Cangkrama et al. show that tumor cells from various cancer types use the mitochondrial trafficking protein MIRO2 and nanotubes to transfer mitochondria into surrounding fibroblasts, thereby inducing cancer-associated fibroblast differentiation and subsequent tumor growth. This evidence concerns the gene RHOT2 and cancer.