ERBB2 and neoplasm: Taken together, the coordinated changes in HER2 localization, AKT/ERK activity, epithelial and ETM markers, as well as mitochondria organization observed in 3D cultures, underscore how spatial organization itself reshapes oncogenic signaling, recapitulating tumor-relevant features that are not captured in 2D monolayers.