APOE and Alzheimer disease: Through genetic correlation and gene-based testing, Kirby and colleagues determined that significant association of genes within the APOE region including APOE and TOMM40 were shared between CAD traits, AD, and lipids, though causality analysis could not significantly connect AD with CAD traits or AD with lipids in any direction [95].