Through integrated analysis, we robustly identified EPS15L1 (PSMR = 0.032835, PHEIDI = 0.33431) and HGS (PSMR = 0.008667, PHEIDI = 0.102417) as causal plasma proteins increasing CM risk. Here, EPS15L1 is linked to cutaneous mastocytosis.