The pathological contributions of collagen type X (COL10A1, ColX) and its associated gene networks are especially notable in breast and pancreatic tumors, where they may foster an inflammatory and immunosuppressive microenvironment that contributes to aggressive tumorigenesis, metastasis, and poor clinical prognosis. The gene discussed is COL10A1; the disease is pancreatic neoplasm.