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Remdesivir is the first US Food and Drug Administration (FDA)‐approved drug for the treatment of coronavirus disease 2019 (COVID‐19). We conducted a retrospective pharmacogenetic study to examine remdesivir‐associated liver enzyme elevation among Million Veteran Program participants hospitalized with COVID‐19 between March 15, 2020, and June 30, 2021. Pharmacogene phenotypes were assigned using Stargazer. Linear regression was performed on peak log‐transformed enzyme values, stratified by population, adjusted for age, sex, baseline liver enzymes, comorbidities, and 10 population‐specific principal components. Patients on remdesivir had higher peak alanine aminotransferase (ALT) values following treatment initiation compared with patients not receiving remdesivir. Remdesivir administration was associated with a 33% and 24% higher peak ALT in non‐Hispanic White (NHW) and non …