First, we used the SingleR package and the known markers of cancer and alveolar cells to identify a cancer cluster and alveolar cluster; EPCAM and SOX4 were used to mark the cancer cluster; SFTPC and SFTPA1 to mark the alveolar cluster; CAPS and TPPP3 to mark epithelial cells. Here, SFTPA1 is linked to cancer.