We found a consistent positive correlation between fibroblast proportions and expression of collagen genes belonging to fibril-forming (COL1A2) and microfibrillar (COL6A1, COL6A2 and COL6A3) subfamilies across nine cancer types, the exception being KIRC and LGG (Fig. 4C). Here, COL6A1 is linked to cancer.