Then by using the partial correlation analysis and controlling gender, we found that APOE E4 was associated was hyperlipidemia (r = − 0.154, p = 0.008), but not with hypertension or diabetes (p > 0.05). This evidence concerns the gene APOE and diabetes mellitus.