Explainable machine learning for chronic lymphocytic leukemia treatment prediction using only inexpensive tests

•Machine Learning methods are effective in predicting CLL treatment.•Gradient Boosting Machines perform best among Machine Learning models.•Using only inexpensive features does not greatly reduce predictive performance.•Our model can be explained using a decision tree surrogate model.