Sub-cellular network analysis demonstrated the metabolites shared biological significance underlying canonical signaling pathways such as insulin, AMPK, PI3-Akt, and type 2 diabetes signaling pathway, but not ADMA. The gene discussed is PI3; the disease is type 2 diabetes mellitus.