Experimental results indicated that our method not only improved the performance of correlation coefficient (CC) metrics but also identified a concise set of common ROIs shared between two brain network features closely associated with the MDD genetic risk SNP TPH1 rs1799913. Here, TPH1 is linked to major depressive disorder.