Electrocardiogram-based machine learning for risk stratification of patients with suspected acute coronary syndrome.

Journal: European heart journal
PMID:

Abstract

BACKGROUND AND AIMS: The importance of risk stratification in patients with chest pain extends beyond diagnosis and immediate treatment. This study sought to evaluate the prognostic value of electrocardiogram feature-based machine learning models to risk-stratify all-cause mortality in those with chest pain.

Authors

  • Zeineb Bouzid
    Department of Electrical and Computer Engineering, University of Pittsburgh, Pittsburgh, PA, USA.
  • Ervin Sejdić
    Department of Electrical and Computer Engineering, University of Pittsburgh, Benedum Hall, Pittsburgh, PA 15260, USA. Electronic address: esejdic@ieee.org.
  • Christian Martin-Gill
    Department of Emergency Medicine, University of Pittsburgh, Pittsburgh, PA, USA.
  • Ziad Faramand
    Department of Acute & Tertiary Care Nursing, University of Pittsburgh, Pittsburgh, PA, USA.
  • Stephanie Frisch
    Department of Acute & Tertiary Care Nursing, University of Pittsburgh, Pittsburgh, PA, USA.
  • Mohammad Alrawashdeh
    Jordan University of Science & Technology, Irbid, Jordan.
  • Stephanie Helman
    Department of Acute and Tertiary Care Nursing, University of Pittsburgh, Pittsburgh, Pennsylvania, United States.
  • Tanmay A Gokhale
    Division of Cardiology, University of Pittsburgh, Pittsburgh, PA, USA; University of Pittsburgh Medical Center (UPMC), Pittsburgh, PA, USA.
  • Nathan T Riek
    Department of Electrical and Computer Engineering, University of Pittsburgh, Pittsburgh, PA, USA.
  • Karina Kraevsky-Phillips
    University of Pittsburgh, Pittsburgh, PA, USA.
  • Richard E Gregg
  • Susan M Sereika
    University of Pittsburgh, Pittsburgh, PA, USA.
  • Gilles Clermont
    Cardiopulmonary Research Laboratory, Department of Critical Care Medicine, University of Pittsburgh, Pittsburgh, PA.
  • Murat Akcakaya
    Department of Electrical and Computer Engineering, University of Pittsburgh, Pittsburgh, PA, USA, akcakaya@pitt.edu,tugcebusraiu@gmail.com.
  • Jessica K Zègre-Hemsey
    School of Nursing, University of North Carolina at Chapel Hill.
  • Samir Saba
    Division of Cardiology, School of Medicine, University of Pittsburgh, Pittsburgh, PA, USA.
  • Clifton W Callaway
    Department of Emergency Medicine, University of Pittsburgh, Pittsburgh, PA, USA; University of Pittsburgh Medical Center (UPMC), Pittsburgh, PA, USA.
  • Salah S Al-Zaiti
    Departments of Acute & Tertiary Care Nursing, Emergency Medicine, and Cardiology, University of Pittsburgh, Pittsburgh, PA, USA.