In normal kidney tissue ANKS1B, ACOT6, EYS, CHRNA6, MT1G and UTY were up regulated in smokers in comparison to non-smokers; however, these genes tended to be down regulated in smokers versus non-smokers in ccRCC tumor tissue. This evidence concerns the gene MT1G and nonpapillary renal cell carcinoma.