RENBP and cancer: Through signal pathway analysis, we found that the strong prognostic ability of this Collagen-Risk model was attributed to unique extracellular matrix organization, protein binding, ECM-receptor interaction, cancer pathway, PI3K-Akts and AGE-RAGE signaling in the different risk groups.