We saw evidence for lower risks of at least one cardiovascular disease with all genetic instruments, with the most consistent associations seen between the LDLR instrument and coronary atherosclerosis (OR per 1 mg/dL decrease in LDL‐C 0.98, 95% CI 0.97, 0.98). Here, LDLR is linked to coronary atherosclerosis.