Integrative metabolomics and machine learning identify biomarkers of adolescent social anxiety disorder

A cross-sectional study of 78 adolescents identified 46 metabolites significantly altered in drug-naive social anxiety disorder patients compared to healthy controls, primarily in amino acid and energy metabolism pathways. A diagnostic model using five key metabolites achieved high accuracy in training data, though the authors acknowledge lack of external validation and note findings remain preliminary and hypothesis-generating.