Of the 21 SNPs, TAL1 rs2984618 obesity-risk allele was associated with a higher risk of major depressive disorder (P = 1.79 × 10(-4), adjusted for age, sex, BMI, and ethnicity), and BDNF rs1401635 demonstrated significant ethnic-dependent association with major depressive disorder (OR = 0.88; 95% CI, 0.80-0.97; P = .01 in non-Europeans and OR = 1.11; 95% CI, 1.02-1.20; P = .02 in Europeans; Pinteraction = 2.73 × 10(-4)).