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A Nomogram for Predicting Extubation Failure in Preterm Infants with Gestational Age Less than 29 Weeks
Feifan Chen1, Yanru Chen2, Yumin Wu3
1Department of Neonatology, Ministry of Education Key Laboratory of Child Development and Disorders, National Clinical Research Center for Child Health and Disorders, China International Science and Technology Cooperation Base of Child Development and Critical Disorders, Chongqing Key Laboratory of Pediatrics, Children's Hospital of Chongqing Medical University, Chongqing, China.
This study developed a nomogram to predict extubation failure in preterm infants (gestational age < 29 weeks). The tool accurately identifies infants at high risk, aiding clinical decisions for noninvasive ventilation support.
Area of Science:
- Neonatology
- Pediatric Critical Care
- Respiratory Medicine
Background:
- Extubation failure is a significant challenge in preterm infants.
- Predicting extubation failure is crucial for optimizing post-extubation support and outcomes.
- Noninvasive ventilation modes are commonly used for post-extubation support in prematurity.
Purpose of the Study:
- To develop and validate a nomogram for predicting extubation failure in preterm infants.
- To identify clinical variables associated with extubation failure.
- To provide a decision-support tool for managing extubation in high-risk neonates.
Main Methods:
- Secondary analysis of multicenter data from a randomized controlled trial and retrospective investigation.
- Development of a nomogram using univariate and multivariate logistic regression.
- Validation of the nomogram in independent training and validation cohorts.
Main Results:
- The nomogram incorporated factors like birth weight, Apgar score, postmenstrual age, and pre-extubation blood gas levels.
- Lower gestational age, lower birth weight, lower Apgar scores, and specific noninvasive ventilation modes were associated with increased extubation failure risk.
- The nomogram demonstrated good predictive accuracy (AUC 0.744-0.826) and calibration in both cohorts.
Conclusions:
- The developed nomogram is a valuable decision-support tool for predicting extubation failure in preterm infants.
- It can aid clinicians in tailoring post-extubation support strategies.
- Further research may refine the nomogram for broader application.
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