COL1A1 and neoplasm: In this study, we identified a specific subgroup of CAFs characterized by high expression of VCAN. These CAFs also exhibited elevated levels of ECM-related genes, including LUM, COL1A1 and COL1A2, indicative of their activated state promoting tumor fibrosis.