In the dataset, the best predictors of breast cancer recurrence were lymph node (LN) involvement, human epidermal growth factor-receptor-2 (HER2) value, tumor size, and tumor margin (free versus closed). The gene discussed is ERBB2; the disease is breast carcinoma.