COL3A1 and esophageal cancer: In addition to gastric cancer, research reports from different teams have shown that multiple collagen-encoding genes, including COL1A2 and COL3A1, have higher expression level in pancreatic cancer [37], thyroid cancer [38], esophageal cancer [39], and others.