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对比不良童年经历(ACEs)与成年健康结果之间关系的累积风险和多个个体风险模型。

Contrasting cumulative risk and multiple individual risk models of the relationship between Adverse Childhood Experiences (ACEs) and adult health outcomes.

机构信息

College of Population Health, Thomas Jefferson University, 901 Walnut St., 10th Floor, Philadelphia, PA, 19107, USA.

College of Health Solutions, Arizona State University, 500 N 3rd St, Phoenix, AZ, 85004, USA.

出版信息

BMC Med Res Methodol. 2020 Sep 29;20(1):239. doi: 10.1186/s12874-020-01120-w.

Abstract

BACKGROUND

A very large body of research documents relationships between self-reported Adverse Childhood Experiences (srACEs) and adult health outcomes. Despite multiple assessment tools that use the same or similar questions, there is a great deal of inconsistency in the operationalization of self-reported childhood adversity for use as a predictor variable. Alternative conceptual models are rarely used and very limited evidence directly contrasts conceptual models to each other. Also, while a cumulative numeric 'ACE Score' is normative, there are differences in the way it is calculated and used in statistical models. We investigated differences in model fit and performance between the cumulative ACE Score and a 'multiple individual risk' (MIR) model that enters individual ACE events together into prediction models. We also investigated differences that arise from the use of different strategies for coding and calculating the ACE Score.

METHODS

We merged the 2011-2012 BRFSS data (N = 56,640) and analyzed 3 outcomes. We compared descriptive model fit metrics and used Vuong's test for model selection to arrive at best fit models using the cumulative ACE Score (as both a continuous or categorical variable) and the MIR model, and then statistically compared the best fit models to each other.

RESULTS

The multiple individual risk model was a better fit than the categorical ACE Score for the 'lifetime history of depression' outcome. For the outcomes of obesity and cardiac disease, the cumulative risk and multiple individual risks models were of comparable fit, but yield different and complementary inferences.

CONCLUSIONS

Additional information-rich inferences about ACE-health relationships can be obtained from including a multiple individual risk modeling strategy. Results suggest that investigators working with large srACEs data sources could empirically derive the number of items, as well as the exposure coding strategy, that are a best fit for the outcome under study. A multiple individual risk model could also be considered in addition to the cumulative risk model, potentially in place of estimation of unadjusted ACE-outcome relationships.

摘要

背景

大量研究文献记录了自我报告的不良童年经历(srACEs)与成人健康结果之间的关系。尽管有多种使用相同或相似问题的评估工具,但在将自我报告的儿童逆境用作预测变量时,其操作化方式存在很大差异。很少使用替代概念模型,也几乎没有直接对比概念模型的证据。此外,虽然累积数值“ACE 评分”是规范的,但在计算和在统计模型中使用方面存在差异。我们研究了累积 ACE 评分与“多个个体风险”(MIR)模型之间在模型拟合和性能方面的差异,后者将个体 ACE 事件一起纳入预测模型。我们还研究了因 ACE 评分的编码和计算策略不同而产生的差异。

方法

我们合并了 2011-2012 年 BRFSS 数据(N=56640),并分析了 3 个结果。我们比较了描述性模型拟合指标,并使用 Vuong 检验进行模型选择,以使用累积 ACE 评分(作为连续或分类变量)和 MIR 模型得出最佳拟合模型,然后对最佳拟合模型进行统计学比较。

结果

对于“终身抑郁症史”这一结果,个体风险模型比分类 ACE 评分更适合。对于肥胖症和心脏病这两个结果,累积风险和个体风险模型的拟合度相当,但得出的结论不同且互补。

结论

通过包含多个个体风险建模策略,可以获得有关 ACE-健康关系的更多信息丰富的推论。结果表明,研究人员在使用大型 srACEs 数据源时,可以根据研究结果,从经验上确定项目数量以及暴露编码策略,以达到最佳拟合。除累积风险模型外,还可以考虑个体风险模型,可能替代对未经调整的 ACE-结果关系的估计。

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