CONCERT learns perturbation effects as functions of spatial context rather than as slide specific lookups, and therefore transfers across slides: it recovers Fn1 depletion in the tumor core with enrichment at the surface, matching the expected spatial pattern (Extended Data Fig. 3h). This evidence concerns the gene FN1 and neoplasm.