Related Experiment Video
Updated: Jul 12, 2026

In Silico Clinical Trials for Cardiovascular Disease
Published on: May 27, 2022
Risk models for sudden cardiac death in cardiomyopathies: clinical, methodological and ethical challenges
Alexios S Antonopoulos1, Vasiliki Gardikioti1, Thomas Gossios2
1Cardiogenetics Unit, 1st Department of Cardiology, Hippokration General Hospital, National and Kapodistrian University of Athens, Athens 11527, Greece.
Sudden cardiac death (SCD) in inherited cardiomyopathies is preventable. Accurate risk prediction models are crucial, evolving towards individualized approaches integrating genetics and biomarkers to reduce mortality.
Area of Science:
- Cardiology
- Genetics
- Biomarkers
Background:
- Sudden cardiac death (SCD) is a critical concern in inherited cardiomyopathies.
- Preventing SCD via implantable cardioverter-defibrillators necessitates precise risk stratification.
- Current risk prediction is shifting from phenotype-based to individualized strategies.
Purpose of the Study:
- To critically evaluate existing SCD risk prediction models for cardiomyopathies.
- To explore methodological concepts and limitations in current risk stratification tools.
- To discuss the future of risk prediction for reducing mortality.
Main Methods:
- Review of available SCD risk prediction models across cardiomyopathy subtypes (HCM, ARVC).
- Evaluation of phenotype-based, genotype-based, and multimodal approaches.
- Analysis of methodological challenges including data sparsity and validation.
Main Results:
- Validated tools exist for hypertrophic cardiomyopathy (HCM) and arrhythmogenic right ventricular cardiomyopathy (ARVC).
- Emerging gene-specific models show promise but require further validation.
- Limitations include data sparsity, endpoint heterogeneity, and lack of external validation.
Conclusions:
- Current risk models are not widely implemented in routine care.
- Fixed risk thresholds pose challenges when competing risks are not considered.
- Future models must be dynamic, longitudinal, multimodal, and patient-centered for effective mortality reduction.
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