Beyond the CD8+ T cells hyperactivation described in the results, our integrated enrichment and pseudotime trajectory analyses both revealed that multiple CD4+ T subpopulations initiate apoptosis and undergo reserve depletion in chronic HIV infection. Here, CD8A is linked to HIV infectious disease.