Finally, we used the TIMER database to explore the correlation between PDHB and six major infiltrating immune cells in ccRCC (B cell, CD4 T cell, CD8 + T cell, neutrophil, macrophage and dendritic cell). This evidence concerns the gene PDHB and nonpapillary renal cell carcinoma.