The best three single gene discriminators are found to be UMOD, ACPP and CCL18 for kidney cancer, having the same classification accuracy, 98.6% on the training set and 100% and 94.4%, 95.7% and 86.11% and 89.4% and 68.1% on the two test sets, respectively. This evidence concerns the gene ACP3 and kidney cancer.