In particular, genes encoding collagen, including COL1A1, COL1A2, COL6A1, and COL6A3, are upregulated in tumor tissue and also highly expressed in late-stage cancer patients; they are predicted to interact with SDC1 and SDC4 in tumor cells to promote the pEMT phenotype of tumors. The gene discussed is SDC1; the disease is cancer.