ArticleScientific reports2025
Investigating the potential of oxidative stress-related gene as predictive markers in idiopathic pulmonary fibrosis.
Article in Scientific reports, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.
What it found
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The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
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Who cites it
2 citing papers in PubMed.
- Subclinical Oxidative and Matrix-Regulatory Alterations Associated with Cigarette Smoking and E-Cigarette Use in Periodontally Healthy Adults: A Cross-Sectional Study.Journal of clinical medicine · 2026Article
- Identification of Potential Oxidative Stress-Related Causal Genes for Calculus of Kidney and Ureter: A Multi-Omics Mendelian Randomization Analysis.Kidney diseases (Basel, Switzerland)Article
Corrections and comments
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Authors and funding
10 authors.
Funding
Abstract
This study investigates genes linking oxidative stress to idiopathic pulmonary fibrosis (IPF) through multi-omics data integration. We collected oxidative stress-related genes from GeneCards and integrated data for gene expression (eQTLs), DNA methylation (mQTLs), and protein expression (pQTLs). Genome-wide association study (GWAS) data on IPF from Allen et al. served as the discovery set, with FinnGen R10 for validation. Summary data-based Mendelian randomization (SMR) and colocalization analyses assessed interactions and shared causal variants, followed by multi-omics integration with tissue-specific validation. SMR and colocalization screening identified 90 mQTLs, 15 eQTLs, and 2 pQTLs (KRT18 and FOXO1) linked to IPF in the discovery cohort. Twelve mQTLs were validated in the FinnGen cohort, with MUC1 showing strong SMR and colocalization evidence (eQTL). Multi-omics integration validated NDUFA9 (mQTL-eQTL) level and FOXO1 (mQTL-eQTL-pQTL). Our study identified key oxidative stress-related genes (i.e., FOXO1 and NDUFA9) in IPF pathogenesis, highlighting the need for further research to inform prevention and treatment.
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Registered trials
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