Department of Medical Social Sciences, Northwestern University Feinberg School of Medicine.
Institute for Innovations in Developmental Sciences, Northwestern University.
J Clin Child Adolesc Psychol. 2024 Mar-Apr;53(2):231-245. doi: 10.1080/15374416.2023.2188553. Epub 2023 Mar 28.
We provide proof-of-principle for a mental health risk calculator advancing clinical utility of the irritability construct for identification of young children at high risk for common, early onsetting syndromes.
Data were harmonized from two longitudinal early childhood subsamples (total = 403; 50.1% Male; 66.7% Nonwhite; M = 4.3 years). The independent subsamples were clinically enriched via disruptive behavior and violence (Subsample 1) and depression (Subsample 2). In longitudinal models, epidemiologic risk prediction methods for risk calculators were applied to test the utility of the transdiagnostic indicator, early childhood irritability, in the context of other developmental and social-ecological indicators to predict risk of internalizing/externalizing disorders at preadolescence (M = 9.9 years). Predictors were retained when they improved model discrimination (area under the receiver operating characteristic curve [AUC] and integrated discrimination index [IDI]) beyond the base demographic model.
Compared to the base model, the addition of early childhood irritability and adverse childhood experiences significantly improved the AUC (0.765) and IDI slope (0.192). Overall, 23% of preschoolers went on to develop a preadolescent internalizing/externalizing disorder. For preschoolers with both elevated irritability and adverse childhood experiences, the likelihood of an internalizing/externalizing disorder was 39-66%.
Predictive analytic tools enable personalized prediction of psychopathological risk for irritable young children, holding transformative potential for clinical translation.
为情绪易激惹这一心理健康风险指标在临床上的应用提供原理性证据,以提高其识别易激惹的幼儿出现常见、早期起病综合征风险的能力。
数据来自两个纵向幼儿子样本(共 403 名;50.1%为男性;66.7%为非白人;M=4.3 岁)。通过破坏性行为和暴力(子样本 1)和抑郁(子样本 2)对独立子样本进行临床富集。在纵向模型中,应用流行病学风险预测方法为风险计算器,以测试跨诊断指标,即幼儿期易激惹,在其他发展和社会生态指标的背景下,预测儿童早期(M=9.9 岁)内化/外化障碍风险的能力。当预测因子在基础人口统计学模型之外提高模型区分度(接受者操作特征曲线下面积 [AUC]和综合判别指数 [IDI])时,保留这些预测因子。
与基础模型相比,添加幼儿期易激惹和不良童年经历显著提高了 AUC(0.765)和 IDI 斜率(0.192)。总体而言,23%的学龄前儿童发展为青春期前的内化/外化障碍。对于易激惹和不良童年经历都升高的学龄前儿童,内化/外化障碍的可能性为 39-66%。
预测分析工具可以实现易激惹幼儿心理病理风险的个性化预测,为临床转化提供了变革性的潜力。