In other words, for a fixed chronological age, APOE status and gender, increase of biological age was found to be associated with elevated risk of all-cause mortality as well as major ARDs such as coronary heart disease, diabetes, cancer, stroke, COPD and dementia. Here, APOE is linked to cancer.