Mitochondrial-related pathogenic genes in varicose veins: A multi-omics Mendelian randomization study

ObjectivesThe dysfunction of mitochondria has been associated with the development of varicose veins (VV), but the specific mitochondrial-related genes and their roles in VV have not been fully elucidated. We employed Mendelian randomization (MR) and colocalization analysis to investigate the association between mitochondrial-related genes and VV by integrating multi-omics data.MethodsWe utilized genome-wide association study (GWAS) summary data obtained from UKB and the FinnGen databases. Data on DNA methylation quantitative trait loci(mQTL), gene expression quantitative trait loci (eQTL), and protein expression quantitative trait loci(pQTL) derived from blood samples were considered as exposures. We identified mitochondria-related genes from the MitoCarta3.0 database and integrated these with mQTL, eQTL, and pQTL data using the SMR approach. Subsequently, colocalization analysis was conducted to evaluate shared causal genetic variants.ResultsSMR and colocalization analyses identified 122 methylation sites, 36 differentially expressed genes, and 4 proteins associated with VV. Validation in the FinnGen cohort confirmed 25 methylation sites and 18 genes. By integrating mQTL and eQTL data, higher genetically predicted expression levels of <i>HADHA</i> and <i>BCL2L1</i> were causally associated with a reduced risk of VV. Notably, <i>PARK7</i> emerged as a key protective gene in the intersection of mQTL, eQTL, and pQTL analyses, where both higher gene expression and higher protein abundance were protectively associated with VV risk.ConclusionsOur findings reveal critical mitochondrial-related genes that exert a protective effect against VV, providing novel insights into disease pathogenesis and identifying potential molecular targets for prevention and therapy.

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Publication Details

Journal
Phlebology The Journal of Venous Disease
Published
2025-11-10
DOI
https://doi.org/10.1177/02683555251398726
Primary Topic
Diagnosis and Treatment of Venous Diseases
Type
article
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article

Mitochondrial-related pathogenic genes in varicose veins: A multi-omics Mendelian randomization study

Zhenyin Liu, Chuanqiang Niu, Dan Li, Haibo Li et al.
Phlebology The Journal of Venous Disease
Diagnosis and Treatment of Venous Diseases
article

Mitochondrial-related pathogenic genes in varicose veins: A multi-omics Mendelian randomization study

Zhenyin Liu, Chuanqiang Niu, Dan Li, Haibo Li, Xiaoyun Tan, Jianzhong Huang, Kun‐Shan Chen, Jiejun Xia
article en

Abstract

ObjectivesThe dysfunction of mitochondria has been associated with the development of varicose veins (VV), but the specific mitochondrial-related genes and their roles in VV have not been fully elucidated. We employed Mendelian randomization (MR) and colocalization analysis to investigate the association between mitochondrial-related genes and VV by integrating multi-omics data.MethodsWe utilized genome-wide association study (GWAS) summary data obtained from UKB and the FinnGen databases. Data on DNA methylation quantitative trait loci(mQTL), gene expression quantitative trait loci (eQTL), and protein expression quantitative trait loci(pQTL) derived from blood samples were considered as exposures. We identified mitochondria-related genes from the MitoCarta3.0 database and integrated these with mQTL, eQTL, and pQTL data using the SMR approach. Subsequently, colocalization analysis was conducted to evaluate shared causal genetic variants.ResultsSMR and colocalization analyses identified 122 methylation sites, 36 differentially expressed genes, and 4 proteins associated with VV. Validation in the FinnGen cohort confirmed 25 methylation sites and 18 genes. By integrating mQTL and eQTL data, higher genetically predicted expression levels of <i>HADHA</i> and <i>BCL2L1</i> were causally associated with a reduced risk of VV. Notably, <i>PARK7</i> emerged as a key protective gene in the intersection of mQTL, eQTL, and pQTL analyses, where both higher gene expression and higher protein abundance were protectively associated with VV risk.ConclusionsOur findings reveal critical mitochondrial-related genes that exert a protective effect against VV, providing novel insights into disease pathogenesis and identifying potential molecular targets for prevention and therapy.

Phlebology The Journal of Venous Disease
Guangzhou Liwan District Traditional Chinese Medicine Hospital (CN), Guangzhou Women and Children Medical Center (CN), Guangzhou Medical University (CN)
Openalex Percentile: Top 48%
Diagnosis and Treatment of Venous Diseases
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