“…The application of PAM50 predictor of tumors to the major neoadjuvant clinical trials of anti-HER2 agents (NOAH, CALGB 40601, NeoALTTO, and CHER-LOB) found that patients with HER2-E tumors benefited substantially from a trastuzumab-based treatment, achieving a significantly higher pCR rate than those with other tumors [ 84 , 94 – 96 ] ( Table 1 ). Notably, in the NeoALTTO trial, PAM50 had a significant effect on pCR across arms [ 95 ], similar to that observed in the CALGB 40601 trial [ 84 ], supporting its predictive value for both trastuzumab and lapatinib. In the adjuvant phase III NSABP B-31 trial, PAM50 failed to identify subgroups that benefited differentially from trastuzumab [ 97 ], whereas in the NCCTG-N9831 trial, patients with HER2-E or luminal tumors benefited from the addition of trastuzumab to chemotherapy, unlike those with basal-like tumors [ 98 ], suggesting the need to further evaluate this predictor in the adjuvant setting.…”