HIV infection can cause malabsorption and rapid utilization of nutrients. A randomized trial of multivitamin supplementation among people living with HIV/AIDS (PLWHA) initiating antiretroviral therapy (ART) in Tanzania was stopped early due to increased alanine aminotransferase (ALT) concentrations in the multiple recommended dietary allowances (RDA) multivitamin group. We conducted detailed analysis to assess the effect of multivitamins on ALT elevations and evaluate whether subgroups of PLWHA have greater hepatotoxicity risks associated with the use of high-dose multivitamins. We utilized data from a randomized, double-blind trial conducted in 2006-2009 that assessed the effect of high-dose multivitamins that contained vitamin B complex, vitamin C, and vitamin E at multiple RDA as compared to standard-dose multivitamins containing single RDAs among adults initiating ART in Tanzania. We evaluated the effect of high-dose multivitamins on incident mild/moderate ALT elevations > 40 IU/L, persistent ALT elevations > 40 IU/L (2 + clinic visits), and severe ALT elevations > 200IU/L using Cox proportional hazard models. We then evaluated effect modification by patient characteristics to determine if subgroups of PLWHA experienced different magnitudes of risk for ALT elevations associated with high-dose multivitamins. High-dose multivitamins increased the risk of incident mild/moderate ALT elevations > 40 IU/mL as compared to standard-dose multivitamins (hazard ratio (HR): 1.41; 95%CI: 1.26,1.58) as well as incident sustained mild/moderate ALT elevations (HR: 1.19; 95%CI: 1.04,1.36), but there was no overall effect on severe ALT elevations (HR: 1.44; 95% CI: 0.91,2.28). There was no evidence that the effect of high-dose multivitamins on any or sustained mild/moderate ALT elevations was modified by any patient characteristic. However, CD4 T-cell count was found to modify the effect of high-dose multivitamins on severe ALT elevations (p-value for interaction:0.01). Among participants with a baseline CD4 T-cell count ≤ 100 cells/µL, individuals receiving high-dose multivitamins had 3.74 times (95%CI: 1.52-9.17) the risk of incident severe ALT elevations compared to standard-dose multivitamins, while participants with CD4 T-cell counts > 100 cells/µL, appeared to have no effect of high-dose multivitamins on severe ALT elevations (HR:0.92; 95% CI: 0.50,1.67). High-dose RDA multivitamin supplementation increased the incidence of any mild to moderate ALT elevations among adults starting ART in Tanzania and the magnitude of the risk does not appear to differ by patient characteristics. However, immunocompromised PLWHA with CD4 T-cell counts < 100 cells/µL may experience greater risk of severe ALT elevations associated with the use of high-dose multivitamins. Although the study findings offer significant insights, it is essential to take into account limitations imposed by newer cART regimes.