The unacceptable discriminative power of the prediction model including only the UGT1A1 genotype suggests that our comprehensive approach incorporating non-genetic factors provides a more accurate prediction of the risk of severe neutropenia. Here, UGT1A1 is linked to Decreased total neutrophil count.