TGFBI, COL3A1, and CXCL12 were significantly upregulated in caf_C1_scissor, which mainly expressed genes characteristic of activated CAF, which secreted pro-inflammatory factors that enhanced EMT and stemness of tumor cells and contributed to tumor metastasis. This evidence concerns the gene COL3A1 and neoplasm.