Post hoc interaction analyses revealed significant synergistic associations between white matter abnormalities and key AD endophenotypes, including hippocampal volume, SPARE-AD index, APOE ε4 positivity, and amyloid PET positivity, in predicting poorer memory and accelerated cognitive decline. This evidence concerns the gene APOE and Mental deterioration.