ER signaling pathway is very important of the breast cancer and it’s related to the development, proliferation and the progression of the tumor (43).In order to combine genetic variation features and clinicopathologic characteristics in the prediction of NSLN, we adopted dimensionality reduction and clustering method to generate potential genetic predictors for our models. This evidence concerns the gene ESR1 and neoplasm.