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A longitudinal single-cell RNA sequencing atlas of 441 samples from 241 patients across ten cancer entities is assembled to map treatment-associated remodeling of the tumor immune microenvironment (TIME), establishing immunotype transitions as a central determinant of ICI efficacy.