APOC1 and Alzheimer disease: All shared genes were located near chr19q13, which includes the well-established AD risk gene cluster, APOE-TOMM40-APOC1.71 According to the enrichment analysis results, these shared genes are predominantly involved in biological pathways associated with lipid metabolism.