In this MR study, the findings revealed a causative association between elevatedLp(a) levels and an increased risk of CAD, AF, HF, hypertension, and PAD.Notably, genetically predicted higher SA levels were associated with lower Lp(a)levels in our analysis. This evidence concerns the gene LPA and atrial fibrillation.