Certain mutations in the epidermal growth factor receptor (EGFR) gene confer hypersensitivity to the tyrosine kinase inhibitors gefitinib and erlotinib in patients with advanced non-small cell lung cancer. Large-scale screening for EGFR mutations in such patients is feasible for predicting response to TKIs and thus guiding treatment.