Evidence map›Paper›PMID 40598458›Full record

ArticleBMC medical genomics2025

From gene expression to causal associations: investigating the role of ferroptosis in cataract development.

Chen Li, Xian-Bing Yuan, Yi-Cheng Lu, Zi-Yue Song

Abstract read
In one paragraph

Article in BMC medical genomics, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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1 · What the graph read from it

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3 · Its place in the literature

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4 · The record

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5 · Who and what money

Authors and funding

4 authors.

Chen LiDepartment of Ophthalmology, the First Affiliated Hospital of Soochow University, Shizi Street 188, SuZhou, Jiangsu Province, 215006, China. lceye0902@126.com.
Xian-Bing YuanDepartment of Ophthalmology, the First Affiliated Hospital of Soochow University, Shizi Street 188, SuZhou, Jiangsu Province, 215006, China.
Yi-Cheng LuSchool of Clinical Medicine, Medical College of Soochow University, SuZhou, Jiangsu Province, 215006, China.
Zi-Yue SongDepartment of Ophthalmology, the First Affiliated Hospital of Soochow University, Shizi Street 188, SuZhou, Jiangsu Province, 215006, China.

Funding

Jiangsu Provincial Health Commission Medical Research Project M2024041
6 · The paper itself

Abstract

backgroundCataracts are one of the most prevalent blinding eye diseases globally, and ferroptosis may be involved in its pathogenesis; however, the precise mechanisms remain unclear. We therefore aimed to identify ferroptosis-related genes (FRGs) related to cataracts and assess their causal association.

methodsWe downloaded two gene expression profile datasets of patients with cataracts and gathered the FRGs from the MSigDB and GeneCards databases. This allowed us to find the ferroptosis-related differentially expressed genes (FRDEGs). The potential functions of these FRDEGs were explored using Kyoto Encyclopedia of Genes and Genomes (KEGG), gene ontology (GO), and gene set enrichment analysis (GSEA). A protein-protein interaction (PPI) network was established, and hub genes were screened. Additionally, potential diagnostic markers were identified by RT-PCR validation. Finally, a Mendelian randomization (MR) study was performed to ascertain the causal impact of FRDEGs on cataracts.

resultsNineteen FRDEGs were identified by overlapping DEGs with FRGs. GO, KEGG and GSEA showed that the FRDEGs were associated with oxidative stress, IL17 signaling pathway, and glutathione metabolism. Nine hub genes were identified using the PPI network and five algorithms in Cytoscape. The RT-PCR results validated TIGAR, IL6, ATF3, and TNFAIP3 as potential biomarkers.

conclusionTIGAR and IL6 were identified to be causally associated with cataracts. Inverse variance weighting revealed that TIGAR decreased the risk of cataracts, whereas IL6 increased the risk of cataract. Our research identified ferroptosis-related hub genes in cataracts, providing valuable insights for pre-symptomatic diagnosis and contributing to our understanding of the molecular mechanisms of cataract risk genes.

Indexed as

CataractFerroptosisGene Expression ProfilingGene OntologyGene Regulatory NetworksHumansMendelian Randomization AnalysisProtein Interaction MapsCataractFerroptosisHub genesIL6Mendelian randomizationTIGAR

Identifiers

PMID40598458
PMCPMC12219257

What Socratic holds

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the Socratic graph.