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Published on: July 18, 2025
Long-Term Mechanical Ventilation in Neonates: A 10-Year Overview and Predictive Model
Michaël Sauthier1,2, Nicolas Sauthier3, Krystale Bergeron Gallant1
1Research Center of Sainte-Justine Hospital, Centre Hospitalier Universitaire Sainte-Justine, Université de Montréal, Montréal, QC, Canada.
Insights
Neonatal prolonged mechanical ventilation (NPMV) is a severe condition with high mortality and neurological impairment risks. Early identification of infants needing prolonged ventilation is possible using factors like PCO2 and gestational age.
Area of Science:
- Neonatology
- Pediatric Critical Care
- Respiratory Medicine
Background:
- Neonatal prolonged mechanical ventilation (NPMV) requires significant resources, yet patient outcomes remain poorly understood.
- Understanding long-term respiratory, digestive, and neurological sequelae is crucial for this vulnerable population.
Purpose of the Study:
- To describe the 18-month corrected age outcomes of infants undergoing NPMV.
- To identify early predictors for identifying infants requiring ventilation for ≥125 days.
Main Methods:
- Retrospective cohort study of infants born 2004-2013 requiring ≥21 days of respiratory support.
- Utilized machine learning models (random forests, logistic regression, naive Bayes, XGBoost) for prediction.
- Employed Monte Carlo cross-validation for model assessment.
Main Results:
- 164 infants included; 29% mortality by 18 months corrected age.
- At 18 months, 59% were free of respiratory support, 45% exclusively orally fed.
- Random forests achieved moderate discrimination (AUC 0.65) for predicting ≥125 days ventilation, with PCO2, inspired O2, and gestational age being key predictors.
- Infants ventilated ≥125 days had poorer respiratory weaning, lower oral feeding rates, and higher neurological impairment.
Conclusions:
- NPMV is associated with significant mortality, neurological impairment, and feeding delays at 18 months corrected age.
- Most survivors can be weaned from respiratory support.
- Early identification of high-risk infants for prolonged ventilation is feasible using specific clinical parameters.
Abstract:
Objectives: Significant resources are devoted to neonatal prolonged mechanical ventilation (NPMV), but little is known about the outcomes in those children. Our primary objective was to describe the NPMV respiratory, digestive, and neurological outcomes at 18 months corrected age. Our second objective was on the early identification of which patients, among the NPMV cohort, will need to be ventilated for ≥125 days, which corresponded to the 75th percentile in the preliminary data, and to describe that subgroup. Methods: In this retrospective cohort study, we included all children born between 2004 and 2013 who had a NPMV (≥21 days of invasive or noninvasive respiratory support reached between 40 and 44 weeks of postconceptional age). We used random forests, logistic regression with penalization, naive Bayes, and XGBoost to predict which patients will need ≥125 days of ventilation. We used a Monte Carlo cross validation. Results: We included 164 patients. Of which, 40% (n = 66) were female, and the median gestational age was 29 weeks [interquartile range (IQR): 26-36 weeks] with a bimodal distribution. Median ventilation days were 104 (IQR: 66-139 days). The most frequently associated diagnoses were pulmonary hypertension (43%), early pulmonary dysplasia (41%), and lobar emphysema (37%). At 18 months corrected age, 29% (n = 47) had died, 59% (n = 97) were free of any respiratory support, and 45% (n = 74) were exclusively orally fed. A moderate area under the ROC curve of 0.65 (95% CI: 0.54-0.72) for identifying patients in need of ≥125 days of ventilation at inclusion was achieved by random forests classifiers. Among the 26 measured at inclusion, the most contributive ones were PCO2, inspired O2 concentration, and gestational age. At 18 months corrected age, patients ventilated for ≥125 days had a lower respiratory weaning success (76 vs. 87%, P = 0.05), lower exclusive oral feeding proportion (51 vs. 84%, P < 0.001), and a higher neurological impairment (median Pediatric Cerebral Performance Category score 3 vs. 2, P = 0.008) than patients ventilated for < 125 days. Conclusion: NPMV is a severe condition with a high risk of mortality, neurological impairment, and oral feed delay at 18 months. Most survivors are weaned of any respiratory support. We identified the risk factors that allow for the early identification of the most at-risk children of long-term ventilation with a moderate discrimination.
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