The nine-gene signature predictive of PCRT response was highly related to KEGG signal transduction pathways including cancer-related pathways, PI3K-Akt signaling pathways (Supplementary Figures S1, S2), proteoglycans in cancer, human cytomegalovirus infection, and human papillomavirus infection. Here, AKT1 is linked to human papilloma virus infection.