# Causal relationships between serum metabolites and coronary heart disease risk: a mendelian randomization study

**Authors:** Xiao-Yan Meng, Yong-Qing Zhu, Ying-Jie Zhang, Wei Sun, Shu-Ang Li

PMC · DOI: 10.3389/fgene.2025.1440364 · Frontiers in Genetics · 2025-03-20

## TL;DR

This study uses genetic data to identify metabolites linked to heart disease risk, finding that mitochondrial-related molecules like hexadecanedioate may protect against coronary heart disease.

## Contribution

The study identifies 15 metabolites, including 6 protective and 9 harmful ones, with a novel focus on mitochondrial function and hexadecanedioate's protective role in CHD.

## Key findings

- Hexadecanedioate is associated with an ∼18% reduced risk of CHD (OR = 0.82, 95%CI: 0.72–0.93).
- Six metabolites showed protective effects, while nine were identified as risk factors for CHD.
- Many identified metabolites are linked to mitochondrial function, suggesting their role in CHD development.

## Abstract

Coronary heart disease (CHD) represents a substantial global burden in terms of morbidity and mortality. Understanding the causal relationships between serum metabolites and CHD can provide a crucial understanding of disease mechanisms and potential therapeutic targets.

We conducted a Mendelian randomization (MR) approach to explore the potential causal associations between serum metabolites and CHD risk. The primary analysis employed the inverse variance weighted (IVW) method, supplemented by additional analyses, including MR-Egger, weighted median, weighted mode, and sample mode. To bolster the robustness and reliability of our findings, we performed sensitivity analyses, which included evaluating, horizontal pleiotropy and leave-one-out analysis. Additionally, pathway enrichment analysis was conducted.

We identified 15 known and 11 unknown metabolites with potential associations to CHD. Among the known, six displayed protective effects, while nine were identified as risk factors. Notably, many of these metabolites are closely related to mitochondrial function, which was further supported by pathways and enrichment analysis. Using multiple statistical models to ensure robust results, we unveiled a significant association between hexadecanedioate, a palmitoyl lipid metabolized in mitochondria, and a ∼18% reduced risk of CHD (OR = 0.82, 95%CI: 0.72–0.93).

MR analysis revealed 6 protective molecules, 9 hazardous metabolites associated with CHD. Many of these known metabolites are closely link to mitochondrial function, suggesting a critical role of mitochondria in CHD development. In particular, hexadecanedioate, an essential component for mitochondrial energy production, was inversely associated with CHD risk. This suggests that mitochondrial function, and specifically the role of hexadecanedioate, may be pivotal in the development and progression of CHD.

## Linked entities

- **Chemicals:** hexadecanedioate (PubChem CID 7058076)
- **Diseases:** coronary heart disease (MONDO:0005010)

## Full-text entities

- **Diseases:** CHD (MESH:D003327)

## Full text

_Full body text omitted from this summary view._ Fetch the complete paper as Markdown: https://tomesphere.com/paper/PMC11965349/full.md

## Figures

2 figures with captions in the complete paper: https://tomesphere.com/paper/PMC11965349/full.md

## References

26 references — full list in the complete paper: https://tomesphere.com/paper/PMC11965349/full.md

---
Source: https://tomesphere.com/paper/PMC11965349