the relatively high AUCs reported in some studies may be partially attributed to the inclusion of potentially confounding variables such as tumor location (e.g. central vs. peripheral), which are intrinsically associated with histological subtypes—central tumors are more likely to be squamous cell carcinoma and EGFR-wild type—thereby introducing bias in mutation prediction. The gene discussed is EGFR; the disease is squamous cell carcinoma.