ACE2 and COVID-19: At the cis-pQTL located near the ACE2 gene, the lead variant rs4830984 was nominally significantly associated with severe COVID-19 (P=0.026).20 GSMR analysis based on all the discovered ACE2 pQTL as instruments revealed no significant causal effect.