Major depression diagnosis can be achieved by a standardized instrument. An integrated analytical method of metabolomics and LS-SVM was developed. Multi-biomarkers outperform single-biomarker for depression diagnosis. Plasma glucose-lipid signaling can be used for predictive diagnosis of depression.