Common and distinct genetic features of three atherosclerotic cardiovascular diseases

Ling Li1, Rainer Malik2, Carla Abrahamian1

  • 1Department of Cardiology, German Heart Center, TUM University Hospital, TUM School of Medicine and Health, Technical University of Munich, Munich, Germany; Deutsches Zentrum für Herz- und Kreislauferkrankungen (DZHK), Partner Site Munich Heart Alliance, Munich, Germany.

Atherosclerosis
|April 28, 2026
PubMed

Insights

Atherosclerotic cardiovascular diseases (ASCVDs) like coronary artery disease (CAD), peripheral arterial disease (PAD), and ischemic stroke (IS) share genetic underpinnings but also have distinct genetic factors. Understanding these genetic differences is key for targeted drug development.

Area of Science:

  • Genetics
  • Cardiovascular Medicine
  • Epidemiology

Background:

  • Coronary artery disease (CAD), peripheral arterial disease (PAD), and ischemic stroke (IS) are major manifestations of atherosclerotic cardiovascular diseases (ASCVDs).
  • The shared and distinct genetic factors influencing these conditions remain incompletely understood.

Purpose of the Study:

  • To systematically investigate the common and unique genetic architectures of CAD, PAD, and IS.
  • To identify shared and distinct genetic risk loci and associated pathways across these ASCVDs.

Main Methods:

  • Calculated SNP-based heritability using GCTA-GREML in UK Biobank data.
  • Analyzed genetic correlations and causal relationships using GWAS summary data for ASCVDs, risk factors, and comorbidities.
  • Performed cross-trait meta-analyses and pathway analyses to pinpoint shared and distinct genetic risk loci and pathway activities.

Main Results:

  • CAD exhibited the highest heritability (23.7%), followed by PAD (15.1%) and IS (9.1%).
  • Significant genetic correlations were observed between CAD and PAD (rg=0.65), and between CAD/PAD and IS (rg=0.47-0.48).
  • Of 233 significant risk loci, 71 were shared across all three ASCVDs, and 159 were shared by at least two. Lipid traits were strongly linked to CAD/PAD, while diabetes and lifestyle factors predominantly affected PAD. Blood coagulation pathways and atrial fibrillation were mainly associated with IS. Vascular remodeling and inflammation pathways were enriched across all ASCVDs.

Conclusions:

  • The genetic basis of CAD, PAD, and IS shows substantial variation, with both shared and distinct genetic influences on risk factors and pathways.
  • These findings highlight differences in atherosclerosis pathogenesis across arterial beds and suggest that shared genetic features are valuable for identifying drug targets.
Abstract

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