This research explores the roles and molecular mechanisms of mitochondrial dysfunction, ELN abnormalities, dysregulation of mitochondria-ELN crosstalk, and changes in GMB and its metabolites in metabolic syndrome, especially in relation to Alzheimer’s disease (AD). Here, ELN is linked to early-onset autosomal dominant Alzheimer disease.