Their findings indicated a positive association with cognitive impairment, predominantly associated with Pb; additionally, the presence of the APOE ε4 genotype heightened the relationship between cognitive impairment and exposure to Pb and element mixture. This evidence concerns the gene APOE and Cognitive impairment.