As shown in Figure 7A, in terms of both the number and weight score of cell-cell interactions, cancer cells, particularly HLA-E-positive cancer cells, played a crucial role in shaping the pleural microenvironment, while mesothelial cells played a secondary role. Here, HLA-E is linked to cancer.