Vedechkina Maria, Holmes Joni
MRC Cognition and Brain Sciences Unit, University of Cambridge, Cambridge, UK.
School of Psychology, University of East Anglia, Norwich, UK.
Dev Psychopathol. 2024 Oct;36(4):1876-1889. doi: 10.1017/S0954579423001220. Epub 2023 Oct 10.
Early life adversity is associated with differences in cognition and mental health that can impact on daily functioning. This study uses a hybrid machine-learning approach that combines random forest classification with hierarchical clustering to clarify whether there are cognitive differences between individuals who have experienced moderate-to-severe adversity relative to those have not experienced adversity, to explore whether different forms of adversity are associated with distinct cognitive alterations and whether these such alterations are related to mental health using data from the ABCD study ( = 5,955). Cognitive measures spanning language, reasoning, memory, risk-taking, affective control, and reward processing predicted whether a child had a history of adversity with reasonable accuracy (67%), and with good specificity and sensitivity (>70%). Two subgroups were identified within the adversity group and two within the no-adversity group that were distinguished by cognitive ability (low vs high). There was no evidence for specific associations between the type of adverse exposure and cognitive profile. Worse cognition predicted lower levels of mental health in unexposed children. However, while children who experience adversity had elevated mental health difficulties, their mental health did not differ as a function of cognitive ability, thus providing novel insight into the heterogeneity of psychiatric risk.
早年逆境与认知和心理健康方面的差异相关,这些差异会影响日常功能。本研究采用一种混合机器学习方法,将随机森林分类与层次聚类相结合,以阐明经历中度至重度逆境的个体与未经历逆境的个体之间是否存在认知差异,探讨不同形式的逆境是否与不同的认知改变相关,以及这些改变是否与心理健康有关,研究使用了青少年大脑认知发展(ABCD)研究的数据(n = 5955)。涵盖语言、推理、记忆、冒险、情感控制和奖励处理的认知测量能够以合理的准确率(67%)预测儿童是否有逆境史,且具有良好的特异性和敏感性(>70%)。在逆境组中识别出两个亚组,在无逆境组中也识别出两个亚组,它们通过认知能力(低与高)来区分。没有证据表明不良暴露类型与认知特征之间存在特定关联。较差的认知能力预示着未暴露儿童的心理健康水平较低。然而,虽然经历逆境的儿童心理健康困难有所增加,但他们的心理健康并未因认知能力而有所不同,从而为精神疾病风险的异质性提供了新的见解。