Regarding prognostic biomarkers, we generated several gene signatures that embodied cancer hallmarks in various dimensions, including the malignant epithelial cell gene signature, tip cell gene signature, combined gene signature and SPP1/C1QC macrophage gene signature. This evidence concerns the gene SPP1 and cancer.