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开发一种风险计算器以预测极早产儿/极低出生体重儿的注意缺陷多动障碍。

Development of a risk calculator to predict attention-deficit/hyperactivity disorder in very preterm/very low birth weight newborns.

机构信息

ADHD Outpatient Program, Hospital de Clínicas de Porto Alegre, Federal University of Rio Grande do Sul, Porto Alegre, Brazil.

Neonatology Section, Department of Pediatrics, Hospital de Clínicas de Porto Alegre, Federal University of Rio Grande do Sul, Porto Alegre, Brazil.

出版信息

J Child Psychol Psychiatry. 2022 Aug;63(8):929-938. doi: 10.1111/jcpp.13546. Epub 2021 Nov 22.

Abstract

BACKGROUND

Very preterm/very low birth weight (VP/VLBW) newborns can have lifelong morbidities, as attention-deficit/hyperactivity disorder (ADHD). Clinicians have no markers to discriminate which among those individuals will develop later ADHD, based only on the clinical presentation at birth. Our aim was to develop an individualized risk calculator for ADHD in VP/VLBW newborns.

METHODS

This retrospective prognostic study included a consecutive sample of all VP/VLBW children (gestational age <32 weeks and/or birth weight <1.5 kg) born between 2010 and 2012 from a clinical cohort in a Brazilian tertiary care hospital. Children were clinically assessed at 6 years of age for ADHD using the Schedule for Affective Disorders and Schizophrenia for School-Age Children (K-SADS). The least absolute shrinkage and selection operator (LASSO) method was used for model-building.

RESULTS

Ninety-six VP/VLBW children were assessed at 6 years of age (92% follow-up), of whom 32 (33%) were diagnosed with ADHD. The area under the ROC curve (AUC) for ADHD prediction based on seven parameters (late-onset sepsis confirmed by blood culture, necrotizing enterocolitis, neonatal seizures, periventricular leukomalacia, respiratory distress syndrome, length of hospital stay, and number of maternal ADHD symptoms) was .875 (CI, 0.800-0.942, p < .001; AUC corrected for optimism with bootstrapping: .806), a performance that is comparable to other medical risk calculators. Compared to approaches that would offer early intervention to all, or intervention to none, the risk calculator will be more useful in selecting VP/VLBW newborns, with statistically significant net benefits at cost:benefits of around 1:2 to around 10:6 (range of ADHD risk thresholds of 32%-62%, respectively). It also showed specificity for ADHD compared to other prevalent child psychopathologies.

CONCLUSIONS

The risk calculator showed good performance for early identification of VP/VLBW newborns at high risk of future ADHD diagnosis. External validity in population-based samples is needed to extend clinical usefulness.

摘要

背景

极早产儿/极低出生体重儿(VP/VLBW)可能会出现终身性疾病,例如注意力缺陷多动障碍(ADHD)。仅根据出生时的临床表现,临床医生尚无标志物来区分哪些个体将随后发展为 ADHD。我们的目的是为 VP/VLBW 新生儿开发一种用于 ADHD 的个体化风险计算器。

方法

本回顾性预后研究纳入了巴西一家三级保健医院临床队列中 2010 年至 2012 年期间出生的所有 VP/VLBW 儿童(胎龄<32 周和/或出生体重<1.5kg)的连续样本。在 6 岁时,使用儿童情绪障碍和精神分裂症筛查表(K-SADS)对儿童进行 ADHD 临床评估。采用最小绝对收缩和选择算子(LASSO)方法进行模型构建。

结果

96 名 VP/VLBW 儿童在 6 岁时接受了评估(92%的随访),其中 32 名(33%)被诊断为 ADHD。基于 7 个参数(经血液培养证实的晚发性败血症、坏死性小肠结肠炎、新生儿癫痫、脑室周围白质软化、呼吸窘迫综合征、住院时间和母亲 ADHD 症状数)的 ADHD 预测的 ROC 曲线下面积(AUC)为.875(CI,0.800-0.942,p<0.001;经 bootstrap 校正的 AUC 纠正后:.806),性能可与其他医疗风险计算器相媲美。与为所有儿童提供早期干预或不给任何儿童提供干预的方法相比,该风险计算器将更有助于选择 VP/VLBW 新生儿,在成本效益方面具有显著的净收益:大约为 1:2 到 10:6(分别为 ADHD 风险阈值为 32%-62%)。与其他常见儿童精神病理学相比,它还显示出对 ADHD 的特异性。

结论

风险计算器在识别未来 ADHD 诊断风险较高的 VP/VLBW 新生儿方面表现出良好的性能。需要在基于人群的样本中进行外部有效性验证,以扩展其临床实用性。

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