COL1A1 and neoplasm: As shown in Figure 6B, genes in the high expression groups, namely, COL1A1, COL4A1, COL12A1, and PDGFRB, were all enriched in the MAPK and PI3K–Akt signaling pathways, which are closely associated with tumor cell proliferation, invasion, and cell cycle.