However, an increasing number of studies have shown that genes such as ADAMTS9, APOE, BDNF, CASS4, COMT, CR1, DNMT3A, REST, and TOMM40 are significantly correlated with cognitive aging and have the potential to enhance the predictive capability of ML models for cognitive decline [50]. Here, APOE is linked to Mental deterioration.