• A comprehensive comparison among the different stages of diabetes was carried out.
• Targeted metabolomics of amino acid and acylcarnitine based on LC-MS/MS was performed.
• Six biomarker panels used for the clinical differential diagnoses were selected.
• Differential pathways related to differential biomarkers were discussed.