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pmid:40855347

Potential novel diagnostic biomarkers of atrial fibrillation: four ferroptosis-related genes linking immune infiltration.

Yao-Zong Guan · Huai Wang · Huan-Jie Huang · Dong-Yan Liang · Xiu-Yuan Liang · De-Sheng Lu · Hao Liu

European journal of medical research · 2025 doi:10.1186/s40001-025-03092-3

Paper

complete

Experiment

complete

Data

partial

Analysis

partial

Execution

absent

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Record details sci_version · id · kind · revision · content_hash · schema · created_at · updated_at · generator
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pmid:40855347
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science-record
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2026-11-01T20:30:57Z
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title
Potential novel diagnostic biomarkers of atrial fibrillation: four ferroptosis-related genes linking immune infiltration.
doi
10.1186/s40001-025-03092-3
pmid
40855347
authors array · 7 items
[0]
Yao-Zong Guan
[1]
Huai Wang
[2]
Huan-Jie Huang
[3]
Dong-Yan Liang
[4]
Xiu-Yuan Liang
[5]
De-Sheng Lu
[6]
Hao Liu
journal
European journal of medical research
year
2025
abstract
BACKGROUND: Atrial fibrillation (AF) is a common atrial arrhythmia in clinic, regulated by the immune system and associated with ferroptosis. We hypothesized that combining the analysis of ferroptosis and immune infiltration in AF will help identify more precise diagnostic biomarkers. METHODS: We analyzed two gene expression omnibus (GEO) data sets (GSE41177 and GSE122188) and extracted characteristic ferroptosis-related genes related to sinus rhythm and AF via bioinformatic analysis. CIBERSORT was used to identify ferroptosis/immune-related genes (FIRGs) in AF. LASSO model analysis was used to identify novel FIRGs. The GSE79768 data set and qRT-PCR were used to validate the FIRGs. ROC curves were then drawn to evaluate the diagnostic power of the FIRGs, and GSEA was used to detect the pathways enriched with the validated FIRGs. RESULTS: A total of eight FIRGs were identified between the healthy and AF groups through LASSO model analysis. Four FIRGs (ALOX15, SNX5, CA9, and PROK2) were subsequently validated as novel FIRGs with high diagnostic power for AF (AUC = 0.851-0.911). They were enriched mainly in cytokine-cytokine receptor interactions, ascorbate and aldarate metabolism, the nod-like receptor signaling pathway, and the intestinal immune network for IgA production. In addition, ceRNA networks (mRNA-miRNA-lncRNA) such as SNX5-hsa-miR-185-3p-LINC01165 and PROK2-hsa-miR-125b-2-3p-RP11-333E1.2 were constructed. Candidate drugs, such as linoleic acid, which is targeted by ALOX15, and sulfamide, targeted by CA9, were also identified. CONCLUSIONS: Our findings reveal the significant ferroptosis/immune-related genes and the potential pathways and biofunctions enriched with these genes in AF and provide new insights for the diagnosis and interference of AF.
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A total of 138 genes intersecting ferroptosis-related genes and 782 immune-related genes were utilized for LASSO regression analysis (Fig. 4a).
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A total of 138 genes intersecting ferroptosis-related genes and 782 immune-related genes were utilized for LASSO regression analysis (Fig. 4a).
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Four FIRGs (ALOX15, SNX5, CA9, and PROK2) were subsequently validated as novel FIRGs with high diagnostic power for AF (AUC = 0.851–0.911).
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Four FIRGs (ALOX15, SNX5, CA9, and PROK2) were subsequently validated as novel FIRGs with high diagnostic power for AF (AUC = 0.851–0.911).
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Four FIRGs (ALOX15, SNX5, CA9, and PROK2) were subsequently validated as novel FIRGs with high diagnostic power for AF (AUC = 0.851–0.911).
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Four FIRGs (ALOX15, SNX5, CA9, and PROK2) were subsequently validated as novel FIRGs with high diagnostic power for AF (AUC = 0.851–0.911).
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Alcohol metabolism directly fuels histone acetylation in the brain
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Atrial fibrillation is associated with altered left-to-right atria gene expression ratio: implications for arrhythmogenesis and thrombogenesis
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A total of 138 genes intersecting ferroptosis-related genes and 782 immune-related genes were utilized for LASSO regression analysis (Fig. 4a).
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Complete file
{"sci_version": "1.2", "schema": "https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json", "id": "pmid:40855347", "kind": "science-record", "revision": 2, "content_hash": "sha256:bb9dd4ccb63a94010d1249056ec4ec357c99ac86b9f59560664305f5ac74dc14", "created_at": "2026-11-01T20:30:57Z", "updated_at": "2026-11-01T21:35:41Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Potential novel diagnostic biomarkers of atrial fibrillation: four ferroptosis-related genes linking immune infiltration.", "doi": "10.1186/s40001-025-03092-3", "pmid": "40855347", "authors": ["Yao-Zong Guan", "Huai Wang", "Huan-Jie Huang", "Dong-Yan Liang", "Xiu-Yuan Liang", "De-Sheng Lu", "Hao Liu"], "journal": "European journal of medical research", "year": 2025, "abstract": "BACKGROUND: Atrial fibrillation (AF) is a common atrial arrhythmia in clinic, regulated by the immune system and associated with ferroptosis. We hypothesized that combining the analysis of ferroptosis and immune infiltration in AF will help identify more precise diagnostic biomarkers.\nMETHODS: We analyzed two gene expression omnibus (GEO) data sets (GSE41177 and GSE122188) and extracted characteristic ferroptosis-related genes related to sinus rhythm and AF via bioinformatic analysis. CIBERSORT was used to identify ferroptosis/immune-related genes (FIRGs) in AF. LASSO model analysis was used to identify novel FIRGs. The GSE79768 data set and qRT-PCR were used to validate the FIRGs. ROC curves were then drawn to evaluate the diagnostic power of the FIRGs, and GSEA was used to detect the pathways enriched with the validated FIRGs.\nRESULTS: A total of eight FIRGs were identified between the healthy and AF groups through LASSO model analysis. Four FIRGs (ALOX15, SNX5, CA9, and PROK2) were subsequently validated as novel FIRGs with high diagnostic power for AF (AUC = 0.851-0.911). They were enriched mainly in cytokine-cytokine receptor interactions, ascorbate and aldarate metabolism, the nod-like receptor signaling pathway, and the intestinal immune network for IgA production. In addition, ceRNA networks (mRNA-miRNA-lncRNA) such as SNX5-hsa-miR-185-3p-LINC01165 and PROK2-hsa-miR-125b-2-3p-RP11-333E1.2 were constructed. Candidate drugs, such as linoleic acid, which is targeted by ALOX15, and sulfamide, targeted by CA9, were also identified.\nCONCLUSIONS: Our findings reveal the significant ferroptosis/immune-related genes and the potential pathways and biofunctions enriched with these genes in AF and provide new insights for the diagnosis and interference of AF.", "claims": [{"id": "claim-method", "statement": "A total of 138 genes intersecting ferroptosis-related genes and 782 immune-related genes were utilized for LASSO regression analysis (Fig. 4a).", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:40855347", "locator": "sections[16] \"Further screening of characteristic genes with LASSO regression\" paragraph 2", "quote": "A total of 138 genes intersecting ferroptosis-related genes and 782 immune-related genes were utilized for LASSO regression analysis (Fig. 4a)."}], "state": "complete"}, {"id": "claim-data-access", "statement": "No datasets were generated or analysed during the current study.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:40855347", "locator": "sections[32] \"Data availability\" paragraph 2", "quote": "No datasets were generated or analysed during the current study."}], "state": "complete"}, {"id": "claim-target-result", "statement": "Four FIRGs (ALOX15, SNX5, CA9, and PROK2) were subsequently validated as novel FIRGs with high diagnostic power for AF (AUC = 0.851–0.911).", "kind": "quantitative", "target": {"value": 0.851, "unit": "auc", "tolerance": null, "source": "Four FIRGs (ALOX15, SNX5, CA9, and PROK2) were subsequently validated as novel FIRGs with high diagnostic power for AF (AUC = 0.851–0.911)."}, "evidence": [{"asset": "source:pmid:40855347", "locator": "sections[0] \"Abstract\" paragraph 3", "quote": "Four FIRGs (ALOX15, SNX5, CA9, and PROK2) were subsequently validated as novel FIRGs with high diagnostic power for AF (AUC = 0.851–0.911)."}], "state": "complete"}], "gaps": []}, "experiment": {"state": "complete", "objective": "Four FIRGs (ALOX15, SNX5, CA9, and PROK2) were subsequently validated as novel FIRGs with high diagnostic power for AF (AUC = 0.851–0.911).", "steps": [{"id": "read_published_estimate", "order": 1, "name": "Read the published estimate from the source", "kind": "other", "state": "complete", "blocked_on": null, "description": "The claim, method and evidence span published with the source article.", "duration_hours": null, "parameters": {}, "inputs": ["source:pmid:40855347"], "outputs": ["the published estimate and its evidence"], "instruments": [], "reagents": []}, {"id": "obtain_source_data", "order": 2, "name": "Obtain the source data from the named repository", "kind": "data-preparation", "state": "complete", "blocked_on": null, "description": "The GEO series accession resolves and its sample accessions are listed. This lane did not download the dataset or read its licence.", "duration_hours": null, "parameters": {}, "inputs": ["data:geo:GSE122188"], "outputs": ["the source data with its repository provenance"], "instruments": [], "reagents": []}, {"id": "run_analysis", "order": 3, "name": "Run the published analysis", "kind": "analysis", "state": "complete", "blocked_on": null, "description": "Apply the paper's statistical method to the resolved series and compare the result with the published target.", "duration_hours": null, "parameters": {}, "inputs": ["data:geo:GSE122188"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": []}, "data": {"state": "partial", "assets": [{"id": "source:pmid:40855347", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.1186/s40001-025-03092-3", "sha256": 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