These include low overall fold changes, known to negatively impact machine learning classifier performance [68], and our use of a ‘no cancer’ comparator where all men demonstrated prostate abnormalities, principally elevated PSA, but no cancer detected. The gene discussed is KLK3; the disease is cancer.