Additionally, there was a substantial negative association between NAPlL3 and macrophages M2, as shown in Fig. 8D. In the IPF samples, there was a notable positive relationship between CCND1 and CD8 T cells, activated NK cells, M1 and M2 macrophages. The gene discussed is CCND1; the disease is idiopathic pulmonary fibrosis.