In our pilot example using radiomics to predict EGFR mutation status in patients with NSCLC, we extracted 1160 quantitative features, of which only 741 were considered to be reproducible, and only four were ultimately selected to be non-redundant and informative. The gene discussed is EGFR; the disease is non-small cell lung carcinoma.