Taken together, these findings show that the development of elevated SARS-CoV-2 spike gene diversity in PWH with CD4 counts <200 cells/μL encompasses 1) high early diversity, beginning shortly after COVID-19 symptom onset, and 2) marked and rapid changes in the population of sequences detected in each person over time. Here, CD4 is linked to COVID-19.