In our previous study, we have used machine learning to show that HSP90β and TRAP1 are aberrantly expressed in the urine of cancer patients and that the HSP90β, TRAP1 and co-chaperones can be used to identify cancer patients (18). The gene discussed is AQP1; the disease is cancer.