Risk score was significantly positively correlated with most of the tumor-related signaling pathways, such as MTOR, Insulin, ERBB and Wnt signal pathways, while significantly negatively related to PPAR and Notch signaling pathways (Fig. 4I and Additional file 1: Fig. S5). This evidence concerns the gene INS and neoplasm.