A group of ColClusters in gastrointestinal (GI) tumors were enriched for tumors with lower levels of aneuploidy, high expression of fibrillar collagens including COL1A1, and yet also had relatively short overall survival, including COAD-C1, PAAD-C1, and STAD-C1. Here, COL1A1 is linked to digestive system neoplasm.