Lastly, our study did not fully address the potential role of gene–environment interactions, such as lifestyle factors like diet and alcohol use, in modulating the influence of APOE ε4 allele on AD risk and liver function, emphasizing the necessity for in-depth study on interventions to reduce AD risk. This evidence concerns the gene APOE and Alzheimer disease.