APOE and diabetes mellitus: This study aims to develop a comprehensive model exploring the association between DM and POAG, AD, across different gender groups and APOE E4 genotypes in a large cohort, in which depression and DR serve as intermediate factors, with CRP levels evaluated to gauge inflammatory conditions in different contexts.