Gene expression of COL1A1, COL1A2, COL6A3, FN1, and THY1 in CAFs as well as COL4A1 and COL4A2 in Angiogenic_EC had a highly significantly positive correlation with the proportion of malignant tumor cells. Here, COL1A2 is linked to neoplasm.