# Decoding mitochondrial stress genes in DCM: towards precision diagnosis and therapy

**Authors:** Bingbing Zhu, Hai Cheng, Jiawei Li, Yangyang Hu, Xiaoning Ge

PMC · DOI: 10.1186/s41065-025-00399-3 · Hereditas · 2025-04-11

## TL;DR

This study identifies five key genes linked to mitochondrial stress in dilated cardiomyopathy, offering new diagnostic and treatment possibilities.

## Contribution

The study introduces five hub genes (VCL, ABCB1, JAK2, KDR, NGF) associated with mitochondrial oxidative stress in DCM, validated through transcriptomic and blood sample analysis.

## Key findings

- Five hub genes (VCL, ABCB1, JAK2, KDR, NGF) are linked to mitochondrial oxidative stress in DCM.
- These genes show differential expression in DCM and non-failing groups, with diagnostic AUC values above 68.
- Potential drugs like Topotecan and Afatinib are suggested as regulators of these hub genes.

## Abstract

Mitochondrial oxidative stress (ROS) is a crucial factor in the pathogenesis of dilated cardiomyopathy (DCM). Despite its significance, robust biomarkers for assessing its role remain scarce. This study investigates ROS mechanisms in DCM and identifies associated biomarkers, offering fresh insights into diagnosis and treatment.

We sourced transcriptomic data from the GEO database and mitochondrial oxidative stress-related genes from GeneCards. Using consensus clustering, we identified 64 genes associated with mitochondrial oxidative stress in DCM and further isolated five hub genes through protein–protein interaction and machine learning techniques. These genes were analyzed for functions related to immunity, drug sensitivity, and single-cell localization. Concurrently, we collected blood samples from DCM patients to validate the hub genes' expression.

The study identified five hub genes related to mitochondrial oxidative stress: VCL, ABCB1, JAK2, KDR, and NGF. Expression analysis revealed high levels of VCL, ABCB1, KDR, and NGF in the non-failing (NF) group, while JAK2 was elevated in the DCM group (p < 0.05). Diagnostic efficacy, measured by area under the curve (AUC), was significant for VCL (76.4), ABCB1 (80.1), JAK2 (68.2), KDR (78.1), and NGF (71.8). Moreover, several drugs were identified as potential regulators of these hub genes, including Topotecan, CDK9_5576, Acetalax, Afatinib, and GSK591. Notably, VCL showed increased expression in DCM patient blood samples, consistent with transcriptomic and single-cell findings.

This research highlights key genes associated with mitochondrial oxidative stress—VCL, ABCB1, JAK2, KDR, NGF—that show differential expression in DCM and myocardial infarction. These findings underscore their diagnostic potential and pave the way for new therapeutic strategies.

## Linked entities

- **Genes:** VCL (vinculin) [NCBI Gene 7414], ABCB1 (ATP binding cassette subfamily B member 1) [NCBI Gene 5243], JAK2 (Janus kinase 2) [NCBI Gene 3717], KDR (kinase insert domain receptor) [NCBI Gene 3791], NGF (nerve growth factor) [NCBI Gene 4803]
- **Chemicals:** Topotecan (PubChem CID 60700), Acetalax (PubChem CID 8269), Afatinib (PubChem CID 10184653), GSK591 (PubChem CID 117072552)
- **Diseases:** dilated cardiomyopathy (MONDO:0005021), myocardial infarction (MONDO:0005068)

## Full-text entities

- **Genes:** VCL (vinculin) [NCBI Gene 7414] {aka CMD1W, CMH15, HEL114, MV, MVCL, VINC}, JAK2 (Janus kinase 2) [NCBI Gene 3717] {aka JTK10}, ABCB1 (ATP binding cassette subfamily B member 1) [NCBI Gene 5243] {aka ABC20, CD243, CLCS, ENPAT, GP170, MDR1}, NGF (nerve growth factor) [NCBI Gene 4803] {aka Beta-NGF, HSAN5, NGFB}, KDR (kinase insert domain receptor) [NCBI Gene 3791] {aka CD309, FLK1, VEGFR, VEGFR2}
- **Diseases:** DCM (MESH:D002311), myocardial infarction (MESH:D009203)
- **Chemicals:** Afatinib (MESH:D000077716), Acetalax (-), Topotecan (MESH:D019772)
- **Species:** Homo sapiens (human, species) [taxon 9606]

## Full text

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## Figures

7 figures with captions in the complete paper: https://tomesphere.com/paper/PMC11987231/full.md

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Source: https://tomesphere.com/paper/PMC11987231