The severity of symptoms in individuals with COVID-19 infection varies widely, with up to 40% of patients globally1 remaining asymptomatic while others develop severe and sometimes fatal complications.2 This heterogeneity in illness presentation, along with the overwhelming demands on health care resources in treating patients with COVID-19, highlights the need for strategies to predict which individuals are at risk for greater symptom severity.