Few studies have evaluated LOE and AD associations with longitudinal models26,27, and none have further included genetic risk factors, such as the APOE gene and AD PRS, as covariates to control for genetic factors that could contribute to both conditions. This evidence concerns the gene APOE and Alzheimer disease.