The result of multivariate analysis showed that young breast cancer (age < 40) (P = .006) and high NLR values (P = .001) were prognostic risk factors affecting mPFS, after adjusting for confounding factors such as ECOG, HER2 status and PLR (Fig. 3). Here, ERBB2 is linked to breast cancer.