Additionally, the analysis of candidate mediators between LTL and PCs via two-step Mendelian randomization revealed that among the 23 candidates, Alzheimer’s disease, liver iron content, sex hormone binding global levels, naive CD4–CD8-T cell% T cell, and circulating leptin levels played substantial mediating roles. The gene discussed is CD4; the disease is early-onset autosomal dominant Alzheimer disease.