Kendler Kenneth S, Gardner Charles O
Department of Psychiatry, Virginia Institute for Psychiatric and Behavioral Genetics, Virginia Commonwealth University School of Medicine, PO Box 980126, Richmond, VA 23298-0126, USA.
Arch Gen Psychiatry. 2010 Nov;67(11):1120-7. doi: 10.1001/archgenpsychiatry.2010.136.
Most environmental risk factors for psychiatric disorders cannot be studied experimentally, making causal attributions difficult. Can we address this question by using together 2 major methods for causal inference: natural experiments and specialized statistical methods?
To determine the causal relationship between dependent stressful life events (dSLEs) and prior depressive episodes (PDEs) and major depression (MD).
Assessment of risk factors and episodes of MD at interview. Statistical analyses used the co-twin control and propensity score-matching methods.
General community.
Four thousand nine hundred ten male and female twins from the Virginia Adult Twin Study of Psychiatric and Substance Use Disorders.
Episodes of MD.
We found that dSLEs were strongly associated with risk for MD in female (odds ratio [OR], 5.85) and male (4.55) twins in the entire sample and, at considerably lower levels, in female (2.29) and male (2.19) monozygotic twins discordant for dSLE exposure. A case-control sample matched on propensity score showed a moderate association in female (OR, 1.79) and male (1.53) twins. A PDE strongly predicted risk for MD in female (OR, 3.68) and male (5.20) twins in the entire sample. In monozygotic pairs discordant for exposure, the association was weaker in male (OR, 1.41) and absent in female (1.00) twins. A case-control sample matched on propensity score showed a moderate association between PDE and depressive episodes in male (OR, 1.58) and female twins (1.66).
Although dSLEs have a modest causal effect on the risk for MD, a large proportion of the observed association is noncausal. The same pattern is seen for PDEs, although the causal impact is somewhat more tenuous. For environmental exposures in psychiatry that cannot be studied experimentally, co-twin control and propensity scoring methods--which have complementary strengths and weaknesses--can provide similar results, suggesting their joint use can help with the critical question of causal inference.
大多数精神疾病的环境风险因素无法通过实验进行研究,这使得因果归因变得困难。我们能否通过结合两种主要的因果推断方法来解决这个问题:自然实验和专门的统计方法?
确定依赖性应激生活事件(dSLEs)与既往抑郁发作(PDEs)和重度抑郁症(MD)之间的因果关系。
在访谈中评估MD的风险因素和发作情况。统计分析采用同卵双胞胎对照和倾向得分匹配方法。
普通社区。
来自弗吉尼亚成人双胞胎精神疾病与物质使用障碍研究的4910名男性和女性双胞胎。
MD发作情况。
我们发现,在整个样本中,dSLEs与女性(优势比[OR],5.85)和男性(4.55)双胞胎患MD的风险密切相关,在暴露于dSLE的异卵双胞胎中,女性(2.29)和男性(2.19)的关联程度较低。倾向得分匹配的病例对照样本显示,女性(OR,1.79)和男性(1.53)双胞胎存在中度关联。在整个样本中,PDE强烈预测女性(OR,3.68)和男性(5.20)双胞胎患MD的风险。在暴露情况不一致的同卵双胞胎对中,男性(OR,1.41)的关联较弱,女性(1.00)则不存在关联。倾向得分匹配的病例对照样本显示,PDE与男性(OR,1.58)和女性双胞胎(1.66)的抑郁发作之间存在中度关联。
虽然dSLEs对MD风险有一定的因果影响,但观察到的关联中很大一部分是非因果性的。PDEs也呈现相同模式,尽管因果影响略显微弱。对于无法通过实验研究的精神科环境暴露,同卵双胞胎对照和倾向得分方法——它们各有优缺点——可以提供相似的结果,这表明联合使用有助于解决因果推断的关键问题。