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Identification of Mediating Pathways Between Attention Deficit/Hyperactivity Disorder and Coronary Artery Disease and Heart Failure: A Two-Step Multivariable Mendelian Randomization Study

  • Jing Lin*
  • , Yiling Zhou*
  • , Tian Xie
  • , Jia Zhang
  • , Zekai Chen
  • , Zheng Chang
  • , Yaogang Wang
  • , Harold Snieder
  • , Chris H.L. Thio
  • , Catharina A. Hartman
  • *Corresponding author for this work
  • University of Groningen
  • Tianjin Medical University
  • Guangzhou National Laboratory
  • Shenzhen Center for Chronic Disease Control
  • Karolinska Institutet
  • University Medical Center Groningen

Research output: Contribution to journalArticleAcademicpeer-review

Abstract

Attention deficit/hyperactivity disorder (ADHD) is associated with an increased risk of cardiovascular diseases (CVDs). However, whether this is a causal relation and how ADHD may predispose to a higher risk of CVD needs to be determined. We aimed to assess the causal association between ADHD and both coronary artery disease (CAD) and heart failure (HF), and to quantify the mediating effects of potential modifiable mediators. We conducted a two-step, two-sample Mendelian randomization (MR) study using SNPs as genetic instruments for exposure and potential mediators. Leveraging summary data on the latest genomewide association studies for ADHD, proposed mediators (i.e., metabolic factors, inflammatory factors, lifestyle behaviors, psychiatric disorders, and educational attainment), CAD and HF, we decomposed the total effect of ADHD on each outcome into direct and indirect effects through multiple mediators. Genetically predicted ADHD was associated with increased odds of CAD (OR 1.13; 95% CI [1.07, 1.19]), with educational attainment (EA) being the largest contributor (32.27% mediation, 95% CI [18.33%, 56.93%]). Body mass index (BMI), type 2 diabetes (T2D), EA, smoking initiation (SI), and depression jointly explained 83.59% (95% CI [63.95%, 101.49%]) of the association. Genetically predicted ADHD was associated with increased odds of HF (OR 1.11; 95% CI [1.05, 1.19]), with SI being the largest contributor (35.87% mediation, 95% CI [13.75%, 100.14%]). BMI, T2D, and SI jointly explained 82.39% (95% CI [45.90%, 131.60%]) of the association. The findings support a causal relationship between ADHD and both CAD and HF. Several modifiable risk factors substantially mediate these associations, suggesting potential targets for interventions aimed at reducing CVD risk in individuals with ADHD.

Original languageEnglish
Pages (from-to)457-465
Number of pages9
JournalTwin Research and Human Genetics
Volume28
Issue number6
DOIs
Publication statusPublished - 2025

Bibliographical note

Publisher Copyright:
© The Author(s), 2026. Published by Cambridge University Press on behalf of International Society for Twin Studies.

UN SDGs

This output contributes to the following UN Sustainable Development Goals (SDGs)

  1. SDG 3 - Good Health and Well-being
    SDG 3 Good Health and Well-being

Keywords

  • ADHD
  • Coronary artery disease
  • Heart failure
  • Mediation analysis
  • Mendelian randomization

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