ICF, 1902 ICF Reston Plaza, Reston, VA 20190, USA.
ICF, 1902 ICF Reston Plaza, Reston, VA 20190, USA.
Child Abuse Negl. 2024 Jul;153:106844. doi: 10.1016/j.chiabu.2024.106844. Epub 2024 May 18.
Empirical studies have demonstrated associations between ten original adverse childhood experiences (ACEs) and multiple health outcomes. Identifying expanded ACEs can capture the burden of other childhood adversities that may have important health implications.
We sought to identify childhood adversities that warrant consideration as expanded ACEs. We hypothesized that experiencing expanded and original ACEs would be associated with poorer adult health outcomes compared to experiencing original ACEs alone.
The 11,545 respondents of the National Longitudinal Surveys (NLS) and Child and Young Adult Survey were 48.9 % female, 22.7 % Black, 15.8 % Hispanic, 36.1 % White, 1.7 % Asian/Native Hawaiian/Pacific Islander/Native American/Native Alaskan, and 7.5 % Other.
This study used regression trees and generalized linear models to identify if/which expanded ACEs interacted with original ACEs in association with six health outcomes.
Four expanded ACEs-basic needs instability, lack of parental love and affection, community stressors, and mother's experience with physical abuse during childhood -significantly interacted with general health, depressive symptom severity, anxiety symptom severity, and violent crime victimization in adulthood (all p-values <0.005). Basic needs instability and/or lack of parental love and affection emerged as correlates across multiple outcomes. Experiencing lack of parental love and affection and original ACEs was associated with greater anxiety symptoms (p = 0.022).
This is the first study to use supervised machine learning to investigate interaction effects among original ACEs and expanded ACEs. Two expanded ACEs emerged as predictors for three adult health outcomes and warrant further consideration in ACEs assessments.
实证研究表明,十种原始不良童年经历(ACEs)与多种健康结果之间存在关联。确定扩展 ACEs 可以捕捉到其他可能对健康有重要影响的童年逆境的负担。
我们试图确定值得考虑作为扩展 ACEs 的童年逆境。我们假设,与仅经历原始 ACEs 相比,经历扩展和原始 ACEs 与较差的成年健康结果相关。
全国纵向调查(NLS)和儿童与青年调查的 11545 名受访者中,48.9%为女性,22.7%为黑人,15.8%为西班牙裔,36.1%为白人,1.7%为亚洲/夏威夷原住民/太平洋岛民/美洲原住民/阿拉斯加原住民,7.5%为其他。
本研究使用回归树和广义线性模型来确定扩展 ACEs 是否/如何与原始 ACEs 相互作用,以关联六种健康结果。
四项扩展 ACEs-基本需求不稳定、缺乏父母的爱和感情、社区压力源以及母亲在童年时期经历身体虐待-与成年后的一般健康、抑郁症状严重程度、焦虑症状严重程度和暴力犯罪受害显著相互作用(所有 p 值均<0.005)。基本需求不稳定和/或缺乏父母的爱和感情在多个结果中出现相关。缺乏父母的爱和感情以及原始 ACEs 与更大的焦虑症状相关(p=0.022)。
这是第一项使用监督机器学习研究原始 ACEs 和扩展 ACEs 之间相互作用效应的研究。两个扩展 ACEs 作为三个成年健康结果的预测因子出现,值得在 ACEs 评估中进一步考虑。