The test is based on a classification algorithm, utilizing eight distinct mass spectral features, comparing spectra from a patient's sample with a reference set identified in the study of clinical outcomes in patients with non-small cell lung cancer (NSCLC) treated with small molecule EGFR-tyrosine kinase inhibitors erlotinib and gefitinib 9. Here, EGFR is linked to non-small cell lung carcinoma.