Background Structured and spatial-nuanced interactions between components in tumor microenvironment (TME) regulates the efficacy of anti-tumor regimens. Insights into this orchestrated behavior therapeutic responders non-responders will facilitate immunotherapies. High-multiplex imaging spatial statistics enable deep profiling TMEs by simultaneous arraying cell phenotypes locations. In study, w...