Therefore we hypothesized that lung cancer cells with AK4-high/AK1-low represent a status of restricted energy demand as pathway and upstream regulator analyses revealed glycolysis and HIF-1α were the predominant metabolic pathway/transcription factor of the gene signatures (Fig. 4c,d). This evidence concerns the gene AK4 and lung cancer.