Breath profile as composite biomarkers for lung cancer diagnosis

•Breath test is suited to large-scale screening, which might contribute to early detection of lung cancer without specific symptom.•Gradient boost decision trees algorithm not only exhibits high classification performance but also provides an explainable model.•We borrowed the idea of bootstrap to estimate the uncertainty of diagnosis, which is important to decide the necessity of further detection.