The best three single gene discriminators are CAV1, SFTPC and VWF for lung cancer, having the same classification accuracy, 99.1% on the training set and 98.2% and 100%, 96.3% and 82.5%, and 88.9% and 100% on the two test sets, respectively. The gene discussed is SFTPC; the disease is lung cancer.