Conversely, in normal kidney tissue PPWD1, LUMCH1 and ZNF600 were down regulated in smokers compared to non-smokers; however, these genes were up regulated in smokers versus non-smokers in ccRCC tumor tissue. This evidence concerns the gene ZNF600 and nonpapillary renal cell carcinoma.