ED adult patients (aged 18-54 years) with acute asthma. Within the same 3 EDs, we performed a structured interview during 2 time periods: 1996-1998 and 2015-2017. We fitted multivariable models to compare ran-out status between the 2 periods, adjusting for the baseline patient demographics, socioeconomic status, chronic asthma factors, and health care utilization factors. We further adjusted for the presence of a written action plan—an intervenable factor. Results: The analytic cohort comprised 353 patients (150 from the 1996-1998 studies and 203 from the 2015-2017 study). Over the approximately 20-year period, the proportion of patients who ran out of SABA inhalers increased (18% in 1996-1998 vs 26% in 2015-2017). In the multivariable model, compared with patients in 1996-1998, those in 2015-2017 had a significantly higher risk of running out of their SABA inhalers (adjusted odds ratio [OR] 2.01; 95% confidence interval [CI] 1.06-3.81; P =.03). With further adjustment for the presence of a written action plan, this difference attenuated (adjusted OR 1.66; 95% CI 0.75-3.68; P =.21). Conclusions: Between 1996 and 2017, the proportion of ED patients with asthma who ran out of SABA inhalers significantly increased. The increase was explained, at least partially, by a lack of a written action plan.

    DOI: 10.1016/j.jaip.2018.04.001

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  • Association Between Obesity and Acute Severity Among Patients Hospitalized for Asthma Exacerbation 査読

    Sarah Kyuragi Luthe, Atsushi Hirayama, Tadahiro Goto, Mohammad Kamal Faridi, Carlos A. Camargo, Kohei Hasegawa

    Journal of Allergy and Clinical Immunology: In Practice   6 ( 6 )   1936 - 1941.e4   2018年11月

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    記述言語:英語   掲載種別:研究論文(学術雑誌)   出版者・発行元:ELSEVIER SCIENCE BV  

    © 2018 American Academy of Allergy, Asthma & Immunology Background: Although studies have demonstrated relations between obesity and incident asthma, little is known about the association of obesity with acute severity in adults hospitalized for asthma exacerbation. Objectives: To investigate the association of obesity with acute severity of asthma exacerbation. Methods: This is a retrospective cohort study using population-based data of 8 geographically diverse US states from 2010 through 2013. We included adults (age 18-54 years) hospitalized for asthma exacerbation. The outcome measures were markers of acute severity—use of mechanical ventilation (defined by noninvasive positive pressure ventilation and/or invasive mechanical ventilation) and hospital length of stay. To determine the association of obesity with each outcome, we fit multivariable models adjusting for patient-level confounders (eg, age, sex, race/ethnicity, primary insurance, quartiles for household income, residential status, and comorbidities) and potential patient clustering within hospitals. Results: Among the 72,086 patients hospitalized for asthma exacerbation, 24% were obese. Obesity was associated with a significantly higher risk of any mechanical ventilation use (8.3% vs 5.0%; adjusted odds ratio [OR], 1.77; 95% CI, 1.63-1.92; P <.001) driven by the higher risk of noninvasive positive pressure ventilation use (7.2% vs 3.4%; adjusted OR, 2.14; 95% CI, 1.96-2.35; P <.001). Likewise, obese patients were more likely to have a hospital length of stay of 3 or more days compared with nonobese patients (59.4% vs 46.5%; adjusted OR, 1.37; 95% CI, 1.32-1.43; P <.001). These findings were consistent with stratifications by age, sex, and race/ethnicity. Conclusions: In this population-based study of adults hospitalized for asthma exacerbation, obesity was associated with higher acute severity.

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  • Age-related differences in the rate and diagnosis of 30-day readmission after hospitalization for acute ischemic stroke 査読 国際誌

    Atsushi Hirayama, Tadahiro Goto, Mohammad K. Faridi, Carlos A. Camargo, Kohei Hasegawa

    International Journal of Stroke   13 ( 7 )   717 - 724   2018年10月

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    記述言語:英語   掲載種別:研究論文(学術雑誌)   出版者・発行元:SAGE PUBLICATIONS LTD  

    © 2018 World Stroke Organization. Background: Little is known about the association between age and readmission within 30 days after hospitalization for acute ischemic stroke. Aim: To examine the age-related differences in rate and principal reason of 30-day readmissions in patients hospitalized for acute ischemic stroke. Methods: In this retrospective, population-based cohort study using State Inpatient Databases from eight US states, we identified all adults hospitalized for acute ischemic stroke. We grouped the patients into four age categories: < 65, 65–74, 75–84, and ≥85 years. Outcomes were any-cause readmission within 30 days of discharge from the index hospitalization for acute ischemic stroke and the principal diagnosis of 30-day readmission. Results: We identified 620,788 hospitalizations for acute ischemic stroke. The overall 30-day readmission rate was 16.6% with an increase with advanced age. Compared to patients aged <65 years, the readmission rate was significantly higher in age 65–74 years (OR 1.19; 95% CI 1.16–1.21), in age 75–84 years (OR 1.29; 95% CI 1.27–1.31), and in ≥ 85 years (OR 1.24; 95% CI 1.22–1.27; all P<0.001). There was heterogeneity in the age-readmission rate association between men and women (Pinteraction < 0.001). Overall, 45.8% of readmissions were assigned stroke-related conditions or rehabilitation care. Compared to younger adults, older adults were more likely to present with non-stroke-related conditions (46.1% in < 65 years, 50.6% in 65–74 years, 57.1% in 75–84 years, and 62.9% in ≥ 85 years; P<0.001). Conclusions: Advanced age was associated with a higher 30-day readmission rate after acute ischemic stroke. Compared with younger adults, older adults were more likely to be readmitted for non-stroke-related conditions.

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  • Acute Exacerbation of Chronic Obstructive Pulmonary Disease and Subsequent Risk of Emergency Department Visits and Hospitalizations for Atrial Fibrillation 査読 国際誌

    Atsushi Hirayama, Tadahiro Goto, Yuichi J. Shimada, Mohammad Kamal Faridi, Carlos A. Camargo, Kohei Hasegawa

    Circulation. Arrhythmia and electrophysiology   11 ( 9 )   e006322   2018年9月

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    記述言語:英語   掲載種別:研究論文(学術雑誌)   出版者・発行元:LIPPINCOTT WILLIAMS & WILKINS  

    Background Although emerging evidence has suggested the relationship of chronic obstructive pulmonary disease with atrial fibrillation (AF), little is known about whether acute exacerbation of chronic obstructive pulmonary disease (AECOPD) increases the risk of repeated AF-related healthcare utilization. Methods This is a self-controlled case series study using the population-based emergency department (ED) and inpatient databases of 5 US states from 2007 through 2012. Among patients with existing AF, we identified patients with an AECOPD hospitalization and at least 1 ED visit or hospitalization for AF during the observation period. We constructed conditional Poisson regression models to compare the rate of AF-related ED visits or hospitalizations during sequential 90-day periods after the AECOPD hospitalization, with pre-AECOPD days 1 to 90 as the reference. Results We analyzed 944 patients who were hospitalized for AECOPD and had an ED visit or hospitalization for AF during a 450-day period. The median age was 77 years, and 41% were men. Compared with the reference period, the rate of AF-related ED visits or hospitalizations significantly increased in the post-AECOPD days 1 to 90 (7.3 versus 14.1 per 100 person-months; rate ratio, 1.93; 95% CI, 1.63-2.29; P<0.001). Then, the rate decreased to the reference level in the post-AECOPD days 91 to 180 (7.5 per 100 person-months; rate ratio, 1.03; 95% CI, 0.85-1.25; P=0.77) and remained at the reference level during post-AECOPD days 181 to 270 (rate ratio, 0.84; 95% CI, 0.68-1.03; P=0.09) and days 271 to 360 (rate ratio, 0.90; 95% CI, 0.73-1.10; P=0.29). These temporal associations persisted with stratification by age, sex, and season. Conclusions Among patients with existing AF, AECOPD was associated with a higher risk of AF-related ED visit or hospitalization in the first 90-day post-AECOPD period.

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  • Incidence of Acute Cardiovascular Event After Acute Exacerbation of COPD 査読 国際誌

    Tadahiro Goto, Yuichi J. Shimada, Mohammad Kamal Faridi, Carlos A. Camargo, Kohei Hasegawa

    Journal of General Internal Medicine   33 ( 9 )   1461 - 1468   2018年9月

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    担当区分:筆頭著者, 責任著者   記述言語:英語   掲載種別:研究論文(学術雑誌)   出版者・発行元:SPRINGER  

    © 2018, Society of General Internal Medicine. Background: There is a lack of comprehensive view of the association between acute exacerbation of COPD (AECOPD) and the risk of acute cardiovascular events. Objective: To determine the association of AECOPD with 30-day and 1-year incidences of acute cardiovascular event. Design: Self-controlled case series analysis using population-based datasets from three US states from 2005 through 2011. Participants: Patients aged ≥ 40 years with AECOPD. Main Measures: The primary outcome was a composite of an ED visit or hospitalization for acute cardiovascular events, including acute myocardial infarction, heart failure, atrial fibrillation, pulmonary embolism, and stroke. We compared the incidence of each patient’s acute cardiovascular event during the first 30-day period before the index AECOPD (30-day reference period) in comparison with that during the 30-day period after the index AECOPD. Likewise, with the 1-year period before the index AECOPD as reference, we also estimated incidence rate ratios (IRRs) for each patient’s outcomes during 1-year period after the index AECOPD. Key Results: Overall, there were 362,867 patients with an ED visit or hospitalization for AECOPD. Compared with the 30-day reference period, the incidence of acute cardiovascular event in the 30-day period after the AECOPD was significantly higher (IRR, 1.34; 95%CI, 1.30–1.39; P < 0.001). Likewise, compared with the 1-year reference period, the incidence during the 1-year period after the AECOPD was also higher (IRR, 1.20; 95%CI, 1.18–1.22; P < 0.001). For each of acute cardiovascular conditions, the associations remained significant (all P < 0.05). Conclusions: AECOPD was associated with increased 30-day and 1-year incidences of acute cardiovascular event.

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  • Association of obstructive sleep apnoea with acute severity of chronic obstructive pulmonary disease exacerbation: a population-based study 査読 国際誌

    Atsushi Hirayama, Tadahiro Goto, Mohammad K. Faridi, Carlos A. Camargo, Kohei Hasegawa

    Internal Medicine Journal   48 ( 9 )   1150 - 1153   2018年9月

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    記述言語:英語   掲載種別:研究論文(学術雑誌)   出版者・発行元:WILEY  

    © 2018 Royal Australasian College of Physicians Little is known about the association of obstructive sleep apnoea (OSA) with the severity of acute exacerbation of chronic obstructive pulmonary disease (AECOPD). This retrospective cohort study investigated the association of coexistent OSA with acute severity markers (i.e. invasive positive pressure ventilation (IPPV) use and hospital length of stay (LOS)) among adults hospitalised for AECOPD. Patients with coexistent OSA had a significantly higher risk of IPPV use and prolonged hospital LOS compared to those without OSA.

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  • Machine learning approaches for predicting disposition of asthma and COPD exacerbations in the ED 査読 国際誌

    Tadahiro Goto, Carlos A. Camargo, Mohammad Kamal Faridi, Brian J. Yun, Kohei Hasegawa

    American Journal of Emergency Medicine   36 ( 9 )   1650 - 1654   2018年9月

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    担当区分:筆頭著者, 責任著者   記述言語:英語   掲載種別:研究論文(学術雑誌)   出版者・発行元:W B SAUNDERS CO-ELSEVIER INC  

    © 2018 Elsevier Inc. Objective: The prediction of emergency department (ED) disposition at triage remains challenging. Machine learning approaches may enhance prediction. We compared the performance of several machine learning approaches for predicting two clinical outcomes (critical care and hospitalization) among ED patients with asthma or COPD exacerbation. Methods: Using the 2007–2015 National Hospital and Ambulatory Medical Care Survey (NHAMCS) ED data, we identified adults with asthma or COPD exacerbation. In the training set (70% random sample), using routinely-available triage data as predictors (e.g., demographics, arrival mode, vital signs, chief complaint, comorbidities), we derived four machine learning-based models: Lasso regression, random forest, boosting, and deep neural network. In the test set (the remaining 30% of sample), we compared their prediction ability against traditional logistic regression with Emergency Severity Index (ESI, reference model). Results: Of 3206 eligible ED visits, corresponding to weighted estimates of 13.9 million visits, 4% had critical care outcome and 26% had hospitalization outcome. For the critical care prediction, the best performing approach– boosting – achieved the highest discriminative ability (C-statistics 0.80 vs. 0.68), reclassification improvement (net reclassification improvement [NRI] 53%, P = 0.002), and sensitivity (0.79 vs. 0.53) over the reference model. For the hospitalization prediction, random forest provided the highest discriminative ability (C-statistics 0.83 vs. 0.64) reclassification improvement (NRI 92%, P < 0.001), and sensitivity (0.75 vs. 0.33). Results were generally consistent across the asthma and COPD subgroups. Conclusions: Based on nationally-representative ED data, machine learning approaches improved the ability to predict disposition of patients with asthma or COPD exacerbation.

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  • Time-varying readmission diagnoses during 30 days after hospitalization for COPD exacerbation 査読 国際誌

    Tadahiro Goto, Mohammad K. Faridi, Carlos A. Camargo, Kohei Hasegawa

    Medical Care   56 ( 8 )   673 - 678   2018年8月

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    担当区分:筆頭著者, 責任著者   記述言語:英語   掲載種別:研究論文(学術雑誌)   出版者・発行元:LIPPINCOTT WILLIAMS & WILKINS  

    © 2018 Wolters Kluwer Health, Inc. Objective: To investigate the longitudinal changes in principal readmission diagnoses within 30 days after hospitalization for acute exacerbation of chronic obstructive pulmonary disease (AECOPD). Study Setting: Medicare claims data, 2010-2012. Study Design: Retrospective cohort study. Data Collection Methods: We identified AECOPD hospitalizations aged 65 years and above, and examined the principal 30-day readmission diagnoses (respiratory related, cardiac related, and other conditions). We also constructed Joinpoint regression models to test whether patients with each of the 3 major readmission conditions had a unique temporal pattern of readmission during the 30-day period. Principal Findings: Among 76,697 index hospitalizations with AECOPD, 14,090 (18.4%) were readmitted within 30 days. Respiratoryrelated conditions accounted for 55% of readmissions. The proportion of respiratory-related conditions as the readmission diagnosis decreased from postdischarge day 1 to day 8 (4.0% decrease), and then increased thereafter (13.2% increase; P=0.06). Cardiac-related conditions had a similar nonlinear trend with an inflection point at day 6 (P=0.02), with a subsequent downward trend from day 22 (P=0.01). By contrast, the other conditions increased from day 1 to day 6 (15.0% increase), and then significantly decreased (28.8% decrease; P=0.04). Conclusions: The proportions of principal discharge diagnosis of readmission changed significantly at around postdischarge day 7. Our findings advance research into identification of the underlying mechanisms and development of targeted interventions to prevent readmissions.

    DOI: 10.1097/MLR.0000000000000940

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  • Dose counting and use of short-acting beta-agonist inhalers in emergency department patients with asthma exacerbation 査読 国際誌

    Sarah Kyuragi Luthe, Tadahiro Goto, Bradley E. Chipps, Daniel J. Pallin, Stanislav Stoyanov, Carlos A. Camargo, Kohei Hasegawa

    Annals of Allergy, Asthma and Immunology   121 ( 2 )   256 - 257.e1   2018年8月

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    記述言語:英語   掲載種別:研究論文(学術雑誌)   出版者・発行元:ELSEVIER SCIENCE INC  

    DOI: 10.1016/j.anai.2018.05.020

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  • Impact of extracorporeal cardiopulmonary resuscitation on outcomes of elderly patients who had out-of-hospital cardiac arrests: A single-centre retrospective analysis 査読 国際誌

    Tadahiro Goto, Sachiko Morita, Tetsuhisa Kitamura, Tomoaki Natsukawa, Hirotaka Sawano, Yasuyuki Hayashi, Tatsuro Kai

    BMJ Open   8 ( 5 )   e019811   2018年5月

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    担当区分:筆頭著者, 責任著者   記述言語:英語   掲載種別:研究論文(学術雑誌)   出版者・発行元:BMJ PUBLISHING GROUP  

    © Article author(s) (or their employer(s) unless otherwise stated in the text of the article) 2018. Objectives Little is known about the effectiveness of extracorporeal cardiopulmonary resuscitation (ECPR) for elderly patients who had out-of-hospital cardiac arrest (OHCA). The aim of this study was to examine the impact of age on outcomes among patients who had OHCA treated with ECPR. Design Single-centre retrospective cohort study. Setting A critical care centre that covers a population of approximately 1 million residents. Participants Patients who had consecutive OHCA aged ≥18 years who underwent ECPR from 2005 to 2013. Primary and secondary outcome measures Primary outcomes were 1 month neurologically favourable outcomes and survival. To determine the association between advanced age and each outcome, we fitted multivariable logistic regression models using: (1) age as a continuous variable and (2) age as a categorical variable (<50 years, 50-59 years, 60-69 years and ≥70 years). Results Overall, 144 patients who had OHCA who underwent ECPR were eligible for our analyses. The proportion of neurologically favourable outcomes was 7%, while survival was 19% in patients who had OHCA. After the adjustment for potential confounders, while advanced age was non-significantly associated with neurologically favourable outcomes (adjusted OR 0.96 (95% CI 0.91 to 1.01), p=0.08), the association between advanced age and the poor survival rate was significant (adjusted OR 0.96 (95% CI 0.93 to 0.99), p=0.04). Additionally, compared with age <50 years, age ≥70 years was non-significantly associated with poor neurological outcomes (adjusted OR 0.08 (95% CI 0.01 to 1.00), p=0.051), whereas age ≥70 years was significantly associated with worse survival in the adjusted model (adjusted OR 0.14 (95% CI 0.03 to 0.80), p=0.03). Conclusions In our analysis of consecutive OHCA data from a critical care hospital in an urban area of Japan, we found that advanced age was associated with the lower rate of 1-month survival in patients who had OHCA who underwent ECPR. Although larger studies are required to confirm these results, our findings suggest that ECPR may not be beneficial for patients who had OHCA aged ≥70 years.

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  • Associations of obesity with tracheal intubation success on first attempt and adverse events in the emergency department: An analysis of the multicenter prospective observational study in Japan 国際誌

    Hiromasa Yakushiji, Tadahiro Goto, Wataru Shirasaka, Yusuke Hagiwara, Hiroko Watase, Hiroshi Okamoto, Kohei Hasegawa

    PLoS ONE   13 ( 4 )   e0195938   2018年4月

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    記述言語:英語   出版者・発行元:PUBLIC LIBRARY SCIENCE  

    © 2018 Yakushiji et al. This is an open access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. Obesity is deemed to increase the risk of difficult tracheal intubation. However, there is a dearth of research that examines the relationship of obesity with intubation success and adverse events in the emergency department (ED). We analyzed the data from a prospective, observational, multicenter study—the Japanese Emergency Airway Network (JEAN) 2 study from 2012 through 2016. We included all adults (aged 18 years) who underwent tracheal intubation in the ED. Patients were categorized into three groups according to their body mass index (BMI): lean (<25.0 kg/m), overweight (25.0–29.9 kg/m), and obesity (30.0 kg/m). Outcomes of interest were intubation success on the first attempt and intubation-related adverse events. Of 6,889 patients who are eligible for the analysis, 5,370 patients (77%) were lean, 1,177 (17%) were overweight, and 342 (4%) were obese. Compared to the lean patients, the intubation success rates were significantly lower in the overweight and obese patients (70.9% in lean, 66.4% in overweight, and 59.3% in obese patients; P<0.001). In the multivariable analysis, compared to the lean patients, overweight (adjusted odds ratio [OR], 0.85; 95%CI, 0.74–0.98) and obese (adjusted OR, 0.62; 95%CI, 0.49–0.79) patients had a significantly lower success rate on the first attempt. Additionally, obesity was significantly associated with a higher risk of adverse events (adjusted OR, 1.62; 95%CI, 1.23–2.13). Based on the data from a multicenter prospectively study, obesity was associated with a lower success rate on the first intubation attempt and a higher risk of adverse event in the ED.

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  • Association of obesity with severity of heart failure exacerbation: A population-based study 査読

    Atsushi Hirayama, Tadahiro Goto, Yuichi J. Shimada, Mohammad Kamal Faridi, Carlos A. Camargo, Kohei Hasegawa

    Journal of the American Heart Association   7 ( 6 )   2018年3月

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    記述言語:英語   掲載種別:研究論文(学術雑誌)   出版者・発行元:WILEY  

    © 2018 The Authors. Background--Obesity and heart failure (HF) are important public health problems in the United States. Although studies have reported the association between obesity and higher chronic morbidity of HF, little is known about the relations of obesity with severity of HF exacerbation and in-hospital mortality; therefore, we aimed to investigate the associations of obesity with severity of HF exacerbation and in-hospital mortality. Methods and Results--This retrospective cohort study of adults hospitalized for HF exacerbation used population-based data sets (the State Inpatient Databases) of 7 US states from 2012 to 2013. The outcomes were acute severity measures-use of positive pressure ventilation and hospital length of stay-and in-hospital mortality. We determined the associations between obesity and these outcomes, including adjustment for sociodemographic factors and comorbidities. We identified 219 465 patients hospitalized for HF exacerbation. Of those, 37 539 (17.1%) were obese. Obese patients had a significantly higher risk of positive pressure ventilation use compared with nonobese patients (13.6% versus 8.8%), with a corresponding adjusted odds ratio of 1.61 (95% confidence interval, 1.55-1.68; P < 0.001). Likewise, obese patients were more likely to have hospital length of stay of ≥4 days compared with nonobese patients (62.5% versus 56.7%), with an adjusted odds ratio of 1.40 (95% confidence interval, 1.37-1.44; P < 0.001). In contrast, obese patients had significantly lower in-hospital mortality compared with nonobese patients (1.7% versus 3.3%), with an adjusted odds ratio of 0.87 (95% confidence interval, 0.80-0.95; P=0.002). Conclusions--Based on large population-based data sets of patients with HF exacerbation, obesity was associated with higher acute severity measures but lower in-hospital mortality.

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  • Prevalence of pulmonary embolism in patients with syncope 査読 国際誌

    Giorgio Costantino, Martin H. Ruwald, James Quinn, Carlos A. Camargo, Frederik Dalgaard, Gunnar Gislason, Tadahiro Goto, Kohei Hasegawa, Padma Kaul, Nicola Montano, Anna Karin Numé, Antonio Russo, Robert Sheldon, Monica Solbiati, Benjamin Sun, Giovanni Casazza

    JAMA Internal Medicine   178 ( 3 )   356 - 362   2018年3月

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    記述言語:英語   掲載種別:研究論文(学術雑誌)   出版者・発行元:AMER MEDICAL ASSOC  

    © 2018 American Medical Association. All rights reserved. IMPORTANCE Sparse data and conflicting evidence exist on the prevalence of pulmonary embolism (PE) in patients with syncope. OBJECTIVE To estimate the prevalence of PE among patients presenting to the emergency department (ED) for evaluation of syncope. DESIGN, SETTING, AND PARTICIPANTS This retrospective, observational study analyzed longitudinal administrative data from 5 databases in 4 different countries (Canada, Denmark, Italy, and the United States). Data from all adult patients (aged 18 years) who presented to the ED were screened to identify those with syncope codes at discharge. Data were collected from January 1, 2000, through September 30, 2016. MAIN OUTCOMES AND MEASURES The prevalence of PE at ED and hospital discharge, identified using codes from the International Classification of Diseases, was considered the primary outcome. Two sensitivity analyses considering prevalence of PE at 90 days of follow-up and prevalence of venous thromboembolism were performed. RESULTS A total of 1 671 944 unselected adults who presented to the ED for syncope were included. The prevalence of PE, according to administrative data, ranged from 0.06% (95% CI, 0.05%-0.06%) to 0.55% (95% CI, 0.50%-0.61%) for all patients and from 0.15% (95% CI, 0.14%-0.16%) to 2.10% (95% CI, 1.84%-2.39%) for hospitalized patients. The prevalence of PE at 90 days of follow-up ranged from 0.14% (95% CI, 0.13%-0.14%) to 0.83% (95% CI, 0.80%-0.86%) for all patients and from 0.35% (95% CI, 0.34%-0.37%) to 2.63% (95% CI, 2.34%-2.95%) for hospitalized patients. Finally, the prevalence of venous thromboembolism at 90 days ranged from 0.30% (95% CI, 0.29%-0.31%) to 1.37% (95% CI, 1.33%-1.41%) for all patients and from 0.75% (95% CI, 0.73%-0.78%) to 3.86% (95% CI, 3.51%-4.24%) for hospitalized patients. CONCLUSIONS AND RELEVANCE Pulmonary embolism was rarely identified in patients with syncope. Although PE should be considered in every patient, not all patients should undergo evaluation for PE.

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  • Reduced Risk of Acute Exacerbation of COPD After Bariatric Surgery: A Self-Controlled Case Series Study 査読 国際誌

    Tadahiro Goto, Yusuke Tsugawa, Mohammad Kamal Faridi, Carlos A. Camargo, Kohei Hasegawa

    Chest   153 ( 3 )   611 - 617   2018年3月

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    担当区分:筆頭著者, 責任著者   記述言語:英語   掲載種別:研究論文(学術雑誌)   出版者・発行元:ELSEVIER SCIENCE BV  

    © 2017 American College of Chest Physicians Background: Obesity is common among individuals with COPD and associated with increased COPD morbidities. However, little is known about the impact of weight reduction on COPD-related outcomes in patients who are obese. Methods: Using the population-based ED and inpatient sample in three US states (California, Florida, and Nebraska), we performed a self-controlled case series study of 481 adults who were obese (40-65 years of age) with COPD who underwent bariatric surgery. The primary outcome was an ED visit or hospitalization for acute exacerbation of COPD (AECOPD) from 2005 through 2011. We compared each patient's risk of the outcome during sequential 12-month periods using presurgery months 13 through 24 as the reference period. Results: During the 13 to 24 months before bariatric surgery (ie, reference period), 28% (95% CI, 24%-32%) of patients had an ED visit or hospitalization for AECOPD. In the subsequent 12-month presurgery period, the risk did not change materially (31%; 95% CI, 27%-35%), with an adjusted OR (aOR) of 1.16 (95% CI, 0.88-1.53; P =.29). By contrast, during the first 12 months after bariatric surgery, the risk declined significantly (12%; 95% CI, 9%-15%; aOR, 0.35; 95% CI, 0.25-0.49; P <.001). Likewise, in the subsequent period of 13 to 24 months after bariatric surgery, the risk remained significantly low (13%; 95% CI, 11%-17%; aOR, 0.39; 95% CI, 0.28-0.55; P <.001). Conclusions: The risk of an ED visit or hospitalization for AECOPD substantially decreased after bariatric surgery in patients who are obese. This observation suggests the effectiveness of substantial weight reduction on COPD morbidity.

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  • Obesity and severity of acute exacerbation of chronic obstructive pulmonary disease 査読

    Tadahiro Goto, Atsushi Hirayama, Mohammad Kamal Faridi, Carlos A. Camargo, Kohei Hasegawa

    Annals of the American Thoracic Society   15 ( 2 )   184 - 191   2018年2月

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    担当区分:筆頭著者, 責任著者   掲載種別:研究論文(学術雑誌)  

    © Copyright 2018 by the American Thoracic Society. Rationale: Obesity is relatively common among individuals with chronic obstructive pulmonary disease (COPD). However, little is known about the association of obesity with severity of acute exacerbation of COPD and in-hospital mortality. Objectives: To examine the association of obesity with markers of severity of acute exacerbation of COPD and in-hospital mortality. Methods: This is a population-based, retrospective cohort study using the 2012-2013 State Inpatient Databases of seven U.S. states (Arkansas, Florida, Iowa, Nebraska, New York, Utah, and Washington). We included adults (aged ≥40 yr) hospitalized for acute exacerbation of COPD. Obesity, use of noninvasive positive pressure ventilation (NIPPV), and use of invasive mechanical ventilation were determined by International Classification of Diseases, Ninth Revision codes. To examine associations between obesity and each outcome (NIPPV, invasive mechanical ventilation, hospital length of stay (LOS), and in-hospital mortality), we fit unadjusted and adjusted logistic regression models using generalized estimating equations to account for patient clustering within hospitals. We adjusted for age, sex, race/ethnicity, primary payer, median household income, patient residence, hospitalization year, chronic comorbidities, and hospital state. In the sensitivity analysis, we used stabilized inverse probability weighting to estimate the causal relation of obesity with outcomes in this observational study. Results: Of 187,647 patients hospitalized for an acute exacerbation of COPD, 17% were obese. Obesity was associated with increased use of both NIPPV (12.0% vs. 6.5%; adjusted odds ratio [OR] = 1.86; 95% confidence interval [CI] = 1.77-1.95; P < 0.001) and invasive mechanical ventilation (3.5% vs. 2.8%; adjusted OR =1.13; 95% CI = 1.04-1.22; P = 0.003). Similarly, obese patients were more likely to have a hospital LOS of 4 days or longer (57.9% vs. 50.3%; adjusted OR = 1.37; 95% CI = 1.33-1.41; P < 0.001). In contrast, obesity was associated with a lower in-hospital mortality (0.9% vs. 1.4%; unadjusted OR = 0.63; 95% CI = 0.56-0.72; P < 0.001). After adjusting for potential confounders, this association was no longer statistically significant (adjusted OR = 0.86; 95% CI = 0.75-1.00; P = 0.06). Results were similar in sensitivity analyses using stabilized inverse probability weighting. Conclusions: In this population-based study of adults hospitalized with an acute exacerbation of COPD, obesity was associated with increased use of noninvasive and invasive ventilation, increased hospital LOS, but was not associated with increased in-hospital mortality.

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  • The effects of flipped learning for bystander cardiopulmonary resuscitation on undergraduate medical students 査読 国際誌

    Taizo Nakanishi, Tadahiro Goto, Taketsune Kobuchi, Tetsuya Kimura, Hiroyuki Hayashi, Yasuharu Tokuda

    International journal of medical education   8   430 - 436   2017年12月

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    記述言語:英語   掲載種別:研究論文(学術雑誌)   出版者・発行元:INT JOURNAL MEDICAL EDUCATION-IJML  

    Methods: A post-test only control group design. A total of 108 participants were randomly assigned to either the conventional learning or flipped learning. The primary outcome measures of time to the first chest compression and the number of total chest compressions during a 2-minute test period 6 month after the training were assessed with the Mann-Whitney U test.Results: Fifty participants (92.6%) in the conventional learning group and 45 participants (83.3%) in the flipped learning group completed the study. There were no statistically significant differences 6 months after the training in the time to the first chest compression of 33.0 seconds (interquartile range, 24.0-42.0) for the conventional learning group and 31.0 seconds (interquartile range, 25.0-41.0) for the flipped learning group (U=1171.0, p=0.73) or in the number of total chest compressions of 101.5 (interquartile range, 90.8-124.0) for the conventional learning group and 104.0 (interquartile range, 91.0-121.0) for the flipped learning group (U=1083.0, p=0.75). The 95% confidence interval of the difference between means of the number of total chest compressions 6 months after the training did not exceed a clinically important difference defined a priori.Conclusions: There were no significant differences between the conventional learning group and the flipped learning group in our main outcomes. Flipped learning might be comparable to conventional learning, and seems a promising approach which requires fewer resources and enables student-centered learning without compromising the acquisition of CPR skills.Objectives: To compare bystander cardiopulmonary resuscitation skills retention between conventional learning and flipped learning for first-year medical students.

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  • Longitudinal acquisition of endotracheal intubation skills in novice physicians 査読 国際誌

    Shinya Takeuchi, Takashi Shiga, Yasuaki Koyama, Taizo Nakanishi, Yosuke Honma, Hiroshi Morita, Tadahiro Goto

    PLoS ONE   12 ( 11 )   e0188224   2017年11月

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    担当区分:責任著者   記述言語:英語   掲載種別:研究論文(学術雑誌)   出版者・発行元:PUBLIC LIBRARY SCIENCE  

    © 2017 Takeuchi et al. This is an open access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. Little is known about the acquisition of intubation skills among novice physicians during their one-year clinical training. Our primary objective was to determine the changes in the intubation skills of novice physicians between prior to the clinical training and after completion of the clinical training. We used data of a prospective longitudinal multicenter data registry developed to investigate factors associated with the improvement of intubation skills among novice physicians. The study participants included 90 postgraduate year 1 physicians in 2015–2016. We used 4 simulation scenarios based on the devices used (direct laryngoscope [DL] and Airway scope [AWS]) and difficulty of intubation (normal and difficult scenarios). As a marker of the intubation skills, we used the force applied on the maxillary incisors and the tongue with each intubation. We compared the data obtained prior to clinical training with those obtained after completion of one-year clinical training. When using DL, compared to prior, significantly less force were applied on the maxillary incisors and the tongue after clinical training in the normal scenario (28.0 N vs 19.5 N, p < 0.001, and 11.1 N vs 8.4 N, p = 0.004). Likewise, when using AWS, compared to prior, significantly less force were applied on the tongue after clinical training in the normal scenario (22.0 N vs 0 N, p < 0.001). The force on the tongue decreased after clinical training but not significant. These associations persisted in the difficult airway scenario. These findings suggest that force applied on oral structures can be quantified as a marker of intubation skills by using high-fidelity simulators, and the assessment of procedural competency is recommended for all novice physicians prior to performing intubation in the clinical setting to improve the quality of emergency care.

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  • Association of bariatric surgery with risk of infectious diseases: A self-controlled case series analysis 査読 国際誌

    Tadahiro Goto, Atsushi Hirayama, Mohammad Kamal Faridi, Carlos A. Camargo, Kohei Hasegawa

    Clinical Infectious Diseases   65 ( 8 )   1349 - 1355   2017年10月

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    担当区分:筆頭著者, 責任著者   記述言語:英語   掲載種別:研究論文(学術雑誌)   出版者・発行元:OXFORD UNIV PRESS INC  

    © The Author 2017. Published by Oxford University Press for the Infectious Diseases Society of America. All rights reserved. Background: Although emerging data demonstrate that obesity is a risk factor for infectious diseases, no study has investigated the relationship of bariatric surgery with the risk of infectious diseases among obese adults. Methods: We conducted a self-controlled case series analysis using data from the State Emergency Department Database and State Inpatient Database of 3 US states (California, Florida, and Nebraska) from 2005 through 2011. We included obese adults who underwent bariatric surgery as an instrument of weight reduction. Primary outcomes were emergency department (ED) visit or hospitalization for skin and soft-tissue infection (SSTI), respiratory infection, intra-abdominal infection, or urinary tract infection (UTI). Results: Among 56 277 obese adults who underwent bariatric surgery, compared to presurgery months 13-24 as the reference period, the risk of ED visit or hospitalization in the 0-to 12-month postsurgery period decreased significantly for SSTI (aOR, 0.85 [95% confidence interval {CI}, .76-.95]) and respiratory infection (aOR, 0.82 [95% CI, .75-.90]) and remained significantly low in the 13-to 24-month postsurgery period (aORs, 0.77 [95% CI, .68-.86] and 0.75 [95% CI, .68-.82], respectively). By contrast, the risk increased significantly in the 0-to 12-month postsurgery period for intra-abdominal infection (aOR, 2.09 [95% CI, 1.78-2.46]) and UTI (aOR, 1.93 [95% CI, 1.74-2.15]) and remained high in the 13-to 24-month postsurgery period (aORs, 1.29 [95% CI, 1.09-1.54] and 1.31 [95% CI, 1.17-1.47], respectively). Conclusions. We found a divergent risk pattern in the risk of 4 common infectious diseases after bariatric surgery. The risk of SSTI and respiratory infection decreased after bariatric surgery whereas that of intra-abdominal infection and UTI increased.

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  • Emergency department utilization by children in the USA, 2010-2011 査読 国際誌

    Tadahiro Goto, Kohei Hasegawa, Mohammad Kamal Faridi, Ashley F. Sullivan, Carlos A. Camargo

    Western Journal of Emergency Medicine   18 ( 6 )   1042 - 1046   2017年10月

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    担当区分:筆頭著者, 責任著者   記述言語:英語   出版者・発行元:WESTJEM  

    © 2017 Goto et al. Introduction: Epidemiological surveillance data for emergency department (ED) visits by children are imperative to guide resource allocation and to develop health policies that advance pediatric emergency care. However, there are sparse population-based data on patient-level information (e.g., the number of children who present to the emergency department [ED]). In this context, we aimed to investigate both the patient- and visit-level rates of ED utilization by children. Methods: This was a retrospective cohort study using population-based multipayer data - state ED databases (SEDD) and state inpatient databases (SID) - from six geographically-dispersed U.S. states (California, Florida, Iowa, Nebraska, New York, and Utah) in 2010 and 2011. We identified all children aged <18 years who presented to the ED and described the patient-level ED visit rate, visit-level ED visit rate, and proportion of all ED visits made by children. We conducted the analysis using the 2011 SEDD and SID data. We also repeated the analysis using the 2010 data to determine the consistency of the results across different years. Results: In 2011, 2.9 million children with a patient identifier presented to EDs in the six U.S. states. At the patient-level, 15 out of every 100 children presented to an ED at least once per year. Of these children, 25% presented to EDs 2-3 times per year with an approximately 1.5-fold variation across the states (e.g., 19% in Utah vs. 28% in Florida). In addition, 5% presented to EDs ≥4 times per year. At the visit-level, 6.7 million ED visits were made by children in 2011-34 ED visits per 100 children annually. ED visits by children accounted for 22% of all ED visits (including both adults and children), with a relatively small variation across the states (e.g., 20% in New York vs. 24% in Nebraska). Analysis of the 2010 data gave similar results for the ED utilization by children. Conclusion: By using large population-based data, we found a substantial burden of ED visits at both patient- and visit-levels. These findings provide a strong foundation for policy makers and professional organizations to strengthen emergency care for children.

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  • Sex and racial/ethnic differences in the reason for 30-day readmission after COPD hospitalization 査読 国際誌

    Tadahiro Goto, Mohammad Kamal Faridi, Koichiro Gibo, Carlos A. Camargo, Kohei Hasegawa

    Respiratory Medicine   131   6 - 10   2017年10月

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    担当区分:筆頭著者, 責任著者   記述言語:英語   掲載種別:研究論文(学術雑誌)   出版者・発行元:W B SAUNDERS CO LTD  

    © 2017 Elsevier Ltd Background Reduction of 30-day readmissions in patients hospitalized for chronic obstructive pulmonary disease (COPD) is a national objective. However, there is a dearth of research on sex and racial/ethnic differences in the reason for 30-day readmission. Methods We conducted a retrospective cohort study using 2006–2012 data from the State Inpatient Database of eight geographically-diverse US states (Arkansas, California, Florida, Iowa, Nebraska, New York, Utah, and Washington). After identifying all hospitalizations for COPD made by patients aged ≥40 years, we investigated the primary diagnostic code for all-cause readmissions within 30 days after the original COPD hospitalization, among the overall group and by sex and race/ethnicity strata. Results Between 2006 and 2012, there was a total of 845,465 COPD hospitalizations at risk for 30-day readmissions in the eight states. COPD was the leading diagnostic for 30-day readmission after COPD hospitalization, both overall (28%) and across all sex and race/ethnicity strata. The proportion of respiratory diseases (COPD, pneumonia, respiratory failure, and asthma) as the readmission diagnosis was higher in non-Hispanic black (55%), compared to non-Hispanic white (52%) and Hispanics (51%) (p < 0.001). The proportion of asthma as the readmission diagnosis differed significantly by sex (6% in men and 9% in women; p < 0.001). Similarly, the proportion of asthma also differed significantly by race/ethnicity (5% in non-Hispanic white, 16% in non-Hispanic black, 15% in Hispanics, 13% in others; p < 0.001). Conclusions In this analysis of all-payer population-based data, we found sex and racial/ethnic differences in the reason for 30-day readmission in patients hospitalized for COPD.

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  • Trends in 30-day readmission rates after COPD hospitalization, 2006–2012 査読 国際誌

    Tadahiro Goto, Mohammad Kamal Faridi, Koichiro Gibo, Sengwee Toh, Nicola A. Hanania, Carlos A. Camargo, Kohei Hasegawa

    Respiratory Medicine   130   92 - 97   2017年9月

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    担当区分:筆頭著者, 責任著者   記述言語:英語   掲載種別:研究論文(学術雑誌)   出版者・発行元:W B SAUNDERS CO LTD  

    © 2017 Elsevier Ltd Background Reduction in 30-day readmission rate after chronic obstructive pulmonary disease (COPD)-related hospitalization is a national objective. However, little is known about trends in readmission rates in recent years, particularly in priority populations defined by the Agency for Healthcare Research and Quality (AHRQ)(e.g., the elderly, women, racial/ethnic minorities, low-income and rural populations, and populations with chronic illnesses). Methods We conducted a retrospective cohort study using data from the State Inpatient Database of eight geographically-dispersed US states (Arkansas, California, Florida, Iowa, Nebraska, New York, Utah, and Washington) from 2006 through 2012. We identified all COPD-related hospitalizations by patients ≥40 years old. The primary outcome was any-cause readmission within 30 days of discharge from the index hospitalization for COPD. Results From 2006 to 2012, a total of 845,465 hospitalizations at risk for 30-day readmissions were identified. Overall, 30-day readmission rate for COPD-related hospitalization decreased modestly from 20.0% in 2006 to 19.2% in 2012, an 0.8% absolute decrease (OR 0.991, 95%CI 0.989–0.995, Ptrend<0.001). This modest decline remained statistically significant after adjusting for patient demographics and comorbidities (adjusted OR 0.981, 95%CI 0.977–0.984, Ptrend<0.001). Similar to the overall population, the readmission rate over the 7-year period remained persistently high in most of AHRQ-defined priority populations. Conclusions Our observations provide a benchmark for future investigation of the impact of Hospital Readmissions Reduction Program on readmissions after COPD hospitalization. Our findings encourage researchers and policymakers to develop effective strategies aimed at reducing readmissions among patients with COPD in an already-stressed healthcare system.

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  • Index to Predict In-hospital Mortality in Older Adults after Non-traumatic Emergency Department Intubations 査読 国際誌

    Kei Ouchi, Samuel Hohmann, Tadahiro Goto, Peter Ueda, Emily L. Aaronson, Daniel J. Pallin, Marcia A. Testa, James A. Tulsky, Jeremiah D. Schuur, Mara A. Schonberg

    The western journal of emergency medicine   18 ( 4 )   690 - 697   2017年6月

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    記述言語:英語   掲載種別:研究論文(学術雑誌)   出版者・発行元:WESTJEM  

    INTRODUCTION: Our goal was to develop and validate an index to predict in-hospital mortality in older adults after non-traumatic emergency department (ED) intubations.METHODS: We used Vizient administrative data from hospitalizations of 22,374 adults ≥75 years who underwent non-traumatic ED intubation from 2008-2015 at nearly 300 U.S. hospitals to develop and validate an index to predict in-hospital mortality. We randomly selected one half of participants for the development cohort and one half for the validation cohort. Considering 25 potential predictors, we developed a multivariable logistic regression model using least absolute shrinkage and selection operator method to determine factors associated with in-hospital mortality. We calculated risk scores using points derived from the final model's beta coefficients. To evaluate calibration and discrimination of the final model, we used Hosmer-Lemeshow chi-square test and receiver-operating characteristic analysis and compared mortality by risk groups in the development and validation cohorts.RESULTS: Death during the index hospitalization occurred in 40% of cases. The final model included six variables: history of myocardial infarction, history of cerebrovascular disease, history of metastatic cancer, age, admission diagnosis of sepsis, and admission diagnosis of stroke/ intracranial hemorrhage. Those with low-risk scores (<6) had 31% risk of in-hospital mortality while those with high-risk scores (>10) had 58% risk of in-hospital mortality. The Hosmer-Lemeshow chi-square of the model was 6.47 (p=0.09), and the c-statistic was 0.62 in the validation cohort.CONCLUSION: The model may be useful in identifying older adults at high risk of death after ED intubation.

    DOI: 10.5811/westjem.2017.2.33325

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  • Techniques and outcomes of emergency airway management in Japan: An analysis of two multicentre prospective observational studies, 2010–2016 査読 国際誌

    Yukari Goto, Tadahiro Goto, Yusuke Hagiwara, Yusuke Tsugawa, Hiroko Watase, Hiroshi Okamoto, Kohei Hasegawa, the Japanese Emergency Medicine Network Investigators

    Resuscitation   114   14 - 20   2017年5月

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    記述言語:英語   掲載種別:研究論文(学術雑誌)   出版者・発行元:ELSEVIER IRELAND LTD  

    © 2017 Elsevier B.V. Objectives Continuous surveillance of emergency airway management practice is imperative in improving quality of care and patient safety. We aimed to investigate the changes in the practice of emergency airway management and the related outcomes in the emergency departments (EDs) in Japan. Methods We conducted an analysis of the data from two prospective, observational, multicentre registries of emergency airway management—the Japanese Emergency Airway Network (JEAN)-1 and -2 Registries from April 2010 through May 2016. Results We recorded 10,927 ED intubations (capture rate, 96%); 10,875 paediatric and adult patients were eligible for our analysis. The rate of rapid sequence intubation (RSI) use as the initial intubation method significantly increased from 28% in 2010 to 53% in 2016 (Ptrend = 0.03). Likewise, the rate of video laryngoscope (VL) use as the first intubation device increased significantly from 2% in 2010 to 40% in 2016 (Ptrend < 0.001), with a significant decrease in the rate of direct laryngoscope use from 97% in 2010 to 58% in 2016 (Ptrend < 0.001). Concurrent with these changes, the overall first-attempt success rate also increased from 68% in 2010 to 74% in 2016 (Ptrend = 0.02). By contrast, the rate of adverse events did not change significantly over time (Ptrend = 0.06). Conclusion By using data from two large, multicentre, prospective registries, we characterised the current emergency airway management practice, and identified their changes in Japan. The data demonstrated significant increases in the rate of RSI and VL use on the first attempt and the first-attempt success rate over the 6-year study period.

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  • Blood levels of lead and mercury and celiac disease seropositivity: the US National Health and Nutrition Examination Survey 査読 国際誌

    Elena Kamycheva, Tadahiro Goto, Carlos A. Camargo

    Environmental Science and Pollution Research   24 ( 9 )   8385 - 8391   2017年3月

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    記述言語:英語   掲載種別:研究論文(学術雑誌)   出版者・発行元:SPRINGER HEIDELBERG  

    © 2017, Springer-Verlag Berlin Heidelberg. Celiac disease (CD) is an autoimmune disease with increasing prevalence in the USA. CD leads to decreased absorption of many nutrients including certain divalent metals. On the other hand, recent cross-sectional studies suggest the associations between trace heavy metal exposure and autoimmunity. We aimed to determine if there is an association between CD autoimmunity and blood levels of heavy metals in the general US population. We used nationally representative data from National Health and Nutrition Examination Survey, 2009–2012. Our study comprised 3643 children (ages 6–17 years) and 11,040 adults (age ≥18 years). Children with CD seropositivity had significantly lower blood lead (0.56 versus 0.80 μg/dL, P = 0.001) and mercury levels (0.47 versus 0.64 μg/L, P = 0.001). In the linear regression model, CD seropositivity was associated with lower levels of blood lead and mercury in children (β = −0.14, P = 0.03 for lead and β = −0.22, P = 0.008 for mercury), but not in adults. These findings of CD-heavy metals association are, to our knowledge, novel, and we conclude that decreased levels of heavy metals in blood are most likely a consequence of CD in the US children.

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  • Celiac disease is associated with reduced bone mineral density and increased FRAX scores in the US National Health and Nutrition Examination Survey 査読

    E. Kamycheva, T. Goto, C. A. Camargo

    Osteoporosis International   28 ( 3 )   781 - 790   2017年3月

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    掲載種別:研究論文(学術雑誌)  

    © 2016, International Osteoporosis Foundation and National Osteoporosis Foundation. Summary: We investigated the association between celiac disease (CD) and bone mass density (BMD) and risk of osteoporotic fractures in the general US population. In children and men ≥18 years, CD was associated with reduced BMD, and in men ≥40 years, CD was associated with increased risk of osteoporotic fractures. Introduction: Celiac disease (CD) is an autoimmune condition, characterized by inflammation of the small intestine. CD has an increasing prevalence, and if unrecognized or untreated, CD can lead to complications from malabsorption and micronutrient deficiencies. We aimed to study whether CD is an independent predictor of reduced bone mineral density (BMD) and FRAX scores in the general US population. Methods: We used data from the National Health and Nutrition Examination Survey, 2009–2010 and 2013–2014. CD was defined by positive tissue transglutaminase IgA antibody test. Multivariable models of BMD and FRAX scores were adjusted for BMI, serum 25-hydroxyvitamin D, vitamin D and calcium supplements, milk intake, serum calcium, and smoking status, when available. Results: In children, aged 8–17 years, CD was associated with decreased Z-scores, by 0.85 for hip and 0.46 for spine (both P < 0.001). In men aged ≥ 18 years, CD was associated with 0.06 g/cm2 decrease in BMD in hip and with 0.11 g/cm2 decrease in BMD in spine (P = 0.08 and P < 0.001, respectively). In women, there were no statistically significant differences in the multiple-adjusted model. In men aged ≥ 40 years, CD predicted FRAX scores, resulting in increased scores by 2.25 % (P = 0.006) for hip fracture and by 2.43 % (P = 0.05) for major osteoporotic fracture. CD did not predict FRAX scores in women aged ≥40 years. Conclusion: CD is independently associated with reduced BMD in children and adults aged ≥18 years and is an independent risk factor of osteoporotic fractures in men aged ≥40 years.

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  • Celiac disease autoimmunity is associated with leukocyte telomere shortening in older adults: The U.S. National Health and Nutrition Examination Survey 査読 国際誌

    Elena Kamycheva, Tadahiro Goto, Carlos A. Camargo

    Experimental Gerontology   89   64 - 68   2017年3月

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    記述言語:英語   掲載種別:研究論文(学術雑誌)   出版者・発行元:PERGAMON-ELSEVIER SCIENCE LTD  

    © 2017 Elsevier Inc. Purpose Telomeres are nucleotide sequences, and their function is to maintain cell surveillance. Exaggeration of the attrition rate of leukocyte telomere length (LTL) may result in genomic instability and tumorigenesis. Celiac disease (CD), an autoimmune inflammation of small intestine, has increasing prevalence in the elderly and may lead to lymphomas and gastrointestinal malignancies. We used nationally-representative datasets from the U.S. National Health and Nutrition Examination Survey (NHANES) to investigate if CD autoimmunity in older adults (age ≥ 50 years) is associated with shorter LTL. Results Our study included 3939 subjects, where 25 subjects (mean age 65 years) were CD seropositive and 3914 (mean age 64 years) were CD seronegative. CD seropositive subjects had shorter LTL than CD seronegative subjects (P < 0.001). In the linear regression model, CD seropositivity was significantly associated with 0.25 kb pairs decrease in LTL length (P < 0.001), adjusted for age, sex, race/ethnicity, serum ferritin and folate, and ratio of family income to poverty. Conclusions In a nationally-representative population of adults age ≥ 50 years, CD seropositivity is significantly associated with shorter LTL, independently of age, sex, race/ethnicity, serum ferritin and folate, and socioeconomic status. This supports the enhanced telomere attrition in of CD seropositive adults.

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  • Trends in emergency department visits and charges for gout in the United States between 2006 and 2012 査読 国際誌

    Sadao Jinno, Kohei Hasegawa, Tuhina Neogi, Tadahiro Goto, Maureen Dubreuil

    Journal of Rheumatology   43 ( 8 )   1589 - 1592   2016年8月

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    記述言語:英語   掲載種別:研究論文(学術雑誌)   出版者・発行元:J RHEUMATOL PUBL CO  

    © 2016. All rights reserved. Objective. To examine temporal trends in the rate of gout emergency department (ED) visits and charges in the United States between 2006 and 2012. Methods. A serial cross-sectional analysis of the Nationwide Emergency Department Sample. Results. The rate of ED visits for gout in adults overall increased from 75.0 to 85.4 per 100,000 persons over the study period (14% increase, p < 0.001), and increased 29% for those aged 45-54 years. Nationwide ED charges increased from $156 million to $281 million (80% increase, p < 0.001). Conclusion. Between 2006 and 2012, the rate of gout ED visits increased among US adults, most notably in those aged 45-54 years.

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  • Mortality trends in U.S. adults with septic shock, 2005-2011: A serial cross-sectional analysis of nationally-representative data 査読 国際誌

    Tadahiro Goto, Kazuki Yoshida, Yusuke Tsugawa, Michael R. Filbin, Carlos A. Camargo, Kohei Hasegawa

    BMC Infectious Diseases   16 ( 1 )   294 - 294   2016年6月

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    担当区分:筆頭著者, 責任著者   記述言語:英語   掲載種別:研究論文(学術雑誌)   出版者・発行元:BMC  

    © 2016 The Author(s). Background: We aimed to investigate mortality trends in hospitalized patients with septic shock in the US. To achieve this objective, we tested hypothesis that mortality decreased in patients identified by the code of septic shock while mortality did not change in those with septic shock identified by vasopressor use. Methods: We conducted a serial cross-sectional analysis using Nationwide Inpatient Sample database from 2005 through 2011. First, we identified all adult patients aged ≥18 years hospitalized for septic shock by the following criteria: 1) primary ICD-9 diagnosis of infection plus procedure code for vasopressor use, 2) primary ICD-9 diagnosis of infection plus septic shock in non-primary field, and 3) primary ICD-9 diagnosis of septic shock. Second, we stratified all identified patients by record of vasopressor use. The outcome of interest was year-to-year changes in the in-hospital all-cause mortality. Results: From 2005 to 2011, we identified 109,812 weighted hospitalizations with septic shock. Overall, there was a significant downward trend in in-hospital mortality (from 46 % in 2005 to 42 % in 2011; P trend = 0.003); the adjusted mortality also decreased significantly (OR for comparison of 2005 with 2011, 0.98; 95 % CI, 0.96-1.00; P < 0.001). In stratified analysis, the mortality trend was not significant in the subgroup with vasopressor use (from 42 % in 2005 to 40 % in 2011; P trend =0.57); similarly, the adjusted mortality did not change significantly (OR, 1.01; 95 % CI, 0.97-1.05; P =0.62). By contrast, there was a downward trend in mortality in the subgroup without vasopressor use (from 47 % in 2005 to 43 % in 2011; P trend =0.002); likewise, the adjusted mortality decreased significantly (OR, 0.97; 95 % CI, 0.95-0.99; P =0.002) Conclusions: From 2005 to 2011, we found a modest decrease in in-hospital mortality among patients identified with septic shock. However, in the subgroup with vasopressor use, we found no significant change in mortality. Our data challenge the conventional wisdom that mortality in this population has improved during the last decade.

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  • Infectious Disease-Related Emergency Department Visits of Elderly Adults in the United States, 2011-2012 査読 国際誌

    Tadahiro Goto, Kazuki Yoshida, Yusuke Tsugawa, Carlos A. Camargo, Kohei Hasegawa

    Journal of the American Geriatrics Society   64 ( 1 )   31 - 36   2016年1月

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    担当区分:筆頭著者, 責任著者   記述言語:英語   掲載種別:研究論文(学術雑誌)   出版者・発行元:WILEY  

    © 2015, The American Geriatrics Society. Objectives To investigate the frequency of infectious disease (ID)-related emergency department (ED) visits of elderly adults in the United States. Design Cross-sectional analysis. Setting Nationwide emergency department sample in 2011-12. Participants Individuals in the ED aged 65 and older with a primary diagnosis of an ID. Measurements ID-related ED visits, hospitalizations, hospital-based mortality. Results During 2012, a weighted estimate of 3,123,909 ED visits for IDs was calculated in elderly U.S. adults. This accounted for 13.5% (3.1 million visits) of all ED visits of elderly adults; this burden was higher than that for myocardial infarction and congestive heart failure combined. The rate of ID-related ED visits was 7,231 per 100,000 elderly adults. The most-common diagnoses were lower respiratory infections (26.2%; 95% confidence interval (CI) = 25.7-26.6%), urinary tract infections (25.3%, 95% CI = 25.0-25.7%), and septicemia (18.9%, 95% CI = 18.3-19.6%). Of all ID-related ED visits, 1,786,657 (57.2%, 95% CI = 56.6-57.7%) resulted in hospitalization. The leading cause of hospitalization was septicemia, accounting for 32.2% (95% CI = 31.1-33.3%) of all ID-related hospitalizations through EDs, followed by lower respiratory infections (27.8%, 95% CI = 27.2-28.4%). Overall, 123,894 individuals (4.0%, 95% CI = 3.8-4.1%) died during their ED visit or hospitalization. Of these, septicemia was the leading cause of mortality (74.7%, 95% CI = 73.8-75.6%), followed by lower respiratory infections (15.2%, 95% CI = 14.6-15.9%). Analysis of the 2011 data gave similar results for the burden of ID-related ED visits, hospitalizations, and mortality. Conclusion Using a nationally representative sample, it was found that the public health burden of IDs in elderly U.S. adults was substantial, as measured by ED visits, subsequent hospitalizations, and hospital-based mortality.

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  • Trends in infectious disease hospitalizations in us children, 2000 to 2012 査読 国際誌

    Tadahiro Goto, Yusuke Tsugawa, Jonathan M. Mansbach, Carlos A. Camargo, Kohei Hasegawa

    Pediatric Infectious Disease Journal   35 ( 6 )   e158 - e163   2016年

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    担当区分:筆頭著者, 責任著者   記述言語:英語   掲載種別:研究論文(学術雑誌)   出版者・発行元:LIPPINCOTT WILLIAMS & WILKINS  

    copyright © 2016 Wolters Kluwer Health, Inc. All rights reserved. Background: Although infectious diseases (IDs) remain a major public health problem in US children, there have been no recent efforts to examine comprehensively the change in epidemiology of ID hospitalizations. Methods: A serial cross-sectional analysis using the Kids' Inpatient Database 2000, 2003, 2006, 2009, and 2012. We identified children ≤19 years of age with a primary diagnosis of IDs. Outcomes were national rate of ID hospitalizations, in-hospital mortality, length-of-stay and hospitalizationrelated direct costs. Negative binomial and multivariable logistic models were constructed to test the change in hospitalization rate and in-hospital mortality, respectively. Results: We identified 3,691,672 weighted hospitalizations for IDs, accounting for 24.5% of all pediatric hospitalizations. From 2000 to 2012, the rate of overall ID hospitalizations decreased from 91.0 to 75.8 per 10,000 US children (P < 0.001). The most frequently listed ID subgroup was lower respiratory infections (42.8% of all ID hospitalizations in 2012). Although the hospitalization rate for most ID subgroups decreased, the hospitalization rate for skin infections significantly increased (67.6% increase; P < 0.001). The multivariable model demonstrated a significant decline in in-hospital mortality (odds ratio for comparison of 2012 with 2000, 0.63; 95% confidence interval, 0.51-0.79). From 2000 to 2012, there was no significant change in the median length-of-stay (2 days in 2000 to 2 days in 2012; Ptrend = 0.33). The median direct cost for ID hospitalization increased from $3452 in 2003 to $3784 in 2012 (P = 0.007), with the nationwide direct cost of $4.4 billion in 2012. Conclusions: We found a statistically significant decline in overall ID hospitalization rate among US children from 2000 to 2012, whereas skin infections statistically significantly increased. In addition, the median direct cost per ID hospitalization increased by 10% during the study period.

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  • Factors associated with First-Pass success in pediatric intubation in the emergency department 国際誌

    Tadahiro Goto, Koichiro Gibo, Yusuke Hagiwara, Masashi Okubo, David F.M. Brown, Calvin A.Brown Iii, Kohei Hasegawa

    Western Journal of Emergency Medicine   17 ( 2 )   129 - 134   2016年

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    担当区分:筆頭著者, 責任著者   記述言語:英語   出版者・発行元:WESTJEM  

    © 2016 Pena et al. Introduction: The objective of this study was to investigate the factors associated with first-pass success in pediatric intubation in the emergency department (ED). Methods: We analyzed the data from two multicenter prospective studies of ED intubation in 17 EDs between April 2010 and September 2014. The studies prospectively measured patient's age, sex, principal indication for intubation, methods (e.g., rapid sequence intubation [RSI]), devices, and intubator's level of training and specialty. To evaluate independent predictors of first-pass success, we fit logistic regression model with generalized estimating equations. In the sensitivity analysis, we repeated the analysis in children <10 years. Results: A total of 293 children aged ≤18 years who underwent ED intubation were eligible for the analysis. The overall first-pass success rate was 60% (95%CI [54%-66%]). In the multivariable model, age ≥10 years (adjusted odds ratio [aOR], 2.45; 95% CI [1.23-4.87]), use of RSI (aOR, 2.17; 95% CI [1.31-3.57]), and intubation attempt by an emergency physician (aOR, 3.21; 95% CI [1.78-5.83]) were significantly associated with a higher chance of first-pass success. Likewise, in the sensitivity analysis, the use of RSI (aOR, 3.05; 95% CI [1.63-5.70]), and intubation attempt by an emergency physician (aOR, 4.08; 95% CI [1.92-8.63]) were significantly associated with a higher chance of first-pass success. Conclusion: Based on two large multicenter prospective studies of ED airway management, we found that older age, use of RSI, and intubation by emergency physicians were the independent predictors of a higher chance of first-pass success in children. Our findings should facilitate investigations to develop optimal airway management strategies in critically-ill children in the ED.Copyright:

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  • Comparison of the force applied on oral structures during intubation attempts by novice physicians between the Macintosh direct laryngoscope, Airway Scope and C-MAC PM: A high-fidelity simulator-based study 査読 国際誌

    Taizo Nakanishi, Takashi Shiga, Yosuke Homma, Yasuaki Koyama, Tadahiro Goto

    BMJ Open   6 ( 5 )   e011039   2016年

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    担当区分:最終著者   記述言語:英語   掲載種別:研究論文(学術雑誌)   出版者・発行元:BMJ PUBLISHING GROUP  

    © 2016, BMJ Publishing Group. All rights reserved. Objective: We examined whether the use of Airway Scope (AWS) and C-MAC PM (C-MAC) decreased the force applied on oral structures during intubation attempts as compared with the force applied with the use of Macintosh direct laryngoscope (DL). Design: Prospective cross-over study. Participants: A total of 35 novice physicians participated. Interventions: We used 6 simulation scenarios based on the difficulty of intubation and intubation devices. Outcome measures: Our primary outcome measures were the maximum force applied on the maxillary incisors and tongue during intubation attempts, measured by a high-fidelity simulator. Results: The maximum force applied on maxillary incisors was higher with the use of the C-MAC than with the DL and AWS in the normal airway scenario (DL, 26 Newton (N); AWS, 18 N; C-MAC, 52 N; p<0.01) and the difficult airway scenario (DL, 42 N; AWS, 24 N; C-MAC, 68 N; p<0.01). In contrast, the maximum force applied on the tongue was higher with the use of the DL than with the AWS and C-MAC in both airway scenarios (DL, 16 N; AWS, 1 N; C-MAC, 7 N; p<0.01 in the normal airway scenario; DL, 12 N; AWS, 4 N; C-MAC, 7 N; p<0.01 in the difficult airway scenario). Conclusions: The use of C-MAC, compared with the DL and AWS, was associated with the higher maximum force applied on maxillary incisors during intubation attempts. In contrast, the use of video laryngoscopes was associated with the lower force applied on the tongue in both airway scenarios, compared with the DL. Our study was a simulation-based study, and further research on living patients would be warranted.

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  • Fractional exhaled nitric oxide levels in asthma-COPD overlap syndrome: analysis of the National Health and Nutrition Examination Survey, 2007-2012 査読

    Tadahiro Goto, Carlos A. Camargo, Kohei Hasegawa

    INTERNATIONAL JOURNAL OF CHRONIC OBSTRUCTIVE PULMONARY DISEASE   11 ( 1 )   2149 - 2155   2016年

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    担当区分:筆頭著者, 責任著者   記述言語:英語   掲載種別:研究論文(学術雑誌)   出版者・発行元:DOVE MEDICAL PRESS LTD  

    Purpose: Recent studies propose T(H)2-mediated inflammation in patients with asthma-chronic obstructive pulmonary disease (COPD) overlap syndrome (ACOS). However, little is known about whether fractional exhaled nitric oxide (FeNO) differs between patients with ACOS and those with COPD alone. To address this knowledge gap, a nationally representative sample was analyzed to determine the difference in FeNO levels between patients with ACOS and those with COPD alone in the US population.Patients and methods: This is a cross-sectional analysis of the National Health and Nutrition Examination Survey from 2007 through 2012. All subjects aged >= 40 years with COPD were identified. ACOS was defined as self-reported wheezing in past 12 months plus bronchodilator response (forced expiratory volume increase of >200 mL and >12%) or self-reported physician diagnosis of asthma.Results: A total of 197 subjects with COPD were identified in the National Health and Nutrition Examination Survey. Of these, 23% met the criteria of ACOS. The FeNO level was higher in subjects with ACOS compared with those with COPD alone in both unadjusted (mean 21.2 ppb vs 13.0 ppb; difference, 8.2 [95% CI, 0.2 to 16.2]; P=0.045) and adjusted (difference, 8.2 [95% CI, 0.9 to 15.5]; P=0.03) analyses. Although there was no significant difference among current smokers, the FeNO level was significantly higher in non-current smokers with ACOS than nonsmokers with COPD alone (mean 31.9 ppb vs 20.3 ppb; adjusted difference, 20.5 [95% CI, 4.4 to 36.6]; P=0.02). In a sensitivity analysis using an alternative definition of ACOS, the results did not change materially. The diagnostic value of FeNO to discriminate ACOS from COPD alone was not sufficient, with the area under the curve of 0.63 (95% CI, 0.54 to 0.72).Conclusion: By using nationally representative US data, it was found that 23% of COPD subjects met the ACOS criteria and also that the FeNO level was higher in subjects with ACOS compared with those with COPD alone, particularly in non-current smokers.

    DOI: 10.2147/COPD.S110879

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  • Does T wave inversion in lead aVL predict mid-segment left anterior descending lesions in acute coronary syndrome? A retrospective study 査読 国際誌

    Nobuto Nakanishi, Tadahiro Goto, Tomoya Ikeda, Atsunobu Kasai

    BMJ Open   6 ( 2 )   e010268   2016年

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    記述言語:英語   掲載種別:研究論文(学術雑誌)   出版者・発行元:BMJ PUBLISHING GROUP  

    Objectives: Limited data are available regarding the predictive value of electrocardiographic T wave inversion in lead aVL for mid-segment left anterior descending (MLAD) lesions among patients with acute coronary syndrome (ACS). Setting: Retrospective single-centre study, using a prospectively-collected coronary angiography database from January 2012 to December 2013. Participants: We included consecutive adult patients with ACS who underwent urgent percutaneous coronary intervention (PCI) within 24 h after arriving at the hospital. We excluded patients who did not undergo an ECG before PCI, patients with proximal MLAD occlusion and patients diagnosed with vasospastic angina. Primary and secondary outcome measures: The primary outcome was MLAD lesion >50%. The other outcome of interest was MLAD lesion as a cause of ACS. First, we evaluated the diagnostic values of T wave inversion in lead aVL regardless of other T wave changes for each outcome. Second, we evaluated the diagnostic values of isolated T wave inversion in lead aVL. Results: Overall, 219 patients were eligible for the analysis. T wave inversion in lead aVL regardless of other T wave changes had a sensitivity of 32.9%, specificity of 48.2%, positive predictive value of 27.6% and negative predictive value of 54.5% for predicting MLAD lesions. Isolated T wave inversion in lead aVL had a sensitivity of 9.8%, specificity of 86.9%, positive predictive value of 30.8% and negative predictive value of 61.7% for predicting MLAD lesions. These diagnostic values did not change materially when focusing on patients with MLAD lesion as the cause. Conclusions: While T wave inversion in lead aVL regardless of other T wave changes had low diagnostic values for predicting MLAD lesions, isolated T wave inversion in lead aVL had a high specificity. Our inferences underscore the importance of a cautious interpretation of T wave inversion in lead aVL among patients with ACS.

    DOI: 10.1136/bmjopen-2015-010268

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  • Prospective validation of the modified LEMON criteria to predict difficult intubation in the ED 査読 国際誌

    Yusuke Hagiwara, Hiroko Watase, Hiroshi Okamoto, Tadahiro Goto, Kohei Hasegawa

    American Journal of Emergency Medicine   33 ( 10 )   1492 - 1496   2015年10月

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    記述言語:英語   掲載種別:研究論文(学術雑誌)   出版者・発行元:W B SAUNDERS CO-ELSEVIER INC  

    © 2015 Elsevier Inc. Background Evidence to predict difficult intubation remains scarce in the emergency department (ED) setting. A previously defined clinical decision rule, the modified LEMON criteria, may provide a reliable and reproducible means of identifying difficult intubations. We aimed to prospectively evaluate the external validity of the modified LEMON criteria in the EDs. Methods We conducted a 13-center prospective observational study, the second Japanese Emergency Airway Network study. We prospectively collected data on all patients undergoing intubations in the ED from February 2012 through September 2014. The primary outcomes were sensitivity, specificity, and predictive values of the modified LEMON criteria for predicting difficult intubation (≥ 2 attempts by emergency attending physicians or anesthesiologists). Results The database recorded a total of 4034 encounters (capture rate, 96%) in the EDs. Of these, 3313 patients (84%) underwent the intubation attempt with a direct laryngoscope and 610 patients (16%) with a video laryngoscope. The proportion of difficult intubation was 5.4% (95% confidence interval [CI], 4.7%-6.2%) in the direct laryngoscope group and 7.4% (95% CI, 5.6%-9.7%) in the video laryngoscope group. The sensitivity was 85.7% (95% CI, 79.3%-90.4%) with direct laryngoscope and 94.9% (95% CI, 83.5%-98.6%) with video laryngoscope. The specificity was 47.6% (95% CI, 47.2%-47.9%) and 40.3% (95% CI, 39.4%-40.6%), respectively. The negative predictive value was 98.2% (95% CI, 97.5%-98.8%) and 99.0% (95% CI, 96.6%-99.7%), respectively. Conclusions In this multicenter prospective study, we found a high sensitivity and a negative predictive value of the modified LEMON criteria for predicting difficult intubation. The modified LEMON might assist ED providers in better identifying difficult intubations.

    DOI: 10.1016/j.ajem.2015.06.038

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  • Repeated attempts at tracheal intubation by a single intubator associated with decreased success rates in emergency departments: An analysis of a multicentre prospective observational study 査読 国際誌

    Tadahiro Goto, Hiroko Watase, Hiroshi Morita, Hideya Nagai, Calvin A. Brown, David F.M. Brown, Kohei Hasegawa

    Emergency Medicine Journal   32 ( 10 )   781 - 786   2015年10月

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    担当区分:筆頭著者, 責任著者   記述言語:英語   掲載種別:研究論文(学術雑誌)   出版者・発行元:BMJ PUBLISHING GROUP  

    Copyright © 2015 BMJ Publishing Group Ltd and the Royal College of Emergency Medicine. All rights reserved. Objective: To determine whether the success rate of repeated attempts at tracheal intubation by a single intubator was lower than those by alternate intubators in the emergency department (ED). Methods: An analysis of data from a multicentre prospective registry (Japanese Emergency Airway Network Registry) of 13 academic and community EDs in Japan between April 2010 and August 2012. We included all adult and paediatric patients who underwent repeated attempts at tracheal intubation in the ED. We compared the intubation success rates at the second and third attempts between attempts at intubation by a single intubator who performed the previous attempts, and the attempts by alternate intubators. Results: We recorded 4094 patients (capture rate, 96%); 1289 patients with repeated attempts at tracheal intubation were eligible for this study. Among these, 871 patients (68%) had a second attempt at intubation by single intubators. At the second attempt, tracheal intubation by a single intubator was associated with a decreased success rate (adjusted odds ratio or AOR, 0.50; 95% CI 0.36 to 0.71), compared with alternate intubators. At the third attempt, intubation by a single intubator was also associated with a decreased success rate (58% vs 70%; unadjusted OR, 0.58; 95% CI 0.38 to 0.89). However, after adjustment for potential confounders, the association lost statistical significance (AOR, 0.89; 95% CI 0.52 to 1.56). Conclusions: In this large multicentre study of ED patients undergoing tracheal intubation, second attempts at intubation by a single intubator, compared with those by alternate intubators, were independently associated with a decreased success rate.

    DOI: 10.1136/emermed-2013-203473

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  • Multiple failed intubation attempts are associated with decreased success rates on the first rescue intubation in the emergency department: A retrospective analysis of multicentre observational data 査読 国際誌

    Tadahiro Goto, Koichiro Gibo, Yusuke Hagiwara, Hiroshi Morita, David F.M. Brown, Calvin A. Brown, Kohei Hasegawa

    Scandinavian Journal of Trauma, Resuscitation and Emergency Medicine   23 ( 1 )   5 - 5   2015年

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    担当区分:筆頭著者, 責任著者   記述言語:英語   掲載種別:研究論文(学術雑誌)   出版者・発行元:BIOMED CENTRAL LTD  

    © 2015 Goto et al. Background: Although the international guidelines emphasize early and systematic use of rescue intubation techniques, there is little evidence to support this notion. We aimed to test the hypothesis that preceding multiple failed intubation attempts are associated with a decreased success rate on the first rescue intubation in emergency departments (EDs). Methods: We analysed data from two multicentre prospective registries designed to characterize current ED airway management in Japan between April 2010 and June 2013. All patients who underwent a rescue intubation after a failed attempt or a series of failed attempts were included for the analysis. Multiple failed intubation attempts were defined as ≥2 consecutive failed intubation attempts before a rescue intubation. Primary outcome measure was success rate on the first rescue intubation attempt. Results: Of 6,273 consecutive patients, 1,151 underwent a rescue intubation. The success rate on the first rescue intubation attempt declined as the number of preceding failed intubation attempts increased (81% [95% CI, 79%-84%] after one failed attempt; 71% [95% CI, 66%-76%] after two failed attempts; 67% [95% CI, 55%-78%] after three or more failed attempts; Ptrend <0.001). In the multivariable analysis adjusting for age, sex, principal indication, change in methods, devices, and intubator specialty, and clustering of patients within EDs, success rate on the first rescue intubation after two failed attempts was significantly lower (OR, 0.56; 95% CI, 0.41-0.77) compared to that after one failed attempt. Similarly, success rate on the first rescue intubation attempt after three or more failed attempts was significantly lower (OR, 0.49; 95% CI, 0.25-0.94) compared to that after one failed attempt. Conclusion: Preceding multiple failed intubation attempts was independently associated with a decreased success rate on the first rescue intubation in the ED.

    DOI: 10.1186/s13049-014-0085-8

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  • A comparison of the force applied on oral structures during intubation attempts between the Pentax-AWS airwayscope and the Macintosh laryngoscope: A high-fidelity simulator-based study 査読 国際誌

    Tadahiro Goto, Yasuaki Koyama, Takashiro Kondo, Yusuke Tsugawa, Kohei Hasegawa

    BMJ Open   4 ( 10 )   e006416   2014年

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    担当区分:筆頭著者, 責任著者   記述言語:英語   掲載種別:研究論文(学術雑誌)   出版者・発行元:BMJ PUBLISHING GROUP  

    Objective: We sought to determine whether the use of Pentax-AWS Airwayscope (AWS) applied less force on oral structures during intubation attempts than a conventional direct laryngoscope (DL). Design: Prospective cross-over study. Participants: A total of 37 physicians (9 transitional-year residents, 20 emergency medicine residents and 8 emergency physicians) were enrolled. Interventions: We used four simulation scenarios according to the difficulty of intubation and devices and used a high-fidelity simulator to quantify the forces applied on the oral structures. Outcome measures: Primary outcomes were the maximum force applied on the maxillary incisors and tongue. Other outcomes of interest were time to intubation and glottic view during intubation attempts. Results: The maximum force applied on the maxillary incisors in the normal airway scenario was higher with the use of AWS than that with DL (107 newton (N) vs 77 N, p=0.02). By contrast, the force in the difficult airway scenario was significantly lower with the use of AWS than that of the DL (89 N vs 183 N, p<0.01). Likewise, the force applied on the tongue was significantly lower with the use of AWS than the use of DL in both airway scenarios (11 N vs 27 N, p<0.001 in the normal airway scenario; 12 N vs 40 N, p<0.01 in the difficult airway scenario). Conclusions: The use of AWS during intubation attempts was associated with decreased forces applied to oral structures in the simulated difficult airway scenario.

    DOI: 10.1136/bmjopen-2014-006416

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  • Response to Zhou et al. 国際誌

    Chikamasa Ichita, Tadahiro Goto, Kiyohide Fushimi, Sayuri Shimizu

    The American journal of gastroenterology   2024年12月

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  • Reply to the comment by Sakamoto et al. on "The method to identify invasive mechanical ventilation with Japanese claim data". 国際誌

    Hiroyuki Ohbe, Nobuaki Shime, Hayato Yamana, Tadahiro Goto, Yusuke Sasabuchi, Daisuke Kudo, Hiroki Matsui, Hideo Yasunaga, Shigeki Kushimoto

    Journal of intensive care   12 ( 1 )   54 - 54   2024年12月

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  • 迅速気管導入時の挿管前バッグバルブマスク換気と挿管後低酸素・誤嚥との関連

    辻 晴香, 志賀 隆, 千葉 拓世, 萩原 佑亮, 岡本 洋史, 渡瀬 博子, 後藤 匡啓, 長谷川 耕平

    日本救急医学会雑誌   35 ( 11 )   839 - 839   2024年11月

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    記述言語:日本語   出版者・発行元:(一社)日本救急医学会  

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  • 臨床研究・論文の読み方における生成AIの利活用

    後藤 匡啓

    日本救急医学会雑誌   35 ( 11 )   565 - 565   2024年11月

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    記述言語:日本語   出版者・発行元:(一社)日本救急医学会  

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  • 臨床研究における解析手法 新しいシステムが入った!導入前後で比較したいけど何に注意が必要?

    後藤 匡啓

    日本救急医学会雑誌   35 ( 11 )   619 - 619   2024年11月

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    記述言語:日本語   出版者・発行元:(一社)日本救急医学会  

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  • 救急外来での外科的気道確保の卒年次ごとの成功割合と合併症に関する記述研究 救急気道管理に関する前向き観察研究(JEAN study)

    若山 佑豪, 吉村 聡志, 松山 匡, 宮前 伸啓, 萩原 佑亮, 岡本 洋史, 渡瀬 博子, 後藤 匡啓, 長谷川 耕平

    日本救急医学会雑誌   35 ( 11 )   674 - 674   2024年11月

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    記述言語:日本語   出版者・発行元:(一社)日本救急医学会  

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  • 迅速気管導入時の挿管前バッグバルブマスク換気と挿管後低酸素・誤嚥との関連

    辻 晴香, 志賀 隆, 千葉 拓世, 萩原 佑亮, 岡本 洋史, 渡瀬 博子, 後藤 匡啓, 長谷川 耕平

    日本救急医学会雑誌   35 ( 11 )   839 - 839   2024年11月

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  • 臨床研究・論文の読み方における生成AIの利活用

    後藤 匡啓

    日本救急医学会雑誌   35 ( 11 )   565 - 565   2024年11月

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    記述言語:日本語   出版者・発行元:(一社)日本救急医学会  

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  • 臨床研究における解析手法 新しいシステムが入った!導入前後で比較したいけど何に注意が必要?

    後藤 匡啓

    日本救急医学会雑誌   35 ( 11 )   619 - 619   2024年11月

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    記述言語:日本語   出版者・発行元:(一社)日本救急医学会  

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  • 救急外来での外科的気道確保の卒年次ごとの成功割合と合併症に関する記述研究 救急気道管理に関する前向き観察研究(JEAN study)

    若山 佑豪, 吉村 聡志, 松山 匡, 宮前 伸啓, 萩原 佑亮, 岡本 洋史, 渡瀬 博子, 後藤 匡啓, 長谷川 耕平

    日本救急医学会雑誌   35 ( 11 )   674 - 674   2024年11月

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    記述言語:日本語   出版者・発行元:(一社)日本救急医学会  

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  • ICU再入室予測モデルの開発と妥当性の検証

    志沢 陽子, 後藤 匡啓, 中島 幹男, 卯野木 健, 中村 謙介

    日本集中治療医学会雑誌   31 ( Suppl.1 )   S506 - S506   2024年9月

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    記述言語:日本語   出版者・発行元:(一社)日本集中治療医学会  

    J-GLOBAL

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  • 患者情報からSaO2とSpO2の乖離を予測する機械学習モデルの開発

    埴岡 紀和, 伊藤 直毅, 佐藤 良糸, 門松 咲南, 中島 幹男, 後藤 匡啓

    日本集中治療医学会雑誌   31 ( Suppl.1 )   S519 - S519   2024年9月

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    記述言語:日本語   出版者・発行元:(一社)日本集中治療医学会  

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  • 集中治療を要した菌血症患者における菌種と転帰の関連 過去起点コホート研究

    中島 誉也, 佐藤 俊太朗, 関野 元裕, 田中 健之, 園生 智弘, 後藤 匡啓, 柴田 潤一郎, 大沢 樹輝, 泉川 公一, 田崎 修, 原 哲也

    日本集中治療医学会雑誌   31 ( Suppl.1 )   S753 - S753   2024年9月

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    記述言語:日本語   出版者・発行元:(一社)日本集中治療医学会  

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  • 包括的なVAP対策を再考する 人工呼吸器関連イベントから評価される人工呼吸器関連肺炎疑似症(Probable VAP)の実態

    中橋 奨, 鈴木 圭, 伊藤 雄介, 数馬 聡, 川野邊 宥, 嶋 雅範, 祖父江 俊樹, 田中 愛子, 田邉 優子, 中島 誉也, 中村 ゆかり, 西村 有起, 橋内 伸介, 林 淑朗, 星野 哲也, 森山 潔, 山口 嘉一, 渡邉 慎, 山下 千鶴, 李 賢雅, 和田 剛志, 後藤 匡啓, 橋本 悟, 藤野 裕士, 志馬 伸朗

    日本集中治療医学会雑誌   31 ( Suppl.1 )   S423 - S423   2024年9月

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    記述言語:日本語   出版者・発行元:(一社)日本集中治療医学会  

    J-GLOBAL

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  • Nonlinear Association of Occlusion Pressure at 100 MS and Patient Survival. 国際誌

    Sakina Kadomatsu, Tomohiro Shinozaki, Mikio Nakajima, Tadahiro Goto

    American journal of respiratory and critical care medicine   210 ( 3 )   369 - 370   2024年8月

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  • 肺高血圧症領域のAIの進歩 大規模言語モデルを用いた診断予測モデル構築とレジストリの開発

    後藤 匡啓

    日本肺高血圧・肺循環学会学術集会抄録集   9回   91 - 91   2024年8月

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    記述言語:日本語   出版者・発行元:日本肺高血圧・肺循環学会  

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  • 脳卒中患者に対する気管挿管後の血圧上昇因子の分析

    門松咲南, 後藤匡啓, 岡本洋史, 萩原佑亮, 渡瀬博子, 長谷川耕平

    日本集中治療医学会学術集会(Web)   51st ( Suppl.1 )   S1088 - S1088   2024年

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  • Ventilator-associated events(VAE)多施設共同観察研究(中間報告):VAEの実態調査

    田邉優子, 田邉優子, 鈴木圭, 鈴木圭, 伊藤雄介, 数馬聡, 川野邊宥, 嶋雅範, 祖父江俊樹, 田中愛子, 田中愛子, 中島誉也, 中島誉也, 中橋奨, 中橋奨, 中村ゆかり, 西村有起, 橋内伸介, 林淑朗, 星野哲也, 森山潔, 山口嘉一, 山下理比路, 山下理比路, 山下千鶴, 李賢雅, 和田剛志, 後藤匡啓, 後藤匡啓, 橋本悟, 橋本悟, 藤野裕士, 藤野裕士, 志馬伸朗, 志馬伸朗

    日本呼吸療法医学会学術集会プログラム・抄録集   46th (Web)   2024年

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  • なぜ臨床研究者がHTEの必要性を感じたか:敗血症におけるランダム化比較試験のターゲットを推定する

    後藤匡啓, 後藤匡啓

    日本計量生物学会年会講演予稿集   2024   2024年

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  • Considerations for evaluating antibiotic prophylaxis in cirrhotic patients with upper gastrointestinal bleeding in real-world data.

    Chikamasa Ichita, Tadahiro Goto, Sayuri Shimizu

    Journal of gastroenterology   59 ( 2 )   160 - 161   2023年12月

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  • 救急外来受診患者の疫学的調査と類型分類に関する多施設観察研究(ECLIPSE-ED study)

    後藤 匡啓, 遠藤 彰, 小倉 崇以, 川下 陽一郎, 工藤 大介, 小山 泰明, 舩越 拓, 松山 匡, 八木 雅幸

    日本救急医学会雑誌   34 ( 12 )   757 - 757   2023年12月

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    記述言語:日本語   出版者・発行元:(一社)日本救急医学会  

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  • 救急領域における多施設臨床研究参加障壁の解明

    春日井 大介, 安田 真菜歩, 齋藤 朱花, 山本 良平, 劉 啓文, 後藤 匡啓, RED-PAM studyinvestigators

    日本救急医学会雑誌   34 ( 12 )   757 - 757   2023年12月

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  • 救急外来受診患者の疫学的調査と類型分類に関する多施設観察研究(ECLIPSE-ED study)

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    日本救急医学会雑誌   34 ( 12 )   639 - 639   2023年12月

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    日本救急医学会雑誌   34 ( 12 )   714 - 714   2023年12月

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    日本救急医学会雑誌   34 ( 12 )   921 - 921   2023年12月

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  • ICU退室後の日常生活動作(ADL)低下を早期予測するモデルの開発と検証

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    日本救急医学会雑誌   34 ( 12 )   635 - 635   2023年12月

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    日本救急医学会雑誌   34 ( 12 )   639 - 639   2023年12月

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    医療情報学連合大会論文集   43回   1072 - 1074   2023年11月

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    Intensive care medicine   49 ( 10 )   1263 - 1265   2023年10月

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    日本臨床救急医学会雑誌   26 ( 3 )   346 - 346   2023年7月

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    日本臨床救急医学会雑誌   26 ( 3 )   332 - 332   2023年7月

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    日本臨床救急医学会雑誌   26 ( 3 )   332 - 332   2023年7月

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    日本集中治療医学会雑誌   30 ( Suppl.1 )   S406 - S406   2023年6月

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    日本集中治療医学会雑誌   30 ( Suppl.1 )   S456 - S456   2023年6月

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    日本集中治療医学会雑誌   30 ( Suppl.1 )   S562 - S562   2023年6月

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    日本集中治療医学会雑誌   29 ( Suppl.1 )   500 - 500   2022年11月

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    日本集中治療医学会雑誌   29 ( Suppl.1 )   438 - 438   2022年11月

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    日本集中治療医学会雑誌   29 ( Suppl.1 )   454 - 454   2022年11月

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  • Response to Letter to the Editor: Japan Coma Scale and the Disorientation of the Nervous System.

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    Journal of epidemiology   33 ( 10 )   544 - 544   2022年10月

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    日本救急医学会雑誌   33 ( 10 )   733 - 733   2022年10月

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    日本救急医学会雑誌   33 ( 10 )   751 - 751   2022年10月

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    日本救急医学会雑誌   33 ( 10 )   760 - 760   2022年10月

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    日本胸部外科学会定期学術集会   75回   JP2 - 5   2022年10月

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    日本胸部外科学会定期学術集会   75回   JP2 - 5   2022年10月

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    日本救急医学会雑誌   33 ( 10 )   871 - 871   2022年10月

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  • 市中肺炎の初期の重症度評価におけるA-DROPとCURB65の外的妥当性の検証

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    日本救急医学会雑誌   33 ( 10 )   882 - 882   2022年10月

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  • 敗血症患者におけるDICスコアの変化と院内死亡の相関

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    日本救急医学会雑誌   33 ( 10 )   884 - 884   2022年10月

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  • 鈍的頸部血管症例における受傷起点,受傷パターンに関する記述研究

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    日本救急医学会雑誌   33 ( 10 )   884 - 884   2022年10月

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  • 病院前患者情報を救急外来とリアルタイムで共有するモバイルアプリの実装

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    日本救急医学会雑誌   33 ( 10 )   838 - 838   2022年10月

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  • 救急外来を受診した腰背部痛患者における主訴のネットワーク分析

    福地 清康, 後藤 匡啓

    日本救急医学会雑誌   33 ( 10 )   893 - 893   2022年10月

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  • 救急外来受診患者の病院前情報を用いた疾患群予測AIツールの開発

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    日本救急医学会雑誌   33 ( 10 )   895 - 895   2022年10月

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  • 潰瘍性大腸炎における回腸嚢肛門管吻合時の縫合不全が及ぼす中期的影響について

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    日本大腸肛門病学会雑誌   75 ( 9 )   A174 - A174   2022年9月

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  • Early ICU mobilisation predicting functional impairment at hospital discharge. Author's reply. 国際誌

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    記述言語:日本語   出版者・発行元:(株)メディカル・サイエンス・インターナショナル  

    <文献概要>機械学習によって複雑な計算・識別・予測を行うことが可能となったため,機械学習を用いた研究が急増している。機械学習は,教師なし学習(患者・疾患分類),教師あり学習(診断・予後予測),強化学習(判断支援)に分けることができる。教師なし学習は敗血症など従来単一概念であった疾患を細分化するために用いられ,集中治療において重要となると考えられる。一方,数多くの研究が教師あり学習を用いて予後予測を行っているが,現場への実装が大きな課題となっている。機械学習が今後さらに重要になることは間違いないが,臨床医にとって大事なことは,具体的な手法を学ぶことではなく,機械学習の得意・不得意を知り,今後の医療がどのように変わる可能性があるのか,そして患者のためになるのかを考えることである。

    DOI: 10.11477/mf.3102200817

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  • 臨床研究の視点から見る機械学習の手法と応用

    後藤匡啓

    日本集中治療医学会学術集会(Web)   47th ( Suppl. )   308 - 308   2020年

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  • 医学情報を獲りに行け!医学情報を集めてみよう!文献管理ソフトを比べてみよう

    後藤匡啓, 後藤匡啓

    レジデントノート   22 ( 7 )   1288 - 1292   2020年

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    記述言語:日本語   出版者・発行元:(株)羊土社  

    (1)文献管理ソフトは文献を管理するのに便利だが論文執筆を念頭において作成されているため、自学自習用には向いていないこともある(2)Mendeleyなどのフリーソフトを一度利用してみて、自分にあったやり方を探す(3)大学院への進学や研究に興味があるのであれば文献管理ソフトに慣れておくのはおすすめ(著者抄録)

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    その他リンク: https://search.jamas.or.jp/index.php?module=Default&action=Link&pub_year=2020&ichushi_jid=J03286&link_issn=&doc_id=20200722190009&doc_link_id=%2Fai4resic%2F2020%2F002207%2F010%2F1288b1293%26dl%3D3&url=http%3A%2F%2Fwww.medicalonline.jp%2Fjamas.php%3FGoodsID%3D%2Fai4resic%2F2020%2F002207%2F010%2F1288b1293%26dl%3D3&type=MedicalOnline&icon=https%3A%2F%2Fjk04.jamas.or.jp%2Ficon%2F00004_4.gif

  • 敗血症フェノタイプとアンチトロンビン製剤の効果

    後藤匡啓, 工藤大介, 内御堂亮, 山川一馬, 早川峰司, 久志本成樹, 康永秀生, 中野実

    日本集中治療医学会学術集会(Web)   47th ( Suppl. )   420 - 420   2020年

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  • 救急外来におけるGEBを用いた気管挿管について~多施設前向き観察研究:JEAN-2study~

    後藤縁, 後藤匡啓, 萩原佑亮, 岡本洋史, 渡瀬博子, 長谷川耕平, 長谷川耕平

    日本集中治療医学会学術集会(Web)   47th ( Suppl. )   476 - 476   2020年

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  • 救急外来における挿管困難と初回挿管成功の機械学習予測モデル

    山中俊祐, 後藤匡啓, 森川幸治, 渡瀬博子, 岡本洋史, 萩原佑亮, 長谷川耕平

    人工知能学会全国大会(Web)   34th ( 0 )   3Rin427 - 3Rin427   2020年

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    記述言語:日本語   出版者・発行元:一般社団法人 人工知能学会  

    <p>本研究では救急外来における挿管困難と初回挿管成功の予測に機械学習を応用した事例を報告する.挿管困難を予測するために従来法(例:mLEMON)が使用されてきたが,その予測能力は改善の余地があり,また初回挿管成功を予測するモデルは存在しなかった.本研究では国内13施設で得た挿管データ(n = 10,816)から機械学習を用いた予測モデルを構築し,その予測能をそれぞれmLEMON法およびロジスティック回帰をリファレンスモデルとして比較した.挿管困難の予測には患者特性とバイタルサインを使用し,初回挿管成功の予測には使用可能な全ての挿管データを使用した. 挿管困難予測モデルのc統計は、mLEMONと比較して高かった(アンサンブル法 0.73 [95%CI 0.67-0.79] 対 mLEMON 0.62 [95%CI 0.58-0.65] p<0.01). 初回挿管成功予測モデルにおいても, 参照ロジスティック回帰モデルと比較して判別能力が高かった(勾配ブースティング 0.82 [95%CI 0.80-0.84] 対 参照ロジスティック回帰 0.60 [95%CI 0.58-0.63] p<0.01 ).</p>

    DOI: 10.11517/pjsai.JSAI2020.0_3Rin427

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  • 外傷性凝固異常の機械学習を用いた臨床分類とその特徴FORECAST-Trauma研究

    白石淳, 後藤匡啓, 後藤匡啓, 和田剛志, 丸藤哲

    日本救急医学会雑誌   31 ( 11 (Web) )   718 - 718   2020年

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  • 感染症入院患者における発熱及びCRP値と血液培養施行との関連

    橋本克彦, 橋本克彦, 添野祥子, 原湖楠, 原湖楠, 白川透, 白川透, 園生智弘, 園生智弘, 中村謙介, 後藤匡啓, 後藤匡啓

    日本救急医学会雑誌   31 ( 11 (Web) )   1225 - 1225   2020年

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  • COVID-19疑い・確定患者に対する救急気道管理研究

    後藤匡啓, 中島幹男, 岡正二郎, 東秀律, 宮前伸啓, 高橋仁, 京道人, 内藤宏道, 野村理, 岡本洋史, 長谷川耕平

    日本救急医学会雑誌   31 ( 11 (Web) )   1369 - 1369   2020年

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  • 感染症患者における体温及びCRP値と院内死亡との関連

    橋本克彦, 橋本克彦, 添野祥子, 原湖楠, 原湖楠, 白川透, 白川透, 園生智弘, 園生智弘, 中村謙介, 後藤匡啓, 後藤匡啓

    日本救急医学会雑誌   31 ( 11 (Web) )   1638 - 1638   2020年

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  • 高齢と気管挿管の合併症との関連

    高橋仁, 後藤匡啓, 舩越拓, 萩原佑亮, 岡本洋史, 渡瀬博子, 長谷川耕平

    日本救急医学会雑誌   31 ( 11 (Web) )   1901 - 1901   2020年

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  • カルテ記載に連動した大動脈解離のリアルタイムアラートシステムの開発

    藤森遼, 藤森遼, 白川透, 白川透, 原湖楠, 原湖楠, 園生智弘, 園生智弘, 後藤匡啓, 後藤匡啓, 中村謙介

    日本救急医学会雑誌   31 ( 11 (Web) )   738 - 738   2020年

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  • 凝固マーカーによる敗血症患者phenotypingとリコンビナントトロンボモジュリンの治療効果

    工藤大介, 後藤匡啓, 内御堂亮, 早川峰司, 山川一馬, 阿部智一, 白石淳, 久志本成樹

    日本救急医学会雑誌   31 ( 11 (Web) )   872 - 872   2020年

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  • 脳卒中患者における血清カリウム値と脳出血との関連

    鱶口清満, 山上浩, 添野祥子, 原湖楠, 原湖楠, 白川透, 白川透, 園生智弘, 園生智弘, 中村謙介, 後藤匡啓, 後藤匡啓

    日本救急医学会雑誌   31 ( 11 (Web) )   973 - 973   2020年

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  • 外傷患者における電子カルテ情報を用いた院内死亡予測モデルの開発と検証

    小倉健太郎, 小倉健太郎, 中野秀比古, 園生智弘, 園生智弘, 白川透, 白川透, 後藤匡啓, 後藤匡啓, 中村謙介

    日本救急医学会雑誌   31 ( 11 (Web) )   1110 - 1110   2020年

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  • COVID-19対応のための非接触型セルフ問診アプリの開発と活用

    園生智弘, 園生智弘, 高峰航, 高峰航, 後藤匡啓, 後藤匡啓, 添野祥子, 添野祥子, 森勇人, 川下陽一郎, 小倉崇以

    日本救急医学会雑誌   31 ( 11 (Web) )   2028 - 2028   2020年

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  • 降圧薬内服患者におけるqSOFAの敗血症及び院内死亡に対する予測性能の検討

    大沢樹輝, 園生智弘, 園生智弘, 添野祥子, 橋本克彦, 原湖楠, 原湖楠, 白川透, 白川透, 中村謙介, 後藤匡啓, 後藤匡啓

    日本救急医学会雑誌   31 ( 11 (Web) )   2337 - 2337   2020年

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  • Reply to: "Tracheal intubation in patients with cardiac arrest: Should we focus on success rate of intubation rather than the outcome of resuscitation?" 国際誌

    Hiroshi Okamoto, Tadahiro Goto, Kohei Hasegawa

    Resuscitation   138   302 - 303   2019年5月

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  • 救急医と新たなアカデミックキャリア 公衆衛生大学院のMPHを取得すると臨床研究ができるようになるのか

    後藤 匡啓

    日本救急医学会雑誌   29 ( 10 )   393 - 393   2018年10月

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  • 高齢と主気管支挿管の相関関係の検討

    石丸 忠賢, 後藤 匡啓, 高橋 仁, 萩原 祐亮, 岡本 洋史, 渡瀬 博子, 長谷川 耕平

    日本救急医学会雑誌   29 ( 10 )   470 - 470   2018年10月

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  • ビッグデータを用いた救急医学研究 救急外来のビッグデータを用いた機械学習によるトリアージの転帰予測性能の比較検討

    後藤 匡啓, 長谷川 耕平

    日本救急医学会雑誌   29 ( 10 )   327 - 327   2018年10月

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  • 小児救命医療の最適化に向けて 救急外来での小児気管挿管における複数回挿管と合併症発生率の関連

    國谷 有里, 後藤 匡啓, 舩越 拓, 岡本 洋史, 萩原 佑亮, 渡瀬 博子, 長谷川 耕平

    日本救急医学会雑誌   29 ( 10 )   387 - 387   2018年10月

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  • In reply: Confounding biases in the association between fentanyl use and hypotension after rapid sequence intubation. 国際誌

    Jin Takahashi, Tadahiro Goto, Hiroshi Okamoto, Yusuke Hagiwara, Hiroko Watase, Takashi Shiga, Kohei Hasegawa

    The American journal of emergency medicine   36 ( 9 )   1695 - 1695   2018年9月

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  • Response. 国際誌

    Tadahiro Goto, Kohei Hasegawa

    Chest   154 ( 2 )   458 - 459   2018年8月

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  • Response. 国際誌

    Tadahiro Goto, Carlos A Camargo Jr, Kohei Hasegawa

    Chest   154 ( 2 )   457 - 458   2018年8月

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  • 救急外来における卒後年数と初回挿管成功および合併症との関連

    岡正二郎, 後藤匡啓, 宜保光一郎, 岡本洋史, 萩原佑亮, 渡瀬博子, 長谷川耕平

    日本救急医学会雑誌   29 ( 10 )   505 - 505   2018年

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  • 多施設研究による日本からの情報発信 若手有志による多施設共同研究の可能性と限界

    萩原 佑亮, 岡本 洋史, 渡瀬 博子, 後藤 匡啓, 長谷川 耕平

    日本救急医学会雑誌   28 ( 9 )   436 - 436   2017年9月

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  • 救急外来における緊急気管挿管後の血圧上昇の発生率とリスク因子の検討

    井上 明彦, 岡本 洋史, 一二三 亨, 後藤 匡啓, 渡瀬 博子, 萩原 佑亮, 長谷川 耕平

    日本救急医学会雑誌   28 ( 9 )   544 - 544   2017年9月

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  • 循環動態が不安定な患者における気管挿管時のケタミンの血圧への影響

    石丸 忠賢, 後藤 匡啓, 高橋 仁, 岡本 洋史, 長谷川 耕平

    日本救急医学会雑誌   28 ( 9 )   559 - 559   2017年9月

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  • 気管挿管時の切歯圧・舌圧について、初期臨床研修1年経過後の比較

    竹内 慎哉, 志賀 隆, 小山 泰明, 中西 泰造, 本間 洋輔, 森田 浩史, 後藤 匡啓

    医学教育   48 ( Suppl. )   103 - 103   2017年8月

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    記述言語:日本語   出版者・発行元:(一社)日本医学教育学会  

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  • 救急外来での深昏睡患者における気管挿管迅速導入と挿管成功との関連

    後藤 匡啓, 萩原 佑亮, 岡本 洋史, 渡瀬 博子, 長谷川 耕平

    日本救急医学会雑誌   27 ( 9 )   438 - 438   2016年9月

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  • 救急外来における低血圧と初回気管挿管成功との関連

    中島 義之, 後藤 匡啓, 志賀 隆, 長谷川 耕平

    日本救急医学会雑誌   27 ( 9 )   439 - 439   2016年9月

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  • 肥満と気管挿管成功率の関連 救急気道管理に関する多施設前向き観察研究

    薬師寺 泰匡, 後藤 匡啓, 白坂 渉, 長谷川 耕平

    日本救急医学会雑誌   27 ( 9 )   521 - 521   2016年9月

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  • Sex differences in the risk of hospitalization among patients presenting to US emergency departments with asthma exacerbation, 2010-2012 査読

    Tadahiro Goto, Yusuke Tsugawa, Carlos A. Camargo, Kohei Hasegawa

    Journal of Allergy and Clinical Immunology: In Practice   4 ( 1 )   149 - 151.e2   2016年1月

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    記述言語:英語   出版者・発行元:ELSEVIER SCIENCE BV  

    DOI: 10.1016/j.jaip.2015.11.023

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  • 肥満と気管挿管成功率の関連 救急気道管理に関する多施設前向き観察研究(JEAN study)

    薬師寺 泰匡, 後藤 匡啓, 長谷川 耕平

    日本救急医学会雑誌   26 ( 8 )   375 - 375   2015年8月

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  • 救急外来での気管挿管の実態と推移

    後藤 縁, 後藤 匡啓, 津川 友介, 長谷川 耕平

    日本救急医学会雑誌   26 ( 8 )   409 - 409   2015年8月

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  • 高機能挿管シミュレーターを用いた気管挿管成功とブレードの舌への圧力の関連についての検討 多施設前向き観察研究

    本間 洋輔, 中西 泰造, 小山 泰明, 後藤 匡啓, 志賀 隆

    日本救急医学会雑誌   26 ( 8 )   442 - 442   2015年8月

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  • Isotonic fluid for intravenous hydration maintenance in children. 国際誌

    Tadahiro Goto

    Lancet (London, England)   386 ( 9989 )   135 - 135   2015年7月

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  • はじめてでも論文が読めます。by GTO 論文とか抄読会って聞くだけでユウウツな先生方へ(第6回)(最終回) 論文の内容をうまく伝える

    後藤 匡啓

    レジデントノート   16 ( 15 )   2859 - 2863   2015年1月

  • はじめてでも論文が読めます。by GTO 論文とか抄読会って聞くだけでユウウツな先生方へ(第5回) 論文を読んでみよう!(その2) バイアスを考える

    後藤 匡啓

    レジデントノート   16 ( 13 )   2454 - 2458   2014年12月

  • はじめてでも論文が読めます。by GTO 論文とか抄読会って聞くだけでユウウツな先生方へ(第4回) 論文を読んでみよう!(その1) どこに何が書いてあるかをLet'sチェック!

    後藤 匡啓

    レジデントノート   16 ( 12 )   2274 - 2279   2014年11月

  • はじめてでも論文が読めます。by GTO 論文とか抄読会って聞くだけでユウウツな先生方へ(第3回) ジャーナルってどんな種類があるの? 論文はどうやって探すの?

    後藤 匡啓

    レジデントノート   16 ( 10 )   1882 - 1886   2014年10月

  • はじめてでも論文が読めます。by GTO 論文とか抄読会って聞くだけでユウウツな先生方へ(第2回) 「論文」って、何だろう?

    後藤 匡啓

    レジデントノート   16 ( 9 )   1730 - 1734   2014年9月

  • 小児救急医の条件(第7回) 小児の咳嗽

    後藤 匡啓

    救急医学   38 ( 9 )   1092 - 1097   2014年9月

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    記述言語:日本語   出版者・発行元:(株)へるす出版  

    CiNii Books

    CiNii Research

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  • 【実践で使えるERのマイナー 診察法の基本とcommon&critical diseaseの診かた】耳鼻咽喉科 めまい 病歴を中心に考える

    後藤 匡啓

    ERマガジン   11 ( 3 )   456 - 462   2014年9月

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    記述言語:日本語   出版者・発行元:(株)シービーアール  

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  • いかなる外傷症例で初回気管挿管失敗率が高いか? 患者搬入前から気道確保のバックアップを考える

    森田 浩史, 後藤 匡啓, 川野 貴久, 長谷川 耕平

    日本救急医学会雑誌   25 ( 8 )   522 - 522   2014年8月

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    記述言語:日本語   出版者・発行元:(一社)日本救急医学会  

    J-GLOBAL

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  • はじめてでも論文が読めます。by GTO 論文とか抄読会って聞くだけでユウウツな先生方へ(第1回) そもそも抄読会ってなんなのさ?

    後藤 匡啓, EM Alliance Journal Club Team

    レジデントノート   16 ( 7 )   1348 - 1351   2014年8月

  • 救急外来における挿管失敗回数とレスキュー挿管の成功率との関連

    後藤 匡啓, 宜保 光一郎, 萩原 佑亮, 森田 浩史, 長谷川 耕平

    日本救急医学会雑誌   25 ( 8 )   479 - 479   2014年8月

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    記述言語:日本語   出版者・発行元:(一社)日本救急医学会  

    J-GLOBAL

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  • ERで働く医師におけるセンサー内蔵挿管手技評価シミュレーターを用いた気管挿管経験数と手技の比較

    小山 泰明, 後藤 匡啓, 近藤 貴士郎

    日本救急医学会雑誌   25 ( 8 )   496 - 496   2014年8月

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    記述言語:日本語   出版者・発行元:(一社)日本救急医学会  

    J-GLOBAL

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  • 【どこまで対応する?救急疾患-最初に診る医者がやるべきことから最新治療まで-】プライマリ・ケアで遭遇する救急疾患 熱傷

    小谷 聡司, 後藤 匡啓

    治療   96 ( 7 )   1131 - 1137   2014年7月

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  • 【ER的小児救急-見抜く力、確かな根拠】外因系 異物総論(鼻、耳、誤飲) 子どもは何でも穴に入れたがる

    後藤 匡啓

    ERマガジン   11 ( 2 )   254 - 259   2014年6月

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    記述言語:日本語   出版者・発行元:(株)シービーアール  

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  • 集中治療室における独居高齢者の転帰

    後藤 匡啓, 五十嵐 佑子, 川田 篤志, 中島 有香, 吉永 雄一, 大谷 尚之, 伊藤 裕介, 澤野 宏隆, 林 靖之, 甲斐 達朗

    日本集中治療医学会雑誌   21 ( Suppl. )   [DP - 1]   2014年1月

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    記述言語:日本語   出版者・発行元:(一社)日本集中治療医学会  

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  • センサー内蔵挿管手技評価シミュレーターを用いた気管挿管経験数と手技(時間・後屈度・圧力)の比較

    小山 泰明, 後藤 匡啓

    日本集中治療医学会雑誌   21 ( Suppl. )   [DP - 5]   2014年1月

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    記述言語:日本語   出版者・発行元:(一社)日本集中治療医学会  

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  • 高齢者の院外心停止に対して体外式膜型人工肺を用いた心肺蘇生例の予後検討

    後藤 匡啓, 澤野 宏隆, 吉永 雄一, 佐藤 秀峰, 大場 次郎, 伊藤 裕介, 大谷 尚之, 夏川 知輝, 林 靖之, 甲斐 達朗

    日本集中治療医学会雑誌   21 ( Suppl. )   [DP - 6]   2014年1月

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    記述言語:日本語   出版者・発行元:(一社)日本集中治療医学会  

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  • 【あの手この手で攻める!腹痛の診断戦略 解剖学的アプローチから落とし穴回避のワザまで】(第5章)ひねりのきいた腹痛を攻める 小児の腹痛 センセイ、嫌い!!

    後藤 匡啓

    レジデントノート   別冊 ( 救急・ERノート8 )   193 - 204   2013年2月

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    記述言語:日本語   出版者・発行元:(株)羊土社  

    <Point>・子どもの診察に慣れるべし。主役は子ども・とにかく虫垂炎と腸重積!そしてエコーに慣れるべし・すみずみまで診察し、腹部疾患以外の腹痛を見逃さない・家族への説明とマネジメントを丁寧に(著者抄録)

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  • 頸部痛と全身脱力を主訴とする救急外来を受診したくも膜下出血の1例

    沼田 賢治, 後藤 匡啓, 小淵 岳恒, 木村 哲也, 林 寛之

    日本救急医学会雑誌   23 ( 10 )   663 - 663   2012年10月

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    記述言語:日本語   出版者・発行元:(一社)日本救急医学会  

    J-GLOBAL

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  • 【ピンチを回避する!救急診療のツボ 見たことがない病態では?検査で意外な結果が出たときは?スマートな患者接遇は?…など、あなたの疑問に答えます】(第6章)救急外来で使う薬剤で悩むこと ちょっと待った!!クスリの危険な相互作用

    後藤 匡啓

    レジデントノート   14 ( 11 )   2214 - 2220   2012年10月

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    記述言語:日本語   出版者・発行元:(株)羊土社  

    <Point>・患者が飲んでいる薬を必ず確認し、薬による症状でないか調べる・基本的な薬物相互作用のしくみと危険な例を知る・自分が処方する際に相互作用に気を配る(著者抄録)

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  • 内科緊急挿管時における鎮静薬 ミダゾラムとプロポフォールの比較検討

    後藤 匡啓, 千葉 拓世, 森田 浩史, 永井 秀哉, 辻 英明, 山本 篤史, 小淵 岳恒, 嶋田 喜充, 木村 哲也, 長谷川 耕平

    日本救急医学会雑誌   23 ( 10 )   593 - 593   2012年10月

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    記述言語:日本語   出版者・発行元:(一社)日本救急医学会  

    J-GLOBAL

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  • 本邦救急外来における気管チューブイントラデューサーを用いた気道確保の実態

    森田 浩史, 千葉 拓世, 後藤 匡啓, 辻 英明, 山本 篤史, 増井 伸高, 小淵 岳恒, 嶋田 喜充, 木村 哲也, 林 寛之, 長谷川 耕平

    日本救急医学会雑誌   23 ( 10 )   642 - 642   2012年10月

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    記述言語:日本語   出版者・発行元:(一社)日本救急医学会  

    J-GLOBAL

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  • 災害医療と緊急被ばく医療の必要性が同時に発生した際の初期対応

    徳永 日呂伸, 安藤 裕貴, 後藤 匡啓, 辻 英明, 山本 篤史, 森田 浩史, 小淵 岳恒, 嶋田 喜充, 木村 哲也, 林 寛之, 寺澤 秀一

    日本救急医学会雑誌   22 ( 8 )   646 - 646   2011年8月

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    記述言語:日本語   出版者・発行元:(一社)日本救急医学会  

    J-GLOBAL

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  • ER型救急医のためのウェブジャーナルクラブの試み EM Allianceから

    加藤 陽一, 後藤 匡啓, 森 浩介, 倉田 秀明, 永井 秀哉, 志賀 隆

    日本救急医学会雑誌   22 ( 8 )   421 - 421   2011年8月

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    記述言語:日本語   出版者・発行元:(一社)日本救急医学会  

    J-GLOBAL

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  • 挿管のレスキュー手段には何が使われていたか?その成功率はどうだったか? 救急気道管理に関する多施設前向き観察研究(JEAN study)

    森田 浩史, 千葉 拓世, 永井 秀哉, 後藤 匡啓, 辻 英明, 山本 篤史, 小淵 岳恒, 徳永 比呂伸, 嶋田 喜充, 木村 哲也, 長谷川 耕平, Japanese Emergency Medicine Research Alliance (JEMRA)

    日本救急医学会雑誌   22 ( 8 )   498 - 498   2011年8月

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    記述言語:日本語   出版者・発行元:(一社)日本救急医学会  

    J-GLOBAL

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  • 傍神経節腫と神経節細胞腫が混在した後腹膜腫瘍の1例

    黒川 哲之, 伊藤 秀明, 後藤 匡啓, 岡田 昌裕, 横川 竜生, 棚瀬 和弥, 大山 伸幸, 秋野 裕信, 横山 修, 法木 左近, 石田 泰一

    泌尿器科紀要   56 ( 6 )   339 - 339   2010年6月

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    記述言語:日本語   出版者・発行元:泌尿器科紀要刊行会  

    J-GLOBAL

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受賞

  • Top Reviewers of CHEST, the official journal of the American College of Chest Physicians

    2024年1月  

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  • People's Award (most voted)

    2023年10月   TMDU 3rd Datathon  

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  • Finalists, European Society of Intensive Care Medicine datathon

    2023年5月  

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  • 1st prize,

    2022年6月   European Society of Intensive Care Medicine datathon  

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  • Best Presentation Award in Datathon

    2021年12月   Healthcare AI EXPO 2021  

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  • Outstanding Performance Award in Datathon (Finalist)

    2020年12月   Healthcare AI EXPO 2020  

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  • 優秀演題賞

    2020年7月   日本集中治療学会  

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  • 海外留学助成リサーチフェローシップ

    2016年10月   上原記念生命科学財団  

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  • Excellence in Research Award (Best paper)

    2016年10月   American College of Emergency Physicians  

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  • 海外リサーチフェローシップ

    2015年5月   聖路加ライフサイエンス研究所  

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共同研究・競争的資金等の研究課題

  • 病態に強固な関連がある敗血症新規サブクラス分類の開発

    研究課題/領域番号:23K27696  2024年4月 - 2026年3月

    日本学術振興会  科学研究費助成事業  基盤研究(B)

    工藤 大介, 田宮 元, 早川 峰司, 菱沼 英史, 久志本 成樹, 成田 暁, 山川 一馬, 佐藤 哲哉, 小柴 生造, 湯本 哲也, 後藤 匡啓, 近藤 豊, 石原 唯史, 佐藤 幸男, 錦見 満曉, 堤 悠介, 高山 渉, 鈴木 浩大, 春日井 大介

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    配分額:12090000円 ( 直接経費:9300000円 、 間接経費:2790000円 )

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  • 病態に強固な関連がある敗血症新規サブクラス分類の開発

    研究課題/領域番号:23H03005  2023年4月 - 2026年3月

    日本学術振興会  科学研究費助成事業  基盤研究(B)

    工藤 大介, 田宮 元, 早川 峰司, 菱沼 英史, 久志本 成樹, 成田 暁, 山川 一馬, 佐藤 哲哉, 小柴 生造, 後藤 匡啓

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    配分額:18720000円 ( 直接経費:14400000円 、 間接経費:4320000円 )

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  • アジアにおける救急搬送効率化システムの導入効果検証と国際多施設データベースの構築

    研究課題/領域番号:23K15610  2023年4月 - 2025年3月

    日本学術振興会  科学研究費助成事業 若手研究  若手研究

    後藤 匡啓

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    配分額:3120000円 ( 直接経費:2400000円 、 間接経費:720000円 )

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  • ドネペジルのドラッグリポジショニングによるCOVID-19後遺症治療薬の開発 -精神症状治療薬へのリポジショニング-

    研究課題/領域番号:21fk0108486h0001  2022年3月 - 2023年4月

    日本医療研究開発機構(AMED) 

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    担当区分:研究分担者 

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  • 救急遠隔医療システムの応用により病院前から院内及び多施設間までのシームレスな情報共有を図り重症化を予防するための医療機器システムの開発

    2021年 - 2024年

    国立研究開発法人日本医療研究開発機構  医療機器等における先進的研究開発・開発体制強靭化事業 (基盤技術開発プロジェクト)  応用フェーズの研究開発課題

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    担当区分:研究分担者 

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  • 機械学習による経時的なQOL変化、及び質調整生存年(QALY)の予測に関する研究

    研究課題/領域番号:20K10376  2020年4月 - 2023年3月

    日本学術振興会  科学研究費助成事業 基盤研究(C)  基盤研究(C)

    山本 洋介, 大前 憲史, 後藤 匡啓

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    配分額:4290000円 ( 直接経費:3300000円 、 間接経費:990000円 )

    令和3年度は、前年度実施した、機械学習を用いたQoL推定に関する検討結果に基づき、コホートや既存の大規模データベースに含まれるからQoLを推定するための新規質問票調査を行った。具体的には、一般住民集団を対象に、QoLの予測に必要な情報の粒度の細かいコホートデータに含まれる変数群と、汎用性の高いレセプトならびにDPC、さらには健診情報から得られる変数群を合わせてデータを行った。その際には、世界における包括的QOLのデファクトスタンダードであるSF-36ならびに効用値を同時に収集した。その際には、以前の課題と同様のサンプルを含めるようにデザインを行い、経時的な推定も可能なデザインとした。また、新型コロナウイルス感染症の流行下において、コロナおイルス感染症の罹患状況(自身ならびに周囲を含む)、さらにはその影響による社会経済的状況の変化も検討する必要があることが予想されたことから、これらの因子とQoL悪化との関連性についても併せて疫学的な観点から検討を行った。
    <BR>
    本年度の結果として、各種併存疾患や性年齢で調整した後も、新型コロナウイルス感染症罹患への不安を有することや、あるいは自身や家族および知り合いの罹患に関する状況と、各種QoL指標の低下との間に関連性があることが示唆された。同時に、収入の低下などの社会経済にかかる因子もQoLの経時的な低下に影響を与えうることが明らかとなり、QoLの一時点ならびに経時的な推定に関しても、これらの因子を考慮することの必要性を示唆する所見が得られた。
    なお、QoLの推定に関するデータ収集については、令和4年度も再度追加調査を行い、3年間の縦断データとしてデータ量を増やしたうえで、経時的な分析を引き続き実施する予定である。

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担当経験のある科目(授業)

  • ヘルスサービスリサーチ

    2025年4月 - 現在 機関名:横浜市立大学

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