We identified four viable cancer biomarkers (KLK2, KLK3, KLK4 and KLK15) for chromophobe renal cell carcinoma with almost perfect sensitivity and specificity (AUC values: 0.97–0.99). The gene discussed is KLK15; the disease is chromophobe renal cell carcinoma.