MR validated the presence of multiple causative risk factors, particularly APOC3, IL-1, IL6, insulin resistance, height, non-fasting glucose, telomere length, HMGCR, and Niemann-Pick C1-Like 1 (NPC1L1) [23]. The gene discussed is APOC3; the disease is Insulin resistance.