The present study describes a population pharmacokinetic and pharmacodynamic (PK/PD) analysis based on data obtained from cancer patients treated with docetaxel at the National Cancer Center Hospital East in Japan. Docetaxel was infused intravenously over 1 h every 3 weeks, and time courses of absolute neutrophil counts (ANC) for a total of 395 observations (62 patients) were analyzed using a semimechanistic-physiological PK/PD model in the NONMEM program. The prominent feature of our PK/PD model is that it has the capability to predict a temporary increase in ANC. Among 10 patient factors, alpha(1)-acid glycoprotein was selected as a significant covariate for drug effect as the increase in alpha(1)-acid glycoprotein was negatively correlated with the drug effect. Goodness-of-fit plots indicated that the model fitted well with the observed data, and the bootstrap method guaranteed robustness of the model. In conclusion, we developed a novel population PK/PD model that can adequately analyze ANC profiles after docetaxel administration in oncology practice, where temporary but consistent increases in ANC were observed.