Zhang Lingling, Lai Yi, Yan Long, Fang Jiaping, Wang Kai
Department of Clinical Laboratory, The First People's Hospital of Xiaoshan District, Xiaoshan Affiliated Hospital of Wenzhou Medical University, Hangzhou, 311200, Zhejiang, China.
Department of Emergency, The First People's Hospital of Xiaoshan District, Xiaoshan Affiliated Hospital of Wenzhou Medical University, Hangzhou, 311200, Zhejiang, China.
Lipids Health Dis. 2025 Feb 28;24(1):77. doi: 10.1186/s12944-025-02493-x.
Various research in the past has indicated that the NHHR, which represents the ratio of non-high-density lipoprotein cholesterol (non-HDL-C) to high-density lipoprotein cholesterol (HDL-C), and body mass index (BMI) each act independently as contributors to depression risk. Nonetheless, studies exploring the combination of NHHR with BMI in relation to depression are limited. Consequently, the central aim of this study is investigating the joint and interactive effects of NHHR and BMI on depression risk, as well as the mediating role of NHHR.
Encompassing participants aged 20 years or over, this research incorporated a total of 39,704 individuals from the National Health and Nutrition Examination Survey (NHANES), which covered the period of 2005 to 2023. To analyze the impact of NHHR and its combination with BMI on depression, our analytical approach included multivariate logistic regression, restricted cubic spline modeling, interaction testing and subgroup analyses. Additionally, we studied the joint effects of NHHR and BMI. Finally, we applied a four-way decomposition analysis method to examine the interactions and mediating effects within the aforementioned relationships.
Among all participants in this study, the prevalence of depressive disorder (Patient Health Questionnaire-9 score ≥ 10) was 9.2%. Both the NHHR and BMI were associated with depression, which remained significant even after full adjustment for covariates [NHHR, OR (95% CI): 1.07 (1.04-1.09); BMI, OR (95% CI): 1.02 (1.02-1.03)]. Compared with the reference group, the OR (95% CI) for the highest groups of NHHR, BMI, and their product term NHHR-BMI were 1.41 (1.24-1.61), 1.35 (1.18-1.54), and 1.59 (1.37-1.84), respectively. Participants with NHHR in the fourth quartile and BMI exceeding 30 kg/m², had higher depression risk compared to other participants with NHHR in the first quartile and BMI below 25 kg/m² [OR (95% CI): 1.64 (1.34-2.00)]. Results of the four-way decomposition analyses indicated that NHHR played a mediating role in the association between BMI and depression, with the mediating effect accounting for 17.6%. Similarly, NHHR also mediated 11.0% of the mediating effect between BMI and PHQ-9 score. However, no interaction between NHHR and BMI related to depression was found in the general population. After stratifying by gender, it was found that the mediated interaction between NHHR and BMI had a statistically significant effect on depression and PHQ-9 score in males.
Depression risk is linked to both NHHR and BMI, and NHHR has a significant mediating impact on the association between BMI and depression. Notably, there is a non-negligible mediated interaction effect between BMI and NHHR in male participants. Compared to considering NHHR or BMI individually, participants had a higher risk of depression when the combined terms of the two were in the higher quartiles. These findings suggest that the combined assessment of these two indicators may help deepen the understanding and evaluation of depression, enhance the accuracy of risk stratification, and is worthy of further research.
过去的各种研究表明,非高密度脂蛋白胆固醇(non-HDL-C)与高密度脂蛋白胆固醇(HDL-C)之比即非高密度脂蛋白胆固醇比值(NHHR)以及体重指数(BMI)各自独立地对抑郁风险有影响。然而,探索NHHR与BMI联合对抑郁影响的研究有限。因此,本研究的核心目的是调查NHHR和BMI对抑郁风险的联合及交互作用,以及NHHR的中介作用。
本研究纳入年龄在20岁及以上的参与者,共39704人,来自2005年至2023年的美国国家健康与营养检查调查(NHANES)。为分析NHHR及其与BMI的联合对抑郁的影响,我们的分析方法包括多因素逻辑回归、受限立方样条建模、交互作用检验和亚组分析。此外,我们研究了NHHR和BMI的联合作用。最后,我们应用四向分解分析方法来检验上述关系中的交互作用和中介效应。
在本研究的所有参与者中,抑郁障碍(患者健康问卷-9得分≥10)的患病率为9.2%。NHHR和BMI均与抑郁相关,即使在对协变量进行全面调整后仍具有统计学意义[NHHR,OR(95%CI):1.07(1.04 - 1.09);BMI,OR(95%CI):1.02(1.02 - 1.03)]。与参照组相比,NHHR、BMI最高组及其乘积项NHHR - BMI的OR(95%CI)分别为1.41(1.24 - 1.61)、1.35(1.18 - 1.54)和1.59(1.37 - 1.84)。与NHHR处于第一四分位数且BMI低于25kg/m²的其他参与者相比,NHHR处于第四四分位数且BMI超过30kg/m²的参与者抑郁风险更高[OR(95%CI):1.64(1.34 - 2.00)]。四向分解分析结果表明,NHHR在BMI与抑郁的关联中起中介作用,中介效应占17.6%。同样,NHHR在BMI与患者健康问卷-9得分之间的中介效应中也占11.0%。然而,在一般人群中未发现NHHR与BMI之间与抑郁相关的交互作用。按性别分层后发现,NHHR与BMI之间的中介交互作用对男性的抑郁和患者健康问卷-9得分有统计学显著影响。
抑郁风险与NHHR和BMI均相关,且NHHR对BMI与抑郁之间的关联有显著中介作用。值得注意的是,男性参与者中BMI与NHHR之间存在不可忽视的中介交互作用。与单独考虑NHHR或BMI相比,当两者的联合项处于较高四分位数时,参与者的抑郁风险更高。这些发现表明这两个指标的联合评估可能有助于加深对抑郁的理解和评估,提高风险分层的准确性,值得进一步研究。