ZDHHC18 and nonpapillary renal cell carcinoma: In addition, cell–cell communication analysis using the “CellChat” package revealed complex interaction networks involving malignant epithelial cells and other cell types in the tumor microenvironment, providing further context for understanding the functional implications of ZDHHC18 in ccRCC (Figure 4d).