Combined application of information theory on laboratory results with classification and regression tree analysis: Analysis of unnecessary biopsy for prostate cancer

► We applied information theory and CART analysis on probability of prostate-biopsy. ► About 14% of patients could avoid unnecessary biopsies without false-negative results. ► Our CART analysis based on the information theory had simple splits. ► The degree of uncertainty on laboratory results could be helpful for making decision.