Medical uses and methods are provided for treating cancer using monopolar spindle 1 (MPS1) kinase inhibitors. Methods and uses for selecting MPS1 kinase inhibitors for use in treating cancer in a subject are provided, both in the initial selection of MPS1 kinase inhibitors and for addressing the development of acquired drug resistance that occur in the course of treatment.