To investigate the grade of cancer cells, we explored alveolar type I (AT1) and alveolar type II (AT2) cells with annotated markers, including PDPN, AGER, ABCA3, and SFTP gene families (32, 33) (Figure 3A). Here, PDPN is linked to cancer.