Analyzing the expression patterns of CAF markers in lung cancer tissues compared to normal tissues, we found that COL1A1, COL1A2, and FAP were significantly upregulated, indicating their potential as markers for identifying malignancies and metastatic diseases (Fig. 3A–C). The gene discussed is COL1A1; the disease is lung cancer.