Moreover, this panel showed the highest AUC (0.811) for early-stage BC discrimination, while a panel of PD-1, IL-10 and CA15-3 had the highest AUC (0.896) for advanced BC discrimination (Liu et al. 2018). This evidence concerns the gene PDCD1 and breast cancer.