Therefore, we also infer that APOE4 contributes to the found gray matter changes in PD and DLB, potentially influencing risk and development to cognitive impairment, through pathological pathways that increase neuroinflammation and impact mitochondrial function as well. The gene discussed is APOE; the disease is Cognitive impairment.