In our study of microarray expression data from 203 breast cancer patients, we analyzed the genes present in multiple signatures, and found three genes (MAD2L1, PTTG1 and BUB1) significantly associated with disease-free or overall survival. Here, PTTG1 is linked to breast cancer.