Our multi-task Elastic Net model selected multiple shared-risk SNPs mapping to the APOE region, reinforcing the hypothesis that shared genetic risks exist between AD and LOE, particularly in the APOE region. This evidence concerns the gene APOE and Alzheimer disease.