Here, the authors find that short-term TGFBR1 inhibition prevents tumour formation in rat breast cancer models and identify a TGFBR1 inhibition-responsive sub-population of mammary epithelial cells, which is associated with human breast cancer risk. This evidence concerns the gene TGFBR1 and breast cancer.