We found that the APOC1, APOE, and TOMM40 exhibit stable and significant predictive abilities for all seven AD-related phenotypes, but their predictive capabilities vary substantially across traits, indicating HPS that forces most of the model parameter the same is unlikely to work well. Here, APOC1 is linked to Alzheimer disease.