Studying the single cell transcriptome of ccRCC tumors [46], we focused on the expression of perforin and HADHA, a gene involved in oxidation of long-chain fatty acids such as oleate, in different ccRCC infiltrating cell populations. Here, HADHA is linked to nonpapillary renal cell carcinoma.