# Integrated expression quantitative trait loci and Mendelian randomization analyses of the candidate genes and pathways identified for myocardial infarction

**Authors:** Peichun He, Xiangwen Lv, Chuwen Fu, Zhen Qin, Siyuan Chen, Jinmin Zhao, Jian Xie

PMC · DOI: 10.3389/fmolb.2026.1693113 · 2026-03-11

## TL;DR

This study identifies genes and pathways linked to heart attacks using genetic and functional analyses, suggesting potential targets for treatment.

## Contribution

Integration of eQTL and MR analyses with in vitro validation reveals novel genes and pathways associated with myocardial infarction.

## Key findings

- Thirteen overlapping genes were identified through MR and mRNA expression analysis.
- Candidate genes are enriched in mitochondrial apoptotic and NOD-like signaling pathways.
- RT-qPCR confirmed gene expression levels in an in vitro model of myocardial infarction.

## Abstract

Myocardial infarction (MI) is a myocardial necrosis event caused by an unstable ischemic state that reduces life expectancy primarily through cardiac functional impairment and cardiomyocyte death. The present study aims to investigate the genetic mechanisms underlying MI by integrating expression quantitative trait loci (eQTLs) and Mendelian randomization (MR) analyses.

We comprehensively analyzed independent MI datasets from the Gene Expression Omnibus database. The relationships between MI and the differentially expressed genes were evaluated through differential expression, eQTL, and MR analyses. Additionally, GO and KEGG enrichment analyses were performed to clarify the functional pathways of the candidate genes, and gene set enrichment analysis (GSEA) was used to identify the genes associated with MI. An in vitro model of MI was established by subjecting AC16 cells to oxygen and glucose deprivation, and the gene expression levels were validated through reverse transcription quantitative polymerase chain reaction (RT-qPCR).

By comparing the results from the MR analysis and mRNA expression profiles, we identified 13 overlapping genes: MRPL35, SNUPN, ADM, BCL6, BNIP3L, CMTM2, DGAT2, HSPA6, IER3, IFNGR1, PLAUR, SERPINB8, and VNN2. The GO and KEGG enrichment analyses revealed that these genes participate in essential biological processes, including mitochondrial apoptotic and mitochondrial organization regulatory pathways. GSEA demonstrated that the candidate genes were enriched in the NOD-like signaling pathways; immunological responses; and lysosomal, ribosomal, and metabolic pathways related to MI. Furthermore, the gene expression levels were verified through RT-qPCR.

This study highlights the potential of specific molecular pathways for targeted treatment of MI. Our work also warrants additional research efforts to elucidate the genetic mechanisms of MI.

## Linked entities

- **Genes:** MRPL35 (mitochondrial ribosomal protein L35) [NCBI Gene 51318], SNUPN (snurportin 1) [NCBI Gene 10073], ADM (adrenomedullin) [NCBI Gene 133], BCL6 (BCL6 transcription repressor) [NCBI Gene 604], BNIP3L (BCL2 interacting protein 3 like) [NCBI Gene 665], CMTM2 (CKLF like MARVEL transmembrane domain containing 2) [NCBI Gene 146225], DGAT2 (diacylglycerol O-acyltransferase 2) [NCBI Gene 84649], HSPA6 (heat shock protein family A (Hsp70) member 6) [NCBI Gene 3310], IER3 (immediate early response 3) [NCBI Gene 8870], IFNGR1 (interferon gamma receptor 1) [NCBI Gene 3459], PLAUR (plasminogen activator, urokinase receptor) [NCBI Gene 5329], SERPINB8 (serpin family B member 8) [NCBI Gene 5271], VNN2 (vanin 2) [NCBI Gene 8875]
- **Diseases:** myocardial infarction (MONDO:0005068)

## Full-text entities

- **Genes:** MRPL35 (mitochondrial ribosomal protein L35) [NCBI Gene 51318] {aka L35mt, MRP-L35, bL35m}, ADM (adrenomedullin) [NCBI Gene 133] {aka AM, PAMP}, VNN2 (vanin 2) [NCBI Gene 8875] {aka FOAP-4, GPI-80}, CMTM2 (CKLF like MARVEL transmembrane domain containing 2) [NCBI Gene 146225] {aka CKLFSF2}, IER3 (immediate early response 3) [NCBI Gene 8870] {aka DIF-2, DIF2, GLY96, IEX-1, IEX-1L, IEX1}, BNIP3L (BCL2 interacting protein 3 like) [NCBI Gene 665] {aka BNIP3a, NIP3L, NIX}, BCL6 (BCL6 transcription repressor) [NCBI Gene 604] {aka BCL5, BCL6A, LAZ3, ZBTB27, ZNF51}, HSPA6 (heat shock protein family A (Hsp70) member 6) [NCBI Gene 3310] {aka HSP70B'}, PLAUR (plasminogen activator, urokinase receptor) [NCBI Gene 5329] {aka CD87, U-PAR, UPAR, URKR}, SNUPN (snurportin 1) [NCBI Gene 10073] {aka KPNBL, LGMDR29, RNUT1, Snurportin1}, IFNGR1 (interferon gamma receptor 1) [NCBI Gene 3459] {aka CD119, IFNGR, IMD27A, IMD27B}, DGAT2 (diacylglycerol O-acyltransferase 2) [NCBI Gene 84649] {aka ARAT, GS1999FULL, HMFN1045}, SERPINB8 (serpin family B member 8) [NCBI Gene 5271] {aka C18orf53, CAP2, PI-8, PI8, PSS5}
- **Diseases:** cardiac functional impairment (MESH:D006331), cardiomyocyte death (MESH:D003643), myocardial necrosis (MESH:D009336), ischemic (MESH:D002545), MI (MESH:D009203), NOD (MESH:D020191)
- **Chemicals:** oxygen (MESH:D010100), glucose (MESH:D005947)

## Figures

5 figures with captions in the complete paper: https://tomesphere.com/paper/PMC13014038/full.md

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Source: https://tomesphere.com/paper/PMC13014038