Here, it is shown that an FGF‐BMP7‐INHBA signaling positive feedback loop integrates interactions among different cell populations, including mammary gland stem cells, luminal epithelial and stromal fibroblast niche components not only in organ regeneration but also, with certain modifications, in cancer progression. This evidence concerns the gene BMP7 and cancer.