The major finding was that AS +GEP score system consisting of the AS, tumor grade, ER status, and PR status had the highest C-index and lowest AIC, indicating that the score system including biomarkers allowed for more refined patient classification in ILC population compared with that merely based on anatomic factors. Here, ESR1 is linked to neoplasm.