# Mendelian randomization and transcriptome analysis reveal depression-driven regulatory patterns of the immune microenvironment in myocardial infarction and heart failure

**Authors:** Zihao Zhou, Xiaotongning Yu, Yani Jin, Ziyi Liu, Guoqiang Liang, Ben Ma, Anqi Hou, Tongfei Gu, Na Xu, Shuo Sun

PMC · DOI: 10.3389/fimmu.2026.1727699 · Frontiers in Immunology · 2026-01-29

## TL;DR

This study finds that depression increases the risk of heart disease and identifies specific genes and immune patterns linking the two conditions.

## Contribution

The study identifies MDD-driven gene panels and immune subtypes in cardiovascular disease using multi-omic and genetic approaches.

## Key findings

- MDD has a directional causal effect on MI and HF, supported by Mendelian randomization and epidemiological data.
- Six robust MDD-related biomarkers were identified that can discriminate MI and HF in peripheral blood.
- Two reproducible immune subtypes of CVD linked to depression were defined: homeostatic/pro-fibrotic and inflammatory-metabolic.

## Abstract

Major depressive disorder (MDD) and cardiovascular diseases (CVD) are mutually amplifying global health burdens, yet the causal directions and immune-determined molecular substructures that link MDD to myocardial infarction (MI) and heart failure (HF) remain poorly resolved.

Bidirectional two-sample Mendelian randomization (MR) was applied to large-scale GWAS (1.35 million MDD; 361 K MI; 977 K HF) followed by replication in 11,004 NHANES 2005–2020 participants using restricted cubic splines and multivariable logistic regression. Multi-cohort transcriptomics (peripheral blood microarray n = 447; in-house RNA-seq n = 14; left-ventricular tissue from dilated cardiomyopathy (DCM) patients (n = 332) were integrated to identify MDD-driven expression signatures. LASSO regression, CIBERSORT, ssGSEA, consensus clustering and GSVA were employed to derive diagnostic gene panels and immune endotypes.

MR analyses provided genetic evidence consistent with a directional effect of MDD on MI (IVW β = 0.01, P = 4.6 × 10⁻6) and HF (IVW β = 0.19, P = 1.3 × 10⁻6) without reverse causation. Depression (PHQ-9 ≥ 10) has a dose-dependent nonlinear association with MI and HF (P<0.0001), with adjusted odds ratios (OR) of 1.80 (95% CI: 1.07-3.05) and 2.41 (95% CI: 1.45-4.00), respectively. A total of 202 MDD-related genes were identified through integrated transcriptomic analysis. After cross validation with the MI/HF dataset, six robust biomarkers (TMEM43, C1orf174, L3MBTL4, OR52N4, SLC25A20, MISP3) were screened. Risk-score models discriminated MI (AUC = 0.90–1.00) and HF (AUC = 0.95) in peripheral blood, but HF discrimination in cardiac tissue was modest (AUC = 0.60). Consensus clustering on 184 MDD-correlated genes stratified each CVD into two reproducible subtypes: a “homeostatic/pro-fibrotic” cluster enriched for ribosomal and cell-cycle pathways and an “inflammatory-metabolic” cluster characterized by NF-κB, TNF-α, IL-6, complement and coagulation activation.

Genetic, epidemiological, and multi-omic evidence supports a directional association between MDD and increased risk of MI and HF. We deliver reproducible blood-based gene panels and immune endotypes that dissect biologically distinct MDD-CVD substructures, offering actionable targets for precision immunomodulatory therapy in cardio-depressive comorbidity.

## Linked entities

- **Genes:** TMEM43 (transmembrane protein 43) [NCBI Gene 79188], C1orf174 (chromosome 1 open reading frame 174) [NCBI Gene 339448], L3MBTL4 (L3MBTL histone methyl-lysine binding protein 4) [NCBI Gene 91133], OR52N4 (olfactory receptor family 52 subfamily N member 4) [NCBI Gene 390072], SLC25A20 (solute carrier family 25 member 20) [NCBI Gene 788], MISP3 (MISP family member 3) [NCBI Gene 113230]
- **Diseases:** Major depressive disorder (MONDO:0002009), myocardial infarction (MONDO:0005068), heart failure (MONDO:0005252), dilated cardiomyopathy (MONDO:0005021)

## Full-text entities

- **Genes:** C1orf174 (chromosome 1 open reading frame 174) [NCBI Gene 339448], IL6 (interleukin 6) [NCBI Gene 3569] {aka BSF-2, BSF2, CDF, HGF, HSF, IFN-beta-2}, TMEM43 (transmembrane protein 43) [NCBI Gene 79188] {aka ARVC5, ARVD5, AUNA3, EDMD7, EDMD7; AUNA2, LUMA}, OR52N4 (olfactory receptor family 52 subfamily N member 4) [NCBI Gene 390072] {aka OR11-64}, NFKB1 (nuclear factor kappa B subunit 1) [NCBI Gene 4790] {aka CVID12, EBP-1, KBF1, NF-kB, NF-kB1, NF-kappa-B1}, L3MBTL4 (L3MBTL histone methyl-lysine binding protein 4) [NCBI Gene 91133] {aka HsT1031}, TNF (tumor necrosis factor) [NCBI Gene 7124] {aka DIF, IMD127, TNF-alpha, TNFA, TNFSF2, TNLG1F}, MISP3 (MISP family member 3) [NCBI Gene 113230], SLC25A20 (solute carrier family 25 member 20) [NCBI Gene 788] {aka CAC, CACT}
- **Diseases:** Depression (MESH:D003866), HF (MESH:D006333), cardio-depressive comorbidity (MESH:D059347), DCM (MESH:D002311), CVD (MESH:D002318), MI (MESH:D009203), MDD (MESH:D003865), inflammatory (MESH:D007249)
- **Species:** Homo sapiens (human, species) [taxon 9606]

## Full text

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## Figures

9 figures with captions in the complete paper: https://tomesphere.com/paper/PMC12894390/full.md

## References

39 references — full list in the complete paper: https://tomesphere.com/paper/PMC12894390/full.md

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Source: https://tomesphere.com/paper/PMC12894390