Sudden cardiac arrest: Limitations in risk-stratification and treatment, and the potential for digital technologies

Sudarshan Srivats1, Fawzi Zghyer2, Zaid Shahrori3

  • 1The Department of Hospital Medicine, Catholic Medical Center, Manchester, NH, USA.

Insights

Sudden cardiac death (SCD) prediction is inadequate. This review explores new artificial intelligence (AI) models and digital tools to improve risk stratification and survival, addressing critical gaps in emergency response.

Area of Science:

  • Cardiology
  • Public Health
  • Biomedical Engineering

Background:

  • Sudden cardiac death (SCD) is a major cause of mortality globally.
  • Despite advances, survival after sudden cardiac arrest (SCA) is low, and prediction remains challenging.
  • Current risk stratification tools, like left ventricular ejection fraction (LVEF), have limitations.

Purpose of the Study:

  • To review current SCD etiologies and prevention guidelines.
  • To examine the potential of emerging risk scores, machine learning (ML), and artificial intelligence (AI) for SCD risk stratification.
  • To discuss system-level improvements in the chain of survival and the role of digital technologies.

Main Methods:

  • Comprehensive literature review of SCD etiologies, prevention strategies, and risk stratification tools.
  • Analysis of current guidelines for implantable cardioverter defibrillators (ICDs).
  • Exploration of emerging AI/ML models, digital health technologies, and system-level interventions.

Main Results:

  • Limitations of LVEF in SCD risk stratification are highlighted.
  • AI and ML models show promise in integrating diverse parameters for improved prediction.
  • Gaps in the chain of survival, from emergency medical services (EMS) activation to defibrillation, are identified.
  • Digital technologies offer potential for real-time SCA detection and response.

Conclusions:

  • There is a critical need for improved SCD prediction beyond LVEF.
  • AI and digital technologies can enhance SCD risk stratification and early detection.
  • Addressing system-level gaps in the chain of survival is essential for improving outcomes.
  • A multidisciplinary approach is required for comprehensive SCD prevention and response.

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