ALOX15B and major depressive disorder: Subsequently, age, gender and these four genes mentioned above were incorporated into stepwise multivariate logistic regression to establish the optimal diagnostic model for MDD, which resulted in a three-gene signature including ALOX15B, RPLP0, and HP.