While multiple host factors were associated with unique non–SARS-CoV-2 humoral responses among COVID-19– participants, only nadir CD4 and BMI were associated with SARS-CoV-2 profile shifts in the COVID-19+ cohort. This evidence concerns the gene CD4 and COVID-19.