Cathepsins are a group of proteases that have been implicated in many immune diseases such as idiopathic myositis, interstitial lung disease (Cao et al., 2022), but there are no studies have investigated the causal relationship between cathepsins and CVDs, and ours is the first to explore this using the MR method. The gene discussed is CTSS; the disease is immune system disorder.