IDO-1 plays a crucial role in tumor metastasis in many cancer types, such as gastric cancer, and the increased expression of IDO-1 and expression of the core gene COL12A1 synergistically improve cancer cell invasion and metastasis via the MAPK transduction pathway (71). Here, COL12A1 is linked to cancer.