Moreover, recent studies have highlighted that in lung cancer patients who are non-responders to treatment, there is an increased proportion of COL11A1+ tumor-associated fibroblasts (CAFs) that interact with tumor cells via the DDR1-collagen axis. The gene discussed is DDR1; the disease is lung cancer.