# Bioinformatics analysis and experimental validation of ferroptosis genes in heart failure and atrial fibrillation

**Authors:** Zhi Wang, Chi Yuan, Tao Xu, Weixing Xie, Jiehua Wu, Hegui Wang

PMC · DOI: 10.3389/fgene.2025.1541342 · Frontiers in Genetics · 2025-07-02

## TL;DR

This study identifies key genes linked to ferroptosis in heart failure and atrial fibrillation, offering potential diagnostic markers and treatment targets.

## Contribution

The study identifies ferroptosis-related differentially expressed genes (FRDEGs) and validates their diagnostic potential in heart failure and atrial fibrillation.

## Key findings

- Six FRDEGs (TFRC, CP, SAT1, STEAP3, AKR1C1, LPCAT3) were identified and validated for their diagnostic value in AF and HF.
- Functional analysis showed FRDEGs are enriched in IL-12 signaling in HF and collagen assembly in AF.
- qRT-PCR confirmed expression differences in CP, STEAP3, and LPCAT3.

## Abstract

Atrial fibrillation (AF) and heart failure (HF) are common cardiovascular diseases associated with significant morbidity and mortality in patients with both conditions. The objective of this research is to enhance our understanding of the shared pathogenesis underlying the two diseases and to identify novel therapeutic targets.

Differentially expressed genes (DEGs) in heart failure and atrial fibrillation were obtained through the analysis and comparison of transcriptional expression profiles from the Gene Expression Omnibus (GEO) datasets. By integrating these datasets with the known ferroptosis-related genes (FRGs) from GeneCards and PubMed, we identified ferroptosis-related differentially expressed genes (FRDEGs). Functional enrichment and the construction of the PPI network for key genes were conducted. The mRNA-miRNA and mRNA-TF Regulatory Network were constructed via the ChIPBase and TarBase databases. Receiver operating characteristic (ROC) was utilized to screen out the FRDEGs and validate their diagnostic values. Gene expression levels were detected by qPCR in patient serum samples.

By analyzing the transcriptional expression profiles of the GEO datasets, TFRC, CP, SAT1, STEAP3, AKR1C1 and LPCAT3 were identified as FRDEGs in AF and HF, which were revealed to be involved in iron ion transport, homeostasis, and oxidoreductase activity. Further insights from Gene Set Enrichment Analysis (GSEA) indicated that FRDEGs are primarily enriched in the IL-12 signaling pathway in HF and significantly enriched in the collagen assembly pathway in AF. The diagnostic efficacy of six genes in AF validation sets was good (AUC:TFRC 0.940, CP 0.920, SAT1 1.000, STEAP3 0.960, AKR1C1 0.900, LPCAT3 0.960, as well as in the HF validation set (AUC: TFRC 0.842, CP 0.879, SAT1 0.865, STEAP3 0.787, AKR1C1 0.812, LPCAT3 0.696).Utilizing the GOSemSim package, we conducted a functional similarity analysis on the five hub genes and discovered their significant roles in disease, ranked as follows: STEAP3>TFRC>CP>SAT1>LPCAT3. qRT-PCR verified the expression differences of CP, STEAP3, and LPCAT3.

Our findings provide a theoretical basis for the clinical diagnosis and treatment of AF and HF. These results provide valuable insights into potential biomarkers for diagnosis and targets for therapeutic intervention in AF and HF.

## Linked entities

- **Genes:** TFRC (transferrin receptor) [NCBI Gene 7037], CP (ceruloplasmin) [NCBI Gene 1356], SAT1 (spermidine/spermine N1-acetyltransferase 1) [NCBI Gene 6303], STEAP3 (STEAP3 metalloreductase) [NCBI Gene 55240], AKR1C1 (aldo-keto reductase family 1 member C1) [NCBI Gene 1645], LPCAT3 (lysophosphatidylcholine acyltransferase 3) [NCBI Gene 10162]
- **Diseases:** atrial fibrillation (MONDO:0004981), heart failure (MONDO:0005252)

## Full-text entities

- **Genes:** STEAP3 (STEAP3 metalloreductase) [NCBI Gene 55240] {aka AHMIO2, STMP3, TSAP6, dudlin-2, dudulin-2, pHyde}, SAT1 (spermidine/spermine N1-acetyltransferase 1) [NCBI Gene 6303] {aka DC21, KFSD, KFSDX, SAT, SSAT, SSAT-1}, TFRC (transferrin receptor) [NCBI Gene 7037] {aka CD71, IMD46, T9, TFR, TFR1, TR}, AKR1C1 (aldo-keto reductase family 1 member C1) [NCBI Gene 1645] {aka 2-ALPHA-HSD, 20-ALPHA-HSD, DD1, DD1/DD2, DDH, DDH1}, CP (ceruloplasmin) [NCBI Gene 1356] {aka AB073614, CP-2}, LPCAT3 (lysophosphatidylcholine acyltransferase 3) [NCBI Gene 10162] {aka C3F, LPCAT, LPLAT 5, LPLAT12, LPSAT, MBOAT5}, IL12B (interleukin 12B) [NCBI Gene 3593] {aka CLMF, CLMF2, IL-12B, IMD28, IMD29, NKSF}
- **Diseases:** cardiovascular diseases (MESH:D002318), HF (MESH:D006333), AF (MESH:D001281)
- **Chemicals:** iron (MESH:D007501)
- **Species:** Homo sapiens (human, species) [taxon 9606]

## Full text

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## Figures

10 figures with captions in the complete paper: https://tomesphere.com/paper/PMC12263363/full.md

## References

55 references — full list in the complete paper: https://tomesphere.com/paper/PMC12263363/full.md

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Source: https://tomesphere.com/paper/PMC12263363