In conclusion, our study highlights potential blood-derived biomarkers, including IL-1β, IL-6, TNF-α, CRP, and CCL2, for the diagnosis, prognosis, and progression evaluation of MDD with suicide-related behaviors. Here, IL6 is linked to major depressive disorder.