Innovatively, the unipolar vs. bipolar depression classification model achieved a high accuracy rate with six biomarkers (IL-8, IL-17, s-100β, the nodal efficiency of the right amygdala, the prefrontal-cingulate-amygdala subnetwork intensity, and anxiety symptoms). The gene discussed is CXCL8; the disease is bipolar disorder.