In this first comprehensive assessment of the humoral repertoire in a global cohort of PWH, we identify distinct SARS-CoV-2–specific humoral immune profiles among PWH with obesity or lower nadir CD4+ T cell count, underlining plausible mechanisms associated with worse COVID-19–related outcomes in this setting. This evidence concerns the gene CD4 and obesity due to melanocortin 4 receptor deficiency.