Longitudinally, our findings revealed significant interactions between white matter abnormalities and hippocampal volume, baseline diagnosis, SPARE-AD index, and APOE ε4 status, particularly in predicting memory decline over time. This evidence concerns the gene APOE and Alzheimer disease.