Genetically prioritized mitochondrial regulators of advanced renal failure: multi-omic Mendelian randomization and biological plausibility assessment in allograft fibrosis
Background Advanced renal failure remains a major global health burden. Mitochondrial dysfunction is frequently observed during progressive kidney injury and chronic allograft dysfunction (CAD), but observational data cannot distinguish causal involvement from secondary consequences. We applied a multi-omic genetic prioritization framework to evaluate whether inherited variation affecting mitochondrial gene regulation is associated with a proxy phenotype for advanced renal failure and fibrotic allograft remodeling. Methods We integrated cis-mQTL (DNA methylation), cis-eQTL (gene expression), and cis-pQTL (plasma protein) data for MitoCarta3.0 genes with a UK Biobank GWAS of kidney transplant recipient status (369 cases, 397,602 controls) as a proxy endpoint for advanced renal failure. Summary-data-based Mendelian randomization (SMR; Wald ratio) was performed using a single lead cis-QTL instrument per gene per layer, with HEIDI heterogeneity testing and Bayesian colocalization to assess whether molecular QTL and outcome signals were consistent with a shared causal variant (PPH4 ≥ 0.70). Because no association survived false discovery rate (FDR) correction across the mitochondrial gene set, we used a tiered, exploratory prioritization scheme based on nominal MR evidence and colocalization. Instrument strength metrics (F-statistics and R²) are reported. Results At a nominal threshold ( p < 0.05; none surviving FDR < 0.05), we observed suggestive SMR associations in the methylation and expression layers, with generally weaker signals in the protein layer. Integrating MR evidence with colocalization support prioritized eight mitochondrial candidate genes ( C20orf72 / MGME1 , NDUFA13 , MRPS18C , MTIF3 , ECHDC1 , MTHFD1L , QDPR , and TST ). Translational evaluation showed dysregulation of several prioritized candidates in human CAD allograft tissues and in a murine allogeneic kidney transplantation model of chronic allograft fibrosis. In TGF-β–stimulated HK-2 cells, mitochondrial dysfunction accompanied profibrotic responses, and functional perturbation supported NDUFA13 as a plausible node linking mitochondrial bioenergetics to fibrotic remodeling. Conclusions Given the limited number of outcome cases, the proxy nature of transplant recipient status, and no FDR-significant associations, the genetic results should be interpreted as exploratory and hypothesis-generating rather than causal proof. Nonetheless, multi-omic genetic prioritization with kidney-relevant experimental data highlights mitochondrial pathways as plausible contributors to advanced renal failure and fibrotic allograft remodeling, motivating replication in larger outcome GWAS and kidney-relevant QTL resources.
Authors
- Jiawen Liu (ORCID: https://orcid.org/0009-0009-3183-2532)
- Dengyuan Feng (ORCID: https://orcid.org/0000-0003-0361-7324)
- Qianguang Han
- Li Sun (ORCID: https://orcid.org/0000-0002-2454-741X)
- Ruyi Hao (ORCID: https://orcid.org/0009-0003-9736-7377)
- Runmin Ding (ORCID: https://orcid.org/0000-0001-7968-5548)
- Hua Chen (ORCID: https://orcid.org/0000-0003-0110-2933)
- Shuang Fei (ORCID: https://orcid.org/0000-0002-9798-4100)
- Ruoyun Tan
- Zhen Xu
- Qinghuan Shen
- Jianjian Zhang
- Zhiyu Wen
Institutions
- Nanjing Drum Tower Hospital (CN)
- Second Affiliated Hospital of Nanjing Medical University (CN)
- Nanjing Medical University (CN)
Publication Details
- Journal
- Frontiers in Immunology
- Published
- 2026-03-27
- DOI
- https://doi.org/10.3389/fimmu.2026.1783844
- Primary Topic
- Genetic Associations and Epidemiology
- Type
- article
- Field-Weighted Citation Impact
- 0.00