A Nomogram for Predicting Extubation Failure in Preterm Infants with Gestational Age Less than 29 Weeks.

IF 2.6 3区 医学 Q1 PEDIATRICS Neonatology Pub Date : 2023-01-01 DOI:10.1159/000530759
Feifan Chen, Yanru Chen, Yumin Wu, Xingwang Zhu, Yuan Shi
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Abstract

Introduction: How to avoid reintubations in prematurity remains a hard nut. This study aimed to develop and validate a nomogram for predicting extubation failure in preterm infants who received different modes of noninvasive ventilation as post-extubation support.

Methods: This was a secondary analysis of pre-existing data from a large multicenter RCT combined with a multicenter retrospective investigation in three tertiary referral NICUs in China. The training cohort consisted of extubated infants from the RCT and the validation cohort included neonates admitted to the three NICUs in the last 5 years. The nomogram was developed through univariate and multivariate logistic regression analyses of peri-extubation clinical variables.

Results: A total of 432 and 183 preterm infants (25 weeks ≤ gestational age [GA] <29 weeks) were, respectively, included in the training cohort and the validation cohort. Lower birth weight, lower Apgar 5-min score, lower postmenstrual age at extubation, lower PO2 and higher PCO2 before extubation, and continuous positive airway pressure rather than nasal intermittent positive pressure ventilation or noninvasive high-frequency oscillatory ventilation after extubation were associated with higher risks of extubation failure (p < 0.05), on which the nomogram was established. In both the training cohort and the validation cohort, the nomogram demonstrated good predictive accuracy (area under the receiver operating characteristic curve = 0.744 and 0.826); the Hosmer-Lemeshow test (p = 0.192 and 0.401) and the calibration curve (R2 = 0.195 and 0.307) proved a good fitness and conformity; and the decision curve analysis showed significant net benefit at the best threshold (p = 0.201).

Conclusion: This nomogram could serve as a good decision-support tool when predicting extubation failure in preterm infants with GA less than 29 weeks.

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预测胎龄小于29周的早产儿拔管失败的Nomogram。
前言:如何避免早产再次插管仍然是一个难题。本研究旨在开发并验证一种预测拔管失败的nomogram方法,该方法适用于接受不同模式无创通气作为拔管后支持的早产儿。方法:这是对来自中国三家三级转诊新生儿重症监护病房的大型多中心随机对照试验和多中心回顾性调查的已有数据的二次分析。训练队列包括来自RCT的拔管婴儿,验证队列包括最近5年内入住三家新生儿重症监护病房的新生儿。通过拔管期临床变量的单变量和多变量逻辑回归分析,形成了nomogram。结果:训练组和验证组分别纳入432例和183例早产儿(25周≤胎龄[GA]和29周)。较低的出生体重、较低的Apgar 5-min评分、拔管时较低的经后年龄、拔管前较低的PO2和较高的PCO2、拔管后持续气道正压通气而非鼻腔间歇正压通气或无创高频振荡通气与拔管失败的风险较高相关(p <0.05),在此基础上建立图。在训练组和验证组中,nomogram均具有较好的预测准确度(受试者工作特征曲线下面积分别为0.744和0.826);Hosmer-Lemeshow检验(p = 0.192和0.401)和校准曲线(R2 = 0.195和0.307)具有较好的拟合性和符合性;决策曲线分析显示,在最佳阈值处,净效益显著(p = 0.201)。结论:该图可作为预测GA小于29周早产儿拔管失败的决策支持工具。
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来源期刊
Neonatology
Neonatology 医学-小儿科
CiteScore
0.60
自引率
4.00%
发文量
91
审稿时长
6-12 weeks
期刊介绍: This highly respected and frequently cited journal is a prime source of information in the area of fetal and neonatal research. Original papers present research on all aspects of neonatology, fetal medicine and developmental biology. These papers encompass both basic science and clinical research including randomized trials, observational studies and epidemiology. Basic science research covers molecular biology, molecular genetics, physiology, biochemistry and pharmacology in fetal and neonatal life. In addition to the classic features the journal accepts papers for the sections Research Briefings and Sources of Neonatal Medicine (historical pieces). Papers reporting results of animal studies should be based upon hypotheses that relate to developmental processes or disorders in the human fetus or neonate.
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