Mitochondrial transporters SLC25A10 and SLC25A44 highlighted the importance of small molecule transport, while metabolic enzymes ECHS1 and ACAT1 underscored contributions from amino acid metabolism and lipid metabolism within broader metabolic contexts, reflecting AD’s metabolic dysregulation. This evidence concerns the gene ECHS1 and Alzheimer disease.