Three genes were present in the signatures from all cancer sets, COL1A1, COL1A2, and COL3A1. These genes are considered to be expressed mainly in fibroblasts, and the fact they are highly correlated in all cancer forms suggest that the expression levels of the genes may represent fibroblast number in many different tumor types. This evidence concerns the gene COL1A1 and cancer.