APOE and Mental deterioration: This finding aligns with previous research that highlights the exacerbated cognitive decline associated with the APOE ε4 allele in females (Mortensen and Hogh, 2001), particularly within the context of neurodegenerative conditions such as Alzheimer's disease (Ungar et al., 2013).