Here, we describe a model consisting of two steps, sorting samples in two groups—with and without an AR mutation (AR+ and AR– respectively) and consequently classifying the AR– group in cancer patients and healthy subjects (95.4% accuracy, 97.9% sensitivity, 80% specificity, 0.884 ROC AUC). This evidence concerns the gene AR and cancer.