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

IF 2.1 4区 医学 Q3 GENETICS & HEREDITY
Chen Li, Xian-Bing Yuan, Yi-Cheng Lu, Zi-Yue Song
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引用次数: 0

Abstract

Background: Cataracts 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.

Methods: We 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.

Results: Nineteen 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.

Conclusion: TIGAR 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.

从基因表达到因果关系:探讨铁下垂在白内障发展中的作用。
背景:白内障是全球最常见的致盲眼病之一,铁下垂可能参与其发病机制;然而,确切的机制仍不清楚。因此,我们旨在鉴定与白内障相关的铁中毒相关基因(FRGs)并评估它们之间的因果关系。方法:下载两个白内障患者的基因表达谱数据集,并从MSigDB和GeneCards数据库中收集frg。这使我们能够找到与铁衰相关的差异表达基因(FRDEGs)。利用京都基因与基因组百科全书(KEGG)、基因本体(GO)和基因集富集分析(GSEA)对这些frdeg的潜在功能进行了探索。建立蛋白相互作用(PPI)网络,筛选枢纽基因。此外,通过RT-PCR验证确定了潜在的诊断标记。最后,进行了孟德尔随机化(MR)研究,以确定frdeg对白内障的因果影响。结果:通过与FRGs的重叠鉴定出19个FRGs。GO、KEGG和GSEA表明FRDEGs与氧化应激、il - 17信号通路和谷胱甘肽代谢有关。使用PPI网络和5种算法在Cytoscape中鉴定了9个枢纽基因。RT-PCR结果证实TIGAR、IL6、ATF3和TNFAIP3是潜在的生物标志物。结论:TIGAR和IL6与白内障有一定的因果关系。反方差加权显示TIGAR降低了白内障的风险,而IL6增加了白内障的风险。我们的研究确定了白内障中与铁沉降相关的中枢基因,为症状前诊断提供了有价值的见解,并有助于我们了解白内障风险基因的分子机制。
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来源期刊
BMC Medical Genomics
BMC Medical Genomics 医学-遗传学
CiteScore
3.90
自引率
0.00%
发文量
243
审稿时长
3.5 months
期刊介绍: BMC Medical Genomics is an open access journal publishing original peer-reviewed research articles in all aspects of functional genomics, genome structure, genome-scale population genetics, epigenomics, proteomics, systems analysis, and pharmacogenomics in relation to human health and disease.
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