Despite increasing survival rates of pediatric leukemia patients over the past decades, the outcome of some leukemia subtypes has remained dismal. Drug sensitivity and resistance testing on patient-derived leukemia samples provides important information to tailor treatments for high-risk patients. However, currently used well-based drug screening platforms are severely limited in predicting the effects of prodrugs, a class of therapeutics that require metabolic activation to become effective. To address this limitation, we developed a microphysiological drug-testing platform that enables co-culturing of patient-derived leukemia cells, human bone marrow mesenchymal stromal cells, and human liver microtissues within the same microfluidic platform that, at the same time, regulates the physical interaction between the diverse cell types. Our model recapitulates hepatic prodrug activation of ifosfamide, which cannot be assessed in traditional well-based assays. By testing the susceptibility of primary patient-derived leukemia samples to the prodrug ifosfamide, we identified sample-specific sensitivities to ifosfamide in primary leukemia samples. Our microfluidic platform enables the recapitulation of physiologically relevant conditions and the testing of prodrugs, particularly with short-lived and unstable metabolites, which provides a basis for clinical translation and precision chemotherapy selection.