Prediction of human pharmacokinetic profiles of drug candidates is an essential step toward first-in-human studies. However, it remains difficult to quantitatively predict hepatic clearance, particularly when hepatic uptake is mediated by transporter(s). Using 15 organic anion transporting polypeptide (OATP) substrate drugs, we tested 3 in vitro–in vivo extrapolation (IVIVE) approaches to predict overall hepatic intrinsic clearance in vivo (CLint,all,vivo). IVIVE approaches involved metabolic intrinsic clearance in human liver microsomes (CLint,met) with or without hepatocyte-to-buffer maximum unbound concentration ratio (Kp,uu,max) correction and uptake intrinsic clearance at 37°C (PSinf,37°C) in human hepatocyte suspensions. Kp,uu,max and PSinf,37°C values were determined in 2 hepatocyte batches, and all tested compounds showed temperature-dependent uptake, consistent with the fact of transporter-mediated uptake. CLint,met substantially underestimated CLint,all,vivo. By multiplying CLint,met by Kp,uu,max values, the prediction performance was much improved; however, in vitro–in vivo correlation was poor. Among the IVIVE approaches, PSinf,37°C showed the most robust correlation with CLint,all,vivo, and one of the hepatocyte batches could predict CLint,all,vivo with a minimal empirical scaling factor. These results suggested IVIVE with hepatic uptake clearance determined in hepatocyte suspensions as one of the most practical approaches for predicting CLint,all,vivo of OATP substrate drugs.