In a study with breast cancer patients with bone metastasis we showed that ICTP and MMP-1 baseline levels were associated with a shorter time to development of skeletal-related events, suggesting that MMP-1 might be useful to detect patients with tumor-induced osteolysis [41]. This evidence concerns the gene MMP1 and breast cancer.