Liu Wenlan, Pan Yiming
College of Medical Technology, Xi'an Medical University, Xi'an, People's Republic of China.
Redox Rep. 2024 Dec;29(1):2420563. doi: 10.1080/13510002.2024.2420563. Epub 2024 Dec 5.
Diabetic cataract (DC) is a major cause of blindness, with its pathogenesis involving oxidative stress and ferroptosis, according to recent studies.
We performed a Mendelian Randomization (MR) study using GWAS data to select SNPs and assess the causal link between diabetes and cataracts. DC datasets were analyzed for differential gene expression, WGCNA, and protein-protein interactions to identify key oxidative stress and ferroptosis genes. An SVM-RFE algorithm developed a diagnostic model, and ImmuCellAI analyzed immune infiltration patterns.
MR analysis confirmed diabetes as a cataract risk factor and identified core genes related to oxidative stress and ferroptosis in DC. Four key genes (Hspa5/Nfe2l2/Atf3/Stat3) linked to both processes were discovered. Immune infiltration analysis revealed an imbalance associated with these genes.
A functional interaction between oxidative stress and ferroptosis genes in DC is suggested, with a 4-gene model, indicating their potential as a 'bridge' in DC pathogenesis.
根据最近的研究,糖尿病性白内障(DC)是失明的主要原因,其发病机制涉及氧化应激和铁死亡。
我们使用全基因组关联研究(GWAS)数据进行孟德尔随机化(MR)研究,以选择单核苷酸多态性(SNPs)并评估糖尿病与白内障之间的因果关系。对DC数据集进行差异基因表达、加权基因共表达网络分析(WGCNA)和蛋白质-蛋白质相互作用分析,以鉴定关键的氧化应激和铁死亡基因。支持向量机-递归特征消除(SVM-RFE)算法构建了一个诊断模型,免疫细胞人工智能(ImmuCellAI)分析了免疫浸润模式。
MR分析证实糖尿病是白内障的危险因素,并鉴定了DC中与氧化应激和铁死亡相关的核心基因。发现了与这两个过程相关的四个关键基因(热休克蛋白家族A成员5/Hspa5、核因子E2相关因子2/Nfe2l2、活化转录因子3/Atf3、信号转导和转录激活因子3/Stat3)。免疫浸润分析揭示了与这些基因相关的失衡。
提示DC中氧化应激和铁死亡基因之间存在功能相互作用,有一个四基因模型,表明它们在DC发病机制中作为“桥梁”的潜力。