Patient heterogeneity in drug response presents a fundamental challenge in designing combination cancer therapies. Existing, imprecise, strategies for use of multiple drugs include A) first line combination therapies for all patients and sequential therapy. B) Precision based approaches can (1) use pre-treatment predictive biomarkers to select one or more agents likely to be active in a given patient (patients labelled 1a, 1b, 1c), or (2) use on-treatment pharmacodynamic biomarkers to identify which agents are active or inactive in a patient to stop use of an inactive agent and increase dose of an active agent (particularly if combination therapy required dose reduction). Here treatment ‘arrows’ are to compare strategies, and are not intended to evaluate response duration.