We performed a gene signature analysis on 935 gene sets consisting of cancer hallmark and canonical signaling pathways and identified high expression of cell cycle regulatory sets, E2F and RB1 targets, as significantly associated with shorter PFS (Additional file 6: Fig. S4d, 4e, Additional file 3: Table S3). This evidence concerns the gene RB1 and cancer.