In our study and with the aid of a multivariate prediction analysis model using machine learning, we were able to predict the risk of death, the risk of distant metastasis, and the risk of tumor recurrence by using EGFR expression data and their clinicopathological parameters like age, tumor grade, clinical stage, distant metastasis, recurrence, and death event as inputs for our model. Here, EGFR is linked to neoplasm.