Significantly upregulated KEGG pathways among the top 10 metabolic pathways with the smallest p-values in the lung cancer group included: Alanine, aspartate, and glutamate metabolism, Biosynthesis of amino acids, Central carbon metabolism in cancer, TCA cycle, and Glucagon signaling pathway. Here, GCG is linked to lung cancer.