NDUFS5 and Alzheimer disease: This study aims to perform bioinformatics analysis of peripheral blood gene expression data from AD patients in the Gene Expression Omnibus (GEO) database to identify potential hub genes, including RPL36AL, NDUFA1, NDUFS5, and RPS25.