Furthermore, APOE, which is essential in the development of cardiovascular and neurodegenerative diseases, had a nominally positive association (P < 0.05) with esophageal cancer and hematological malignancy (Supplementary Data 8). This evidence concerns the gene APOE and neurodegenerative disease.