The validation of these well-known associations shows not only that our ML models on clinical data can pick up HLD as a risk factor, but also that by utilizing the SPOKE network, we can integrate known relationships in the literature to potentially explain the association between HLD and AD and identify the APOE locus as a potential shared causal mechanism as demonstrated in the colocalization results. The gene discussed is APOE; the disease is Alzheimer disease.