APOE and diabetes mellitus: These factors include genetic risk, for example, with the apolipoprotein E4 (APOE4) allele found to be increased in females over males; comorbid risk of medical conditions such as cardiovascular disease, diabetes, and chronic inflammation; and hormonal risk affecting thyroid disease, pregnancy, and menopause, etc. (90).