Based on text mining, most of the highly common diabetes-related genes in the literature were correlated with glucagon and AMPK signaling pathways such as HNF4A, PCK2, and SIRT1, which were among the most interactive genes in the PPI analysis. The gene discussed is GCG; the disease is diabetes mellitus.