Knowing that the gene expression signature derived from primary breast fibroblasts in response to IGF-I stimulation is relevant in vivo, and is a strong prognostic factor in human breast cancer, we investigated this finding to see if it could be generalized to other types of human cancer. This evidence concerns the gene IGF1 and breast cancer.