Notwithstanding these limitations, our findings suggest that HIV infection independent of ART does not substantially increase beta cell dysfunction, beta cell death, or whole-body glucose dyshomeostasis, while treatment with ART and higher CD4 counts were associated with beta cell dysfunction. Here, CD4 is linked to HIV infectious disease.