The DiCE analysis of cases incorrectly classified reveals that BMI and Glucose were the most important characteristics for accurate BC prediction, whereas HOMA, Adiponectin, and Resistin had less of an impact. The gene discussed is ADIPOQ; the disease is breast cancer.