出生前和生命早期的铅暴露与儿童的抑制控制能力:采用项目反应理论方法提高抑制控制能力的测量精度。

IF 5.3 2区 环境科学与生态学 Q1 ENVIRONMENTAL SCIENCES
Shelley H Liu, Yitong Chen, David Bellinger, Erik de Water, Megan Horton, Martha M Téllez-Rojo, Robert Wright
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引用次数: 0

摘要

背景:神经发育表现任务通常是单独分析的,即使它们涉及到类似的结构。这可能会导致暴露与神经行为结果之间的关联结果不一。我们开发了一种项目反应理论(IRT)方法,将多个任务变量整合在一起,以提高基本结构的测量精度。我们运用这种方法创建了一种儿童抑制控制综合测量方法,并研究了产前/产后铅暴露的影响:我们利用墨西哥的前瞻性队列数据(N = 533)创建了一个抑制控制量表,该量表综合了四项抑制控制任务(Go/NoGo Letter、Go/NoGo Neutral、Go/NoGo Happy、Delis-Kaplan 执行功能系统(D-KEFS)颜色-文字干扰测试,条件 3)的准确性和反应时间信息。通过使用广义部分信用项目反应理论模型,我们估算出了每位受试者的抑制控制指数。然后,我们评估了脐带血与 4 年铅和儿童抑制控制之间的调整关联。我们开发了一种重采样方法,将抑制控制变量的误差估计纳入其中,以确认铅-抑制控制关联的一致性。我们分别对铅与每种抑制控制能力的时变关联进行了建模:参与者的中位年龄为 9 岁;51.4% 为男性。脐带血[-0.06 (95% CI: -0.11, -0.01)]和4年铅[-0.07 (95% CI: -0.12, -0.02)]与8-10岁时的抑制控制指数相关。重采样方法证实,4 年铅与儿童抑制控制指数始终相关。在不同的模型中,脐带血和 4 年铅分别与 8 项测量中的 3 项相关:这是 IRT 在环境流行病学中的首次应用,它为抑制控制创建了一个潜在变量,该变量整合了来自多个相关任务的准确性和反应时间信息。这一框架可应用于其他相关的神经行为评估或其他表型数据。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Pre-natal and early life lead exposure and childhood inhibitory control: an item response theory approach to improve measurement precision of inhibitory control.

Background: Neurodevelopmental performance tasks are often separately analyzed, even when they tap into a similar construct. This may yield mixed findings for associations of an exposure-neurobehavioral outcome. We develop an item response theory (IRT) approach to integrate multiple task variables together to improve measurement precision of the underlying construct. We apply this approach to create an integrative measure of childhood inhibitory control, and study impacts of pre/post-natal lead exposure.

Methods: Using data from a prospective cohort based in Mexico (N = 533), we created an inhibitory control scale that integrates accuracy and reaction time information from four inhibitory control tasks (Go/NoGo Letter, Go/NoGo Neutral, Go/NoGo Happy, Delis-Kaplan Executive Function System (D-KEFS) Color-Word Interference Test, Condition 3). Using a generalized partial credit item response theory model, we estimated an inhibitory control index for each participant. We then assessed adjusted associations between umbilical cord blood and 4-year lead and childhood inhibitory control. We developed a resampling approach to incorporate error estimates from the inhibitory control variable to confirm the consistency of the lead-inhibitory control associations. We modeled time-varying associations of lead with each inhibitory control measure separately.

Results: Participants had a median age of 9 years; 51.4% were males. Umbilical cord blood [-0.06 (95% CI: -0.11, -0.01)] and 4-year lead [-0.07 (95% CI: -0.12, -0.02)] were associated with inhibitory control index at 8-10 years. A resampling approach confirmed that 4-year lead was consistently associated with childhood inhibitory control index. Umbilical cord blood and 4-year lead were each associated with 3 out of 8 measures in separate models.

Conclusion: This is the first application of IRT in environmental epidemiology to create a latent variable for inhibitory control that integrates accuracy and reaction time information from multiple, related tasks. This framework can be applied to other correlated neurobehavioral assessments or other phenotype data.

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来源期刊
Environmental Health
Environmental Health 环境科学-公共卫生、环境卫生与职业卫生
CiteScore
10.10
自引率
1.70%
发文量
115
审稿时长
3.0 months
期刊介绍: Environmental Health publishes manuscripts on all aspects of environmental and occupational medicine and related studies in toxicology and epidemiology. Environmental Health is aimed at scientists and practitioners in all areas of environmental science where human health and well-being are involved, either directly or indirectly. Environmental Health is a public health journal serving the public health community and scientists working on matters of public health interest and importance pertaining to the environment.
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