Suppr超能文献

照料相关早期逆境的异质性:创建稳定的维度和亚型。

Heterogeneity in caregiving-related early adversity: Creating stable dimensions and subtypes.

机构信息

Child Mind Institute, New York, NY, USA.

Department of Psychology, Columbia University, New York, NY, USA.

出版信息

Dev Psychopathol. 2022 May;34(2):621-634. doi: 10.1017/S0954579421001668. Epub 2022 Mar 22.

Abstract

Early psychosocial adversities exist at many levels, including caregiving-related, extrafamilial, and sociodemographic, which despite their high interrelatedness may have unique impacts on development. In this paper, we focus on caregiving-related early adversities (crEAs) and parse the heterogeneity of crEAs via data reduction techniques that identify experiential cooccurrences. Using network science, we characterized crEA cooccurrences to represent the comorbidity of crEA experiences across a sample of school-age children ( = 258; 6-12 years old) with a history of crEAs. crEA dimensions (variable level) and crEA subtypes (subject level) were identified using parallel factor analysis/principal component analysis and graph-based Louvain community detection. Bagging enhancement with cross-validation provided estimates of robustness. These data-driven dimensions/subtypes showed evidence of stability, transcended traditional sociolegally defined groups, were more homogenous than sociolegally defined groups, and reduced statistical correlations with sociodemographic factors. Finally, random forests showed both unique and common predictive importance of the crEA dimensions/subtypes for childhood mental health symptoms and academic skills. These data-driven outcomes provide additional tools and recommendations for crEA data reduction to inform precision medicine efforts in this area.

摘要

早期心理社会逆境存在于多个层面,包括与养育相关的、家庭外的和社会人口统计学的逆境,尽管它们高度相关,但可能对发展有独特的影响。在本文中,我们专注于与养育相关的早期逆境(crEAs),并通过数据缩减技术解析 crEAs 的异质性,这些技术可以识别经验的共同发生。我们使用网络科学来描述 crEA 的共同发生,以代表经历过 crEAs 的学龄儿童样本(n=258;6-12 岁)中 crEA 经历的共病情况。使用平行因子分析/主成分分析和基于图的 Louvain 社区检测来识别 crEA 维度(变量水平)和 crEA 亚型(主体水平)。使用交叉验证的袋装增强提供了稳健性的估计。这些数据驱动的维度/亚型表现出稳定性的证据,超越了传统的社会法律定义的群体,比社会法律定义的群体更同质,并减少了与社会人口统计学因素的统计相关性。最后,随机森林显示了 crEA 维度/亚型对儿童心理健康症状和学业技能的独特和共同的预测重要性。这些数据驱动的结果为 crEA 数据缩减提供了额外的工具和建议,以支持该领域的精准医学努力。

相似文献

1
Heterogeneity in caregiving-related early adversity: Creating stable dimensions and subtypes.
Dev Psychopathol. 2022 May;34(2):621-634. doi: 10.1017/S0954579421001668. Epub 2022 Mar 22.
2
Probing the content of affective semantic memory following caregiving-related early adversity.
Dev Sci. 2024 Nov;27(6):e13518. doi: 10.1111/desc.13518. Epub 2024 Apr 25.
3
Heterogeneity in caregiving-related early adversity: Creating stable dimensions and subtypes - CORRIGENDUM.
Dev Psychopathol. 2023 Aug;35(3):1570. doi: 10.1017/S0954579422000529. Epub 2022 Dec 5.
4
The impact of cumulative childhood adversity on young adult mental health: measures, models, and interpretations.
Soc Sci Med. 2008 Mar;66(5):1140-51. doi: 10.1016/j.socscimed.2007.11.023. Epub 2008 Jan 4.
6
Severity of mental illness as a result of multiple childhood adversities: US National Epidemiologic Survey.
Soc Psychiatry Psychiatr Epidemiol. 2016 May;51(5):647-57. doi: 10.1007/s00127-016-1198-3. Epub 2016 Mar 7.
7
Dimensions and subtypes of oppositionality and their relation to comorbidity and psychosocial characteristics.
Eur Child Adolesc Psychiatry. 2019 Mar;28(3):351-365. doi: 10.1007/s00787-018-1199-8. Epub 2018 Jul 12.
8
Neural meaning making, prediction, and prefrontal-subcortical development following early adverse caregiving.
Dev Psychopathol. 2020 Dec;32(5):1563-1578. doi: 10.1017/S0954579420001169.
9
Childhood adversity and adult psychiatric disorder in the US National Comorbidity Survey.
Psychol Med. 1997 Sep;27(5):1101-19. doi: 10.1017/s0033291797005588.

引用本文的文献

1
Perinatal insult dimensions and developmental trajectories of psychotic-like experiences.
Schizophrenia (Heidelb). 2025 Aug 25;11(1):115. doi: 10.1038/s41537-025-00662-6.
2
Contributions of Violence Exposure and Traumatic Stress Symptoms to Physical Health Outcomes in Incarcerated Adolescents.
Youth Soc. 2024 Oct;56(7):1263-1292. doi: 10.1177/0044118x241229733. Epub 2024 Feb 10.
4
Investigative Approaches to Resilient Emotion Regulation Neurodevelopment in a South African Birth Cohort.
Biol Psychiatry Glob Open Sci. 2025 Jan 31;5(3):100457. doi: 10.1016/j.bpsgos.2025.100457. eCollection 2025 May.
5
Dimensions of perinatal and childhood adversities both merge and remain distinct.
Child Abuse Negl. 2025 Mar;161:107274. doi: 10.1016/j.chiabu.2025.107274. Epub 2025 Jan 25.
6
Probing the content of affective semantic memory following caregiving-related early adversity.
Dev Sci. 2024 Nov;27(6):e13518. doi: 10.1111/desc.13518. Epub 2024 Apr 25.
7
Strengthening through adversity: The hormesis model in developmental psychopathology.
Dev Psychopathol. 2024 Dec;36(5):2390-2406. doi: 10.1017/S0954579424000427. Epub 2024 Mar 27.
8
Leveraging multivariate approaches to advance the science of early-life adversity.
Child Abuse Negl. 2024 Mar 22:106754. doi: 10.1016/j.chiabu.2024.106754.
10
Leveraging the developmental neuroscience of caregiving to promote resilience among youth exposed to adversity.
Dev Psychopathol. 2023 Dec;35(5):2168-2185. doi: 10.1017/S0954579423001128. Epub 2023 Nov 6.

本文引用的文献

1
Heterogeneity in COVID-19 pandemic-induced lifestyle stressors predicts future mental health in adults and children in the US and UK.
J Psychiatr Res. 2022 Mar;147:291-300. doi: 10.1016/j.jpsychires.2021.12.058. Epub 2022 Jan 3.
2
The Value of Dimensional Models of Early Experience: Thinking Clearly About Concepts and Categories.
Perspect Psychol Sci. 2021 Nov;16(6):1463-1472. doi: 10.1177/1745691621992346. Epub 2021 Sep 7.
3
Population-Based Estimates of Associations Between Child Maltreatment Types: A Meta-Analysis.
Trauma Violence Abuse. 2023 Apr;24(2):487-496. doi: 10.1177/15248380211030502. Epub 2021 Jul 19.
5
Neural meaning making, prediction, and prefrontal-subcortical development following early adverse caregiving.
Dev Psychopathol. 2020 Dec;32(5):1563-1578. doi: 10.1017/S0954579420001169.
6
Rethinking Concepts and Categories for Understanding the Neurodevelopmental Effects of Childhood Adversity.
Perspect Psychol Sci. 2021 Jan;16(1):67-93. doi: 10.1177/1745691620920725. Epub 2020 Jul 15.
7
The Clustering of Adverse Childhood Experiences in the Avon Longitudinal Study of Parents and Children: Are Gender and Poverty Important?
J Interpers Violence. 2022 Mar;37(5-6):2218-2241. doi: 10.1177/0886260520935096. Epub 2020 Jul 8.
8
9
Methods and Challenges for Assessing Heterogeneity.
Biol Psychiatry. 2020 Jul 1;88(1):9-17. doi: 10.1016/j.biopsych.2020.02.015. Epub 2020 Feb 26.

文献AI研究员

20分钟写一篇综述,助力文献阅读效率提升50倍。

立即体验

用中文搜PubMed

大模型驱动的PubMed中文搜索引擎

马上搜索

文档翻译

学术文献翻译模型,支持多种主流文档格式。

立即体验