In addition, several extensively researched cancer-related pathways were identified as risk-active pathways in multiple cancers such as the lipid and atherosclerosis pathway, Apelin signaling pathway, Hippo signaling pathway, and Wnt signaling pathway [42,43,44,45,46,47,48,49]. The gene discussed is APLN; the disease is atherosclerosis.