Lin et al. assemble a longitudinal pan-cancer single-cell atlas that tracks how the tumor immune microenvironment remodels during checkpoint inhibitor therapy. They show that the direction of remodeling, rather than the pre-treatment state, predicts response and translate these dynamics into a baseline gene signature that forecasts outcome across cancer types.
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