Based on multivariate logistic regression, the nomogram highlighted the four predictors used to differentiate BD from MDD based on lymphocyte subtypes: higher CD19+ B cell counts, CD3+ T cell counts, CD3–CD16/56+ NK cell counts, and lower total lymphocyte counts. The gene discussed is CD19; the disease is major depressive disorder.