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分离重度抑郁症对肥胖的影响:选择偏倚的作用。

Isolating the effect of major depression on obesity: role of selection bias.

作者信息

Dave Dhaval M, Tennant Jennifer, Colman Gregory

机构信息

Bentley University and National Bureau of Economic Research, Department of Economics, Waltham, MA 02452, USA.

出版信息

J Ment Health Policy Econ. 2011 Dec;14(4):165-86.

PMID:22345359
Abstract

BACKGROUND

There is suggestive evidence that rates of major depression have risen markedly in the U.S. concurrent with the rise in obesity. The economic burden of depression, about USD100 billion annually, is under-estimated if depression has a positive causal impact on obesity. However, virtually the entire existing literature on the connection between the two conditions has examined merely whether they are significantly correlated, sometimes holding constant a limited set of demographic factors.

AIMS OF THE STUDY

This study assesses whether, and the extent to which, the positive association between the two conditions reflects a causal link from major depression to higher BMI and obesity.

METHODS

Individual-level data from three nationally-representative studies are utilized: (i) National Comorbidity Survey-Replication (N=3,229); (ii) National Longitudinal Survey of Youth-1979 (N=21,365); and (iii) Behavioral Risk Factor Surveillance System (N=2,858,973). Dependent variables include body mass index (BMI) and a dichotomous indicator for overweight or obese. We measure diagnosed major depression based on DSM-IV criteria and the CES Depression scale. While contemporaneous effects are considered, the study primarily focuses on the effects of past and lifetime depression to bypass reverse causality and further assess the role of non-random selection on unobservable factors. The effects of past and lifetime depression on obesity are estimated based on: (i) models that control for an extensive set of typically-unobserved factors, including parental history, family background, parental investments, risk-taking, and use of anti-depressants and other prescription medications; (ii) constrained selection models; and (iii) models controlling for family fixed effects.

RESULTS

There are expectedly no significant or substantial effects of current depression on BMI or overweight/obesity, given that BMI is a stock that changes relatively slowly over time. Results also do not support a causal interpretation among males. However, among females, estimates indicate that past or lifetime diagnosis of major depression raises the probability of being overweight or obese by about seven percentage points. Results also suggest that this effect appears to plausibly operate through shifts in food consumption and physical activity.

DISCUSSION

Unadjusted differences document a strong correlation between depression and obesity, both cross-sectionally and temporally. However, it remains unclear how much of this association is consistent with a causal link from depression to obesity and how much of it is being driven by non-random selection. We find evidence that past and lifetime depression raises the probability of being overweight or obese among females. We estimate that this higher risk of overweight and obesity among females could potentially add about 10% (or USD9.7 billion) to the estimated economic burden of depression.

IMPLICATIONS FOR HEALTH POLICIES

Estimates from this study suggest that the rising trend in obesity partly underlies the reported increased prevalence of depression, at least among women. Public health interventions which reduce major depression among women could therefore also further promote public health by reducing overweight and obesity.

IMPLICATIONS FOR FURTHER RESEARCH

While this study points to some preliminary evidence that the effect of depression on obesity appears to operate through shifts in diet and physical activity, more research is required to inform the proximate and distant mediating pathways. Though this study focuses on gender differentials, differences based on race/ethnicity and educational status would further inform heterogeneous responses across individuals and population subgroups.

摘要

背景

有迹象表明,在美国,重度抑郁症的发病率随着肥胖率的上升而显著上升。如果抑郁症对肥胖有正向因果影响,那么每年约1000亿美元的抑郁症经济负担就被低估了。然而,几乎所有关于这两种情况之间联系的现有文献仅仅研究了它们是否显著相关,有时只是控制了一组有限的人口统计学因素。

研究目的

本研究评估这两种情况之间的正向关联是否以及在多大程度上反映了从重度抑郁症到更高体重指数(BMI)和肥胖的因果关系。

方法

利用来自三项全国代表性研究的个体层面数据:(i)全国共病调查复制版(N = 3229);(ii)1979年全国青年纵向调查(N = 21365);以及(iii)行为危险因素监测系统(N = 2858973)。因变量包括体重指数(BMI)以及超重或肥胖的二分指标。我们根据《精神疾病诊断与统计手册》第四版(DSM-IV)标准和CES抑郁量表来衡量已诊断的重度抑郁症。虽然考虑了同期效应,但该研究主要关注过去和终生抑郁症的影响,以绕过反向因果关系,并进一步评估不可观察因素上非随机选择的作用。过去和终生抑郁症对肥胖的影响基于以下方法进行估计:(i)控制大量通常不可观察因素的模型,包括父母病史、家庭背景、父母投入、冒险行为以及抗抑郁药和其他处方药的使用;(ii)受限选择模型;以及(iii)控制家庭固定效应的模型。

结果

鉴于BMI是一种随时间变化相对缓慢的存量,当前抑郁症对BMI或超重/肥胖没有显著或实质性影响,这在意料之中。结果也不支持男性之间存在因果关系的解释。然而,在女性中,估计表明过去或终生诊断为重度抑郁症会使超重或肥胖的概率提高约7个百分点。结果还表明,这种影响似乎可能是通过食物消费和身体活动的变化起作用的。

讨论

未经调整的差异表明,抑郁症与肥胖在横断面和时间上都有很强的相关性。然而,尚不清楚这种关联中有多少与从抑郁症到肥胖的因果关系一致,以及有多少是由非随机选择驱动的。我们发现有证据表明,过去和终生抑郁症会增加女性超重或肥胖的概率。我们估计,女性中这种较高的超重和肥胖风险可能会使抑郁症的估计经济负担增加约10%(或97亿美元)。

对健康政策的启示

本研究的估计表明,肥胖率的上升趋势至少在女性中是报告的抑郁症患病率增加的部分原因。因此,减少女性重度抑郁症的公共卫生干预措施也可以通过减少超重和肥胖来进一步促进公共卫生。

对进一步研究的启示

虽然本研究指出了一些初步证据,表明抑郁症对肥胖的影响似乎是通过饮食和身体活动的变化起作用的,但需要更多研究来了解直接和间接的中介途径。尽管本研究关注性别差异,但基于种族/族裔和教育状况的差异将进一步揭示个体和人群亚组的异质性反应。

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