APOE and Brain atrophy: Our findings indicated that APOC1 mRNA expression shows a stronger association with brain atrophy and plays a more prominent mediating role in memory decline compared to APOE. These results align with previous research highlighting the differential impacts of these genes on cortical atrophy and memory decline, particularly in the elderly with memory impairments [25].