The findings that vaccination-elicited antibody and CMI responses correlate to baseline viral loads, TFH counts, and CD4/CD8 ratios have implications for predicting COVID-19 vaccine efficacy in PLWH. The gene discussed is CD4; the disease is COVID-19.