Genetically proxied inhibition of NPC1L1 was not significantly associated with all types of aneurysms except for a weak association with lower iliac artery aneurysms (OR = 0.01, 95% CI = 0–0.59, p = 2.69 × 10−2). This evidence concerns the gene NPC1L1 and aneurysm.