# Identification of potential hub genes related to ferroptosis and hypoxia in dilated cardiomyopathy: a bioinformatic analysis with preliminary experimental validation

**Authors:** Xiqin Wang, Chrismis Novalinda Ginting, William Leslie

PMC · DOI: 10.3389/ebm.2026.10709 · Experimental Biology and Medicine · 2026-03-02

## TL;DR

This study identifies key genes linked to ferroptosis and hypoxia in dilated cardiomyopathy, offering potential diagnostic and therapeutic targets.

## Contribution

The study introduces a novel bioinformatic and experimental approach to identify hub genes related to ferroptosis and hypoxia in DCM.

## Key findings

- Six hub genes (PPP1R15A, TGM2, MAP3K5, USP7, SESN2, ADAM23) were identified with potential diagnostic value.
- TGM2 was validated in vitro, showing up-regulation in DOX-induced cardiomyocyte injury and interaction with HIF-1α.
- hsa-miR-291-5p was found to regulate TGM2 through direct binding.

## Abstract

The study aims to explore the potential role of ferroptosis and hypoxia in dilated cardiomyopathy (DCM). GSE120895, GSE17800, GSE112556, ferroptosis-related genes (FRGs), and hypoxia-related genes (HRGs) were downloaded from the public dataset. Ferroptosis- and hypoxia-related differentially expressed genes (DEGs) and DCM-related genes were obtained. Subsequentially, hub genes were identified, and their diagnostic values were assessed. Next, immune cell infiltration analysis, drug prediction and molecular docking were carried out based on the hub genes. Finally, the hub gene TGM2 was preliminarily verified in vitro. A total of 18 ferroptosis- and hypoxia-related DEGs and 315 DCM-related genes were acquired. Subsequently, 6 hub genes (PPP1R15A, TGM2, MAP3K5, USP7, SESN2, and ADAM23) were obtained and have potential diagnostic value. Immune infiltration analysis showed that CD56dim natural killer (NK) cells, macrophages, monocytes, NK cells, and NK T cells were significantly infiltrated in DCM patients. Furthermore, the lncRNA-miRNA-mRNA network was constructed. Moreover, 16 drugs were predicted, and the binding energy between atorvastatin and TGM2 was −2.79 kcal/mol. In vitro verification showed that TGM2, PPP1R15A and SESN2 were up-regulated in DOX-induced AC16 cardiomyocyte injury. After knocking down TGM2, the expressions of α-actinin and cTnT were increased, and the expression level of HIF-1α was inhibited. Dual luciferase assay showed that hsa-miR-291-5p exerted its regulatory effect by directly binding to TGM2. Flow cytometry results showed that TGM2 had no significant effect on the apoptosis of AC16 cells. Our findings may provide new ideas for the diagnosis and treatment of DCM.

## Linked entities

- **Genes:** PPP1R15A (protein phosphatase 1 regulatory subunit 15A) [NCBI Gene 23645], TGM2 (transglutaminase 2) [NCBI Gene 7052], MAP3K5 (mitogen-activated protein kinase kinase kinase 5) [NCBI Gene 4217], USP7 (ubiquitin specific peptidase 7) [NCBI Gene 7874], SESN2 (sestrin 2) [NCBI Gene 83667], ADAM23 (ADAM metallopeptidase domain 23) [NCBI Gene 8745], HIF1A (hypoxia inducible factor 1 subunit alpha) [NCBI Gene 3091]
- **Chemicals:** atorvastatin (PubChem CID 60823), doxorubicin (PubChem CID 31703)
- **Diseases:** dilated cardiomyopathy (MONDO:0005021), DCM (MONDO:0016333)

## Full-text entities

- **Genes:** TNNT2 (troponin T2, cardiac type) [NCBI Gene 7139] {aka CMD1D, CMH2, CMPD2, LVNC6, RCM3, TnTC}, HIF1A (hypoxia inducible factor 1 subunit alpha) [NCBI Gene 3091] {aka HIF-1-alpha, HIF-1A, HIF-1alpha, HIF1, HIF1-ALPHA, MOP1}, USP7 (ubiquitin specific peptidase 7) [NCBI Gene 7874] {aka C16DELp13.2, DEL16P13.2, HAFOUS, HAUSP, TEF1}, PPP1R15A (protein phosphatase 1 regulatory subunit 15A) [NCBI Gene 23645] {aka GADD34}, ACTN1 (actinin alpha 1) [NCBI Gene 87] {aka BDPLT15}, TGM2 (transglutaminase 2) [NCBI Gene 7052] {aka G(h), TG(C), TGC, hTG2, tTG}, MAP3K5 (mitogen-activated protein kinase kinase kinase 5) [NCBI Gene 4217] {aka ASK1, MAPKKK5, MEKK5}, ADAM23 (ADAM metallopeptidase domain 23) [NCBI Gene 8745] {aka MDC-3, MDC3}, SESN2 (sestrin 2) [NCBI Gene 83667] {aka HI95, SES2, SEST2}
- **Diseases:** cardiomyocyte injury (MESH:D014947), DCM (MESH:D002311), hypoxia (MESH:D000860)
- **Chemicals:** atorvastatin (MESH:D000069059), DOX (MESH:D004317)
- **Species:** Homo sapiens (human, species) [taxon 9606]

## Full text

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## Figures

11 figures with captions in the complete paper: https://tomesphere.com/paper/PMC12989450/full.md

## References

66 references — full list in the complete paper: https://tomesphere.com/paper/PMC12989450/full.md

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Source: https://tomesphere.com/paper/PMC12989450