Human immunodeficiency virus type-1 (HIV-1) is a pathogenic retrovirus and the causative agent of acquired immunodeficiency syndrome (AIDS).HIV-1 RT is one of the key enzymes in the duplication of HIV-1.Inhibitors of HIV-1 RT are classified as nonnucleoside reverse transcriptase inhibitors (NNRTIs) and NRTIs.NNRTIs bind in a region not associated with the active site of the enzyme.Within the NNRTIs category, there is a set of inhibitors commonly referred to as Ph or pyridyl Et thiourea (PET) derivativesThe present three-dimensional (3D) quant. structure-activity relationship (QSAR) study attempts to explore the structural requirements of (Ph Et thiourea) PET derivatives for anti-HIV activity.Based on the structures and biodata of previous PET analogs, comparative mol. similarity indexes anal. (CoMSIA) is performed to explain the structural requirements for the anti-HIV activity of PET derivativesThe CoMSIA studies resulted in reliable computational models.The obtained CoMSIA model has high predictive ability, q2 = 0.584, r2 = 0.882 and standard error of estimation (SEE) = 0.352, explaining the majority of the variance in the data with four partial least square (PLS) components.The predictive ability of the developed models (3D QSAR) was also confirmed by using a test (external validation) set comprised of 11 mols. with a predicted r2 value of 0.871.It is shown that the steric, electrostatic, hydrophobic, and hydrogen-bond acceptor and donor properties predicted by CoMSIA contours can be related to anti-HIV activity.This model is a significant guide to trace the features that really matter especially with respect to the design of novel compoundsComparative mol. similarity indexes anal. for predicting anti-HIV activity of Ph Et thiourea (PET) derivativesThe parameters indicated in the substitution position of compound are responsible for anti-HIV activity.