The CD4-staged back-calculation approach reconstructs HIV incidence and estimates time-varying diagnosis rates by use of information on new HIV and AIDS diagnoses, CD4 cell counts around diagnosis, and the natural course of HIV infection.4 Here, CD4 is linked to AIDS.