Overall, our study demonstrates that HMGB1 serves as an efficient diagnostic biomarker for adolescent depression, with part of its effects mediated by childhood trauma, supporting a bio-psychosocial integrated intervention strategy. The gene discussed is HMGB1; the disease is depressive symptom measurement.