Clinical Phenotyping of Out-of-Hospital Cardiac Arrest Patients With Shockable Rhythm　― Machine Learning-Based Unsupervised Cluster Analysis ―-Reference-Cited by-同舟云学术

Clinical Phenotyping of Out-of-Hospital Cardiac Arrest Patients With Shockable Rhythm　― Machine Learning-Based Unsupervised Cluster Analysis ―

Published:2021-11-02 Issue: Volume: Page:
ISSN:1346-9843
Container-title:Circulation Journal
language:en
Short-container-title:Circ J

Author:

Okada Yohei¹,Komukai Sho²,Kitamura Tetsuhisa³,Kiguchi Takeyuki⁴,Irisawa Taro⁵,Yamada Tomoki⁶,Yoshiya Kazuhisa⁷,Park Changhwi⁸,Nishimura Tetsuro⁹,Ishibe Takuya¹⁰,Yagi Yoshiki¹¹,Kishimoto Masafumi¹²,Inoue Toshiya¹³,Hayashi Yasuyuki¹⁴,Sogabe Taku¹⁵,Morooka Takaya¹⁶,Sakamoto Haruko¹⁷,Suzuki Keitaro¹⁸,Nakamura Fumiko¹⁹,Matsuyama Tasuku²⁰,Nishioka Norihiro¹,Kobayashi Daisuke¹,Matsui Satoshi³,Hirayama Atsushi²¹,Yoshimura Satoshi¹,Kimata Shunsuke¹,Shimazu Takeshi⁵,Ohtsuru Shigeru²²,Iwami Taku¹

Affiliation:

1. Department of Preventive Services, School of Public Health, Kyoto University

2. Division of Biomedical Statistics, Department of Integrated Medicine, Graduate School of Medicine, Osaka University

3. Division of Environmental Medicine and Population Sciences, Department of Social and Environmental Medicine, Graduate School of Medicine, Osaka University

4. Critical Care and Trauma Center, Osaka General Medical Center

5. Department of Traumatology and Acute Critical Medicine, Graduate School of Medicine, Osaka University

6. Emergency and Critical Care Medical Center, Osaka Police Hospital

7. Department of Emergency and Critical Care Medicine, Kansai Medical University, Takii Hospital

8. Department of Emergency Medicine, Tane General Hospital

9. Department of Critical Care Medicine, Osaka City University

10. Department of Emergency and Critical Care Medicine, Kindai University Faculty of Medicine

11. Osaka Mishima Emergency Critical Care Center

12. Osaka Prefectural Nakakawachi Medical Center of Acute Medicine

13. Senshu Trauma and Critical Care Center

14. Senri Critical Care Medical Center, Saiseikai Senri Hospital

15. Traumatology and Critical Care Medical Center, National Hospital Organization Osaka National Hospital

16. Emergency and Critical Care Medical Center, Osaka City General Hospital

17. Department of Pediatrics, Osaka Red Cross Hospital

18. Emergency and Critical Care Medical Center, Kishiwada Tokushukai Hospital

19. Department of Emergency and Critical Care Medicine, Kansai Medical University

20. Department of Emergency Medicine, Kyoto Prefectural University of Medicine

21. Public Health, Department of Social and Environmental Medicine, Graduate School of Medicine, Osaka University

22. Department of Primary Care and Emergency Medicine, Graduate School of Medicine, Kyoto University

Publisher

Japanese Circulation Society

Subject

Cardiology and Cardiovascular Medicine,General Medicine

Link

https://www.jstage.jst.go.jp/article/circj/advpub/0/advpub_CJ-21-0675/_pdf

Reference52 articles.

1. 1. Panchal AR, Bartos JA, Cabañas JG, Donnino MW, Drennan IR, Hirsch KG, et al. Part 3: Adult Basic and Advanced Life Support: 2020 American Heart Association Guidelines for Cardiopulmonary Resuscitation and Emergency Cardiovascular Care. Circulation 2020; 142: S366–S468.

2. 2. Yannopoulos D, Bartos J, Raveendran G, Walser E, Connett J, Murray TA, et al. Advanced reperfusion strategies for patients with out-of-hospital cardiac arrest and refractory ventricular fibrillation (ARREST): A phase 2, single centre, open-label, randomised controlled trial. The Lancet 2020; 396: 1807–1816.

3. 3. Nakashima T, Noguchi T, Tahara Y, Nishimura K, Ogata S, Yasuda S, et al. Patients with refractory out-of-cardiac arrest and sustained ventricular fibrillation as candidates for extracorporeal cardiopulmonary resuscitation: Prospective multi-center observational study. Circ J 2019; 83: 1011–1018.

4. 4. Okada Y, Kiguchi T, Irisawa T, Yoshiya K, Yamada T, Hayakawa K, et al. Association between low pH and unfavorable neurological outcome among out-of-hospital cardiac arrest patients treated by extracorporeal CPR: A prospective observational cohort study in Japan. J Intensive Care 2020; 8: 34.

5. 5. Matsuyama T, Irisawa T, Yamada T, Hayakawa K, Yoshiya K, Noguchi K, et al. Impact of low-flow duration on favorable neurological outcomes of extracorporeal cardiopulmonary resuscitation after out-of-hospital cardiac arrest: A multicenter prospective study. Circulation 2020; 141: 1031–1033.

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