We performed multivariate Cox regression analysis and differential analysis of gene expression between the tumour and precancerous tissue on 11 prognostic Ras-related genes, and we got three differently expressed prognostic Ras-related genes (EGFR, RAP1B and PDGFRA) (Figure 4A). Here, RAP1B is linked to neoplasm.