Mass spectrometry combined with transcription sequencing and metabonomics revealed that FGL1 may affect glycolysis regulators and participate in epithelial-to-mesenchymal transition in NSCLC via the PI3K/AKT/HIF-1α pathway. The gene discussed is FGL1; the disease is non-small cell lung carcinoma.