Cancers displaying the highest frequency of collagen gene family mutations independent of COL11A1 included cutaneous, gastrointestinal (esophageal, colorectal), urogenital (cervical, bladder), and lung neoplasms. Here, COL11A1 is linked to lung neoplasm.