Despite careful adjustments for covariates, there remains a concern regarding potential residual confounding effects, particularly related to factors such as the lack of dementia-related biomarkers (e.g., APOE ε4) and physical activity due to the presence of missing or incomplete data in the CHARLS dataset, which could impact the observed associations. The gene discussed is APOE; the disease is dementia.