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Hoff Calegari L, Goyal M, Dutta S, Mukerji A. Predictors and Outcomes of Extubation Failure in Preterm Neonates: A Systematic Review. Pediatrics 2025; 155:e2024068677. [PMID: 39814054 DOI: 10.1542/peds.2024-068677] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/07/2024] [Accepted: 10/29/2024] [Indexed: 01/18/2025] Open
Abstract
CONTEXT Extubation failure (EF) is common in preterm neonates and may be associated with adverse outcomes. OBJECTIVE To systematically review and meta-analyze the existing literature on predictors and outcomes of EF in preterm neonates. DATA SOURCES MEDLINE, Epub Ahead of Print, In-Process & Other Non-Indexed Citations, Embase (OvidSP), CINAHL (EBSCOHost), and Cochrane Library (Wiley) from 1995 onward. The search strategy was developed by a reference librarian. STUDY SELECTION Experimental or observational studies reporting on predictors and/or outcomes related to EF (defined as reintubation within 7 days) in preterm neonates less than 37 weeks were eligible. Predictors included machine learning (ML) algorithms and lung ultrasound (LUS). Main outcome of interest was association of EF with mortality and/or bronchopulmonary dysplasia (BPD). DATA EXTRACTION Studies identified by the search strategy were screened based on title and abstract. Data from included studies were extracted independently by 2 authors, along with adjudication of risk of bias. RevMan Web was used to conduct meta-analyses. RESULTS Out of 8336 studies screened, 120 were included. Neonates with lower gestational age at birth, birthweight, postmenstrual age, and weight at extubation were more likely to experience EF. Higher level of pre-extubation respiratory support, indicated by lower pre-extubation pH and higher pre-extubation mean airway pressure, fraction of inspired oxygen, and Pco2 were associated with EF risk. ML models showed variable accuracy and lower external validity. LUS may be a promising predictor, though scoring systems varied. EF was associated with higher odds of mortality and/or BPD (pooled odds ratio [OR], 4.7; 95% CI, 2.84-7.76) as well as the individual components of the composite: mortality (pooled OR, 3.87; 95% CI, 2.35-6.36) and BPD (pooled OR, 3.27; 95% CI, 2.54-4.21). LIMITATIONS Associations were derived from unadjusted data, precluding a definitive causal relationship between EF and predictors/outcomes. CONCLUSIONS Lower gestational and chronological age and higher levels of pre-extubation ventilation support were associated with EF. ML models and LUS scores require further validation in larger studies. EF was associated with mortality and/or BPD.
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Affiliation(s)
- Lisiane Hoff Calegari
- Division of Neonatology, Department of Pediatrics, McMaster University, Hamilton, ON, Canada
| | - Medha Goyal
- Division of Neonatology, Department of Pediatrics, McMaster University, Hamilton, ON, Canada
| | - Sourabh Dutta
- Division of Neonatology, Department of Pediatrics, Postgraduate Institute of Medical Education and Research (PGIMER), Chandigarh, India
| | - Amit Mukerji
- Division of Neonatology, Department of Pediatrics, McMaster University, Hamilton, ON, Canada
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Menshykova AO, Dobryanskyy DO. Pathohistological Changes in the Lungs of Very Preterm Infants with Bronchopulmonary Dysplasia Depending on the Clinical Features. Am J Perinatol 2025. [PMID: 39889725 DOI: 10.1055/a-2511-8702] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 02/03/2025]
Abstract
OBJECTIVE Establishing clinical factors associated with histological changes in the lungs of very preterm infants with evolving or established bronchopulmonary dysplasia (BPD) is essential for the development of more effective preventive interventions. STUDY DESIGN Thirty-two infants with a gestational age (GA) of <32 weeks who died of BPD or had BPD but died due to other causes were included in the study. The associations of clinical data with histopathological changes in the lungs were assessed. RESULTS The mean (standard deviation) GA of infants was 26.7 (1.9) weeks, and the mean birth weight was 919.7 (242.9) g. We revealed significant associations of maternal smoking with vascular hypertension lesions (r s = 0.5, p < 0.05) in infants' lungs. Intrauterine growth retardation increased the risk of extensive fibroproliferation (r s = 0.4, p < 0.05). In infants with patent ductus arteriosus (PDA) requiring treatment, muscle hyperplasia (r s = 0.5, p < 0.05) was detected more often. The longer duration of mechanical ventilation (MV) correlated with diffuse interstitial fibroproliferation (r s = 0.5, p < 0.05), airway epithelial lesions (r s = 0.3, p < 0.05), and airway muscle hyperplasia (r s = 0.4, p < 0.05). In infants who needed the longer MV and/or oxygen supplementation, an increased incidence of extensive fibroproliferation was found (r s = 0.4 and r s = 0.4 respectively, p < 0.05). Antenatal steroids decreased the incidence of diffuse interstitial fibrosis (r s = - 0.4, p < 0.05). CONCLUSION In very preterm infants with a GA of less than 32 weeks, lack of antenatal steroid prophylaxis, intrauterine growth restriction, presence of hemodynamically significant PDA, and prolonged MV or oxygen supplementation are associated with the pathomorphological lung changes that are more typical for "old" BPD. Traditional preventive measures against BPD remain essential in a modern population of very preterm infants. KEY POINTS · Pathomorphological lung changes correlate with clinical data in very preterm infants who died of BPD.. · Lack of antenatal steroids prophylaxis, growth retardation, PDA, and prolonged mechanical ventilation affect lungs.. · Traditional BPD preventive measures remain essential in the modern population of preterm infants..
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Affiliation(s)
- Anna O Menshykova
- Department of Pediatrics No. 2, Danylo Halytsky Lviv National Medical University, Lviv, Ukraine
| | - Dmytro O Dobryanskyy
- Department of Pediatrics No. 2, Danylo Halytsky Lviv National Medical University, Lviv, Ukraine
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Zong H, Lin B, Huang Y, Huang Y, Sun H, Xu Q, Lin Z, Wu J, Yang C. Accuracy of lung ultrasound in predicting successful extubation in preterm infants born ≤ 25 weeks. J Perinatol 2025:10.1038/s41372-024-02206-9. [PMID: 39809972 DOI: 10.1038/s41372-024-02206-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/25/2024] [Revised: 12/09/2024] [Accepted: 12/27/2024] [Indexed: 01/16/2025]
Abstract
OBJECTIVE The aim of this study was to examine the predictive value of the lung ultrasound score (LUS) for successful extubation in preterm infants born at ≤25+6 weeks. METHODS This was a single-center, prospective cohort study. Preterm infants with gestational age (GA) ≤ 25+6 weeks who received invasive mechanical ventilation (IMV) for ≥72 h were included. Lung ultrasound was performed every day. Multivariate logistic regression analysis was used to evaluate factors that predict extubation outcomes. RESULTS Ninety-three infants with GA ≤ 25+6 weeks were included. The mean GA was 24.5 ± 1.2 weeks. Extubation failure occurred in 55 (59.1%) neonates, and success occurred in 38 (40.9%) neonates. The LUS was significantly lower in the successful group than in the failed group (24.0 ± 2.5 vs. 32.1 ± 3.1 p < 0.001). Logistic regression analysis showed that LUS was an independent predictor of successful extubation (odd ratio 0.15 [95% CI 0.045-0.508], P = 0.002). The area under the receiver operating characteristic curve was 0.98 (p < 0.001) for LUS, and a cutoff value of ≥ 28 had 94.6% sensitivity and 92.7% specificity in detecting extubation failure. CONCLUSION The LUS has good accuracy for predicting successful extubation in extremely preterm infants with GA ≤ 25+6 weeks.
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Affiliation(s)
- Haifeng Zong
- Neonatal Intensive Care Unit, Shenzhen Maternity & Child Healthcare Hospital, Southern Medical University, Shenzhen, 518028, Guangdong Province, China
- Women and Children's Medical Center, Southern Medical University, Shenzhen, 518028, Guangdong Province, China
| | - Bingchun Lin
- Neonatal Intensive Care Unit, Shenzhen Maternity & Child Healthcare Hospital, Southern Medical University, Shenzhen, 518028, Guangdong Province, China
- Women and Children's Medical Center, Southern Medical University, Shenzhen, 518028, Guangdong Province, China
| | - Yingsui Huang
- Neonatal Intensive Care Unit, Shenzhen Maternity & Child Healthcare Hospital, Southern Medical University, Shenzhen, 518028, Guangdong Province, China
- Women and Children's Medical Center, Southern Medical University, Shenzhen, 518028, Guangdong Province, China
| | - Yichu Huang
- Neonatal Intensive Care Unit, Shenzhen Maternity & Child Healthcare Hospital, Southern Medical University, Shenzhen, 518028, Guangdong Province, China
- Women and Children's Medical Center, Southern Medical University, Shenzhen, 518028, Guangdong Province, China
| | - Hongyan Sun
- Neonatal Intensive Care Unit, Shenzhen Maternity & Child Healthcare Hospital, Southern Medical University, Shenzhen, 518028, Guangdong Province, China
- Women and Children's Medical Center, Southern Medical University, Shenzhen, 518028, Guangdong Province, China
| | - Qingling Xu
- Neonatal Intensive Care Unit, Shenzhen Maternity & Child Healthcare Hospital, Southern Medical University, Shenzhen, 518028, Guangdong Province, China
- Women and Children's Medical Center, Southern Medical University, Shenzhen, 518028, Guangdong Province, China
| | - Zile Lin
- Youth Innovation Team of Medical Bioinformatics, Shenzhen University Health Science Center, Shenzhen, 518060, China
| | - Jiamin Wu
- Youth Innovation Team of Medical Bioinformatics, Shenzhen University Health Science Center, Shenzhen, 518060, China
| | - Chuanzhong Yang
- Neonatal Intensive Care Unit, Shenzhen Maternity & Child Healthcare Hospital, Southern Medical University, Shenzhen, 518028, Guangdong Province, China.
- Women and Children's Medical Center, Southern Medical University, Shenzhen, 518028, Guangdong Province, China.
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Minamitani Y, Miyahara N, Saito K, Kanai M, Namba F, Ota E. Noninvasive neurally-adjusted ventilatory assist in preterm infants: a systematic review and meta-analysis. J Matern Fetal Neonatal Med 2024; 37:2415373. [PMID: 39406682 DOI: 10.1080/14767058.2024.2415373] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/13/2024] [Revised: 10/03/2024] [Accepted: 10/04/2024] [Indexed: 11/02/2024]
Abstract
BACKGROUND Noninvasive neurally-adjusted ventilatory assist (NIV-NAVA) improves patient-ventilator synchrony and may reduce treatment failure in preterm infants compared with nasal continuous positive airway pressure (NCPAP) and noninvasive positive-pressure ventilation (NIPPV). We conducted a systematic review and meta-analysis to assess the effects of NIV-NAVA in preterm infants with respiratory distress. METHODS Four investigators independently assessed the eligibility of studies in CENTRAL, CINAHL, ClinicalTrials.gov, Embase, MEDLINE, PubMed, and WHO ICTRP databases, and extracted data. The included studies were randomized controlled trials (RCTs) comparing NIV-NAVA with other noninvasive ventilation modalities in preterm infants. The certainty of evidence was evaluated using the Grading of Recommendations, Assessment, Development, and Evaluation approach. The objective of the meta-analysis was to compare NIV-NAVA vs CPAP/NIPPV as a primary mode post extubation. RESULTS Five RCTs which examined 279 preterm infants were included. In the subgroup of post-extubation respiratory support, NIV-NAVA decreased treatment failure compared with NCPAP/NIPPV (risk ratio 0.29; 95% confidence interval [0.10, 0.81], 2 RCTs, 96 infants, low certainty of the evidence). NIV-NAVA did not significantly reduce the risk of treatment failure in the subgroup of primary respiratory support (very low certainty of the evidence). There were no significant differences in secondary outcomes with low to very low certainty of evidence. CONCLUSIONS In a small cohort with low certainty of evidence, NIV-NAVA may prevent reintubation in preterm infants. Further large-scale RCTs are needed to determine the effects and safety of NIV-NAVA in preterm infants.
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Affiliation(s)
- Yohei Minamitani
- Department of Pediatrics, Saitama Medical Center, Saitama Medical University, Kawagoe, Saitama, Japan
| | - Naoyuki Miyahara
- Department of Pediatrics, Saitama Medical Center, Saitama Medical University, Kawagoe, Saitama, Japan
| | - Kana Saito
- Department of Pediatrics, Saitama Medical Center, Saitama Medical University, Kawagoe, Saitama, Japan
| | - Masayo Kanai
- Department of Pediatrics, Saitama Medical Center, Saitama Medical University, Kawagoe, Saitama, Japan
| | - Fumihiko Namba
- Department of Pediatrics, Saitama Medical Center, Saitama Medical University, Kawagoe, Saitama, Japan
| | - Erika Ota
- Graduate School of Nursing Sciences, Global Health Nursing, St Luke's International University, Tokyo, Japan
- The Tokyo Foundation for Policy Research,Tokyo, Japan
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Nguyen TA, Matoušek J, Kuběna A, Resl K, Kudrna P, Dunajová K, Plavka R. Ventilator variables predicting extubation readiness in extremely premature infants with prolonged mechanical ventilation: A retrospective observational study. Pediatr Pulmonol 2024; 59:3585-3592. [PMID: 39267451 PMCID: PMC11600990 DOI: 10.1002/ppul.27265] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/24/2024] [Revised: 08/07/2024] [Accepted: 09/03/2024] [Indexed: 09/17/2024]
Abstract
BACKGROUND The current generation of neonatal ventilators enables periodic storage of set, measured, and calculated ventilatory parameters. DESIGN Retrospective observational study. OBJECTIVES To evaluate and identify the ventilatory, demographic, and clinical pre-extubation variables that are significant for estimating extubation readiness. METHODS Eligible subjects included premature infants <33 weeks of gestation weaned from mechanical ventilation (MV) lasting >24 h. A total of 16 relevant ventilator variables, each calculated from 288 data points over 24 h, together with eight demographic and three clinical pre-extubation variables, were used to create the generalized linear model (GLM) for a binary outcome and the Cox proportional hazards model for time-to-event analysis. The achievement of a 120-h period without reintubation was defined as a successful extubation attempt (EA) within the binary outcome. RESULTS We evaluated 149 EAs in 81 infants with a median (interquartile range) gestational age of 25+2 (24+3-26+1) weeks. Of this, 90 EAs (60%) were successful while 59 (40%) failed. GLM identified dynamic compliance per kilogram, percentage of spontaneous minute ventilation, and postmenstrual age as significant independent positive variables. Conversely, dynamic compliance variability emerged as a significant independent negative variable for extubation success. This model enabled the creation of a probability estimator for extubation success with a good proportion of sensitivity and specificity (80% and 73% for a cut-off of 60%, respectively). CONCLUSIONS Ventilator variables reflecting lung mechanical properties and the ability to spontaneously breathe during MV contribute to better prediction of extubation readiness in extremely premature infants with chronic lung disease.
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Affiliation(s)
- Truong An Nguyen
- Department of Gynaecology, Obstetrics and NeonatologyFirst Faculty of Medicine Charles University and General University Hospital in PraguePragueCzech Republic
| | - Josef Matoušek
- Department of Gynaecology, Obstetrics and NeonatologyFirst Faculty of Medicine Charles University and General University Hospital in PraguePragueCzech Republic
| | - Aleš Kuběna
- Institute of Medical Biochemistry and Laboratory DiagnosticsFirst Faculty of Medicine Charles University and General University Hospital in PraguePragueCzech Republic
| | - Kilián Resl
- Department of Gynaecology, Obstetrics and NeonatologyFirst Faculty of Medicine Charles University and General University Hospital in PraguePragueCzech Republic
| | - Petr Kudrna
- Department of Gynaecology, Obstetrics and NeonatologyFirst Faculty of Medicine Charles University and General University Hospital in PraguePragueCzech Republic
- Department of Biomedical Technology, Faculty of Biomedical EngineeringCzech Technical University in PraguePragueCzech Republic
| | - Klára Dunajová
- Department of Gynaecology, Obstetrics and NeonatologyFirst Faculty of Medicine Charles University and General University Hospital in PraguePragueCzech Republic
| | - Richard Plavka
- Department of Gynaecology, Obstetrics and NeonatologyFirst Faculty of Medicine Charles University and General University Hospital in PraguePragueCzech Republic
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Rickart AJ, Dassios T, Greenough A. Optimal respiratory support for extremely low birth weight infants - do we have the answers? Semin Fetal Neonatal Med 2024; 29:101563. [PMID: 39537452 DOI: 10.1016/j.siny.2024.101563] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2024]
Abstract
Survival rates for extremely low birth weight (ELBW) infants have improved over the recent years, yet morbidity remains high. This review explores respiratory management strategies for this unique cohort and how it may impact their long-term outcomes. Although there is a preference towards non-invasive respiratory support in less immature infants, ELBW infants often require invasive ventilation. This comes with an increased risk of bronchopulmonary dysplasia, adverse neurodevelopmental outcomes and lifelong respiratory impairment. There are a range of options available to reduce volutrauma and minimise lung injury, including volume targeted ventilation and high-frequency ventilation. In the absence of high-quality evidence focussing on ELBW infants, much of current practice is inferred from studies involving infants with a broader range of gestational ages and experiences at high-volume centres. This highlights the need for further research targeted to this specific population with a focus on long-term respiratory health.
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Affiliation(s)
- Alexander J Rickart
- Department of Women and Children's Health, School of Life Course & Population Sciences, Faculty of Life Sciences and Medicine, King's College London, London, UK.
| | - Theodore Dassios
- Department of Women and Children's Health, School of Life Course & Population Sciences, Faculty of Life Sciences and Medicine, King's College London, London, UK; Department of Paediatrics, University of Patras, Patras, Greece.
| | - Anne Greenough
- Department of Women and Children's Health, School of Life Course & Population Sciences, Faculty of Life Sciences and Medicine, King's College London, London, UK.
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Yager H, Tauzin M, Durrmeyer X, Todorova D, Storme L, Debillon T, Casagrande F, Jung C, Audureau E, Layese R, Caeymaex L. Respiratory outcomes and survival after unplanned extubation in the NICU: a prospective cohort study from the SEPREVEN trial. Arch Dis Child Fetal Neonatal Ed 2024; 109:586-593. [PMID: 38636983 PMCID: PMC11503181 DOI: 10.1136/archdischild-2023-326679] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/24/2023] [Accepted: 04/02/2024] [Indexed: 04/20/2024]
Abstract
OBJECTIVE To compare reintubation rates after planned extubation and unplanned extubation (UE) in patients in neonatal intensive care units (NICUs), to analyse risk factors for reintubation after UE and to compare outcomes in patients with and without UE. DESIGN Prospective, observational study nested in a randomised controlled trial (SEPREVEN/Study on Epidemiology and PRevention of adverse EVEnts in Neonates). Outcomes were expected to be independent of the intervention tested. SETTING 12 NICUs in France with a 20-month follow-up, starting November 2015. PATIENTS n=2280 patients with a NICU stay >2 days, postmenstrual age ≤42 weeks on admission. INTERVENTIONS/EXPOSURE Characteristics of UE (context, timing, sedative administration in the preceding 6 hours, weaning from ventilation at time of UE) and patients. MAIN OUTCOME MEASURES Healthcare professional-reported UE rates, reintubation/timing after extubation, duration of mechanical ventilation, mortality and bronchopulmonary dysplasia (BPD). RESULTS There were 162 episodes of UE (139 patients, median gestational age (IQR) 27.3 (25.6-31.7) weeks). Cumulative reintubation rates within 24 hours and 7 days of UE were, respectively, 50.0% and 57.5%, compared with 5.5% and 12.3% after a planned extubation. Independent risk factors for reintubation within 7 days included absence of weaning at the time of UE (HR, 95% CI) and sedatives in the preceding 6 hours (HR 1.93, 95% CI 1.04 to 3.60). Mortality at discharge did not differ between patients with planned extubation or UE. UE was associated with a higher risk of BPD. CONCLUSION In the SEPREVEN trial, reintubation followed UE in 58% of the cases, compared with 12% after planned extubation. TRIAL REGISTRATION NUMBER NCT02598609.
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Affiliation(s)
- Helene Yager
- Faculty of Health, Paris Est Creteil University, 94000 Creteil, Val de Marne, France
- Neonatal Intensive Care Unit, Centre Hospitalier Intercommunal de Creteil, 94000 Creteil, Val de Marne, France
| | - Manon Tauzin
- Neonatal Intensive Care Unit, Centre Hospitalier Intercommunal de Creteil, 94000 Creteil, Val de Marne, France
- Délégation de Recherche en Santé et Innovation, Centre Hospitalier Intercommunal de Creteil, 94000 Creteil, France
| | - Xavier Durrmeyer
- Faculty of Health, Paris Est Creteil University, 94000 Creteil, Val de Marne, France
- Neonatal Intensive Care Unit, Centre Hospitalier Intercommunal de Creteil, 94000 Creteil, Val de Marne, France
| | - Darina Todorova
- Service de Néonatologie, Centre Hospitalier René-Dubos, 95300 Pontoise, France
| | - Laurent Storme
- Clinique de Médecine Néonatale, Hopital Jeanne de Flandres, CHRU de Lille, Pôle Femme Mère et Nouveau-né, Lille, 59000, France
- Centre d’Investigation Clinique Pédiatrique, Hopital Jeanne de Flandres CHRU de Lille, 59000 Lille, France
| | - Thierry Debillon
- Service de Néonatologie, CHU de Grenoble, Grenoble, France
- Université Grenoble Alpes, Grenoble, France
| | - Florence Casagrande
- Service de Néonatologie, Centre Hospitalier Universitaire de Nice, Nice, France
| | - Camille Jung
- Délégation de Recherche en Santé et Innovation, Centre Hospitalier Intercommunal de Creteil, 94000 Creteil, France
| | - Etienne Audureau
- Service de Santé Publique, Unité de Recherche Clinique (URC Mondor), Assistance Publique-Hôpitaux de Paris AP-HP, Hopital Henri Mondor, F-94010 Creteil, France
- Université Paris Est Creteil, INSERM, IMRB, Creteil F-94010, France
| | - Richard Layese
- Service de Santé Publique, Unité de Recherche Clinique (URC Mondor), Assistance Publique-Hôpitaux de Paris AP-HP, Hopital Henri Mondor, F-94010 Creteil, France
| | - Laurence Caeymaex
- Faculty of Health, Paris Est Creteil University, 94000 Creteil, Val de Marne, France
- Neonatal Intensive Care Unit, Centre Hospitalier Intercommunal de Creteil, 94000 Creteil, Val de Marne, France
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Louie K, Amatya S, Alpan G, Parton LA. Non-Invasive Ventilation with Neurally Adjusted Ventilatory Assist (NAVA) Improves Extubation Outcomes in Extremely Low-Birth-Weight Infants. CHILDREN (BASEL, SWITZERLAND) 2024; 11:1184. [PMID: 39457149 PMCID: PMC11506030 DOI: 10.3390/children11101184] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/28/2024] [Revised: 09/20/2024] [Accepted: 09/25/2024] [Indexed: 10/28/2024]
Abstract
Objective: This study investigates the effectiveness of extubation from conventional mechanical ventilation using an endotracheal tube (MVET) compared to synchronized non-invasive positive-pressure ventilation (sNIPPV) using neurally adjusted ventilatory assist (NAVA) and conventional non-invasive positive-pressure ventilation (NIPPV) in extremely low-birth-weight (ELBW) infants. Methods: An institutional review board (IRB) approved this study (#12175) to conduct a single-center randomized control trial including 60 ELBW infants assigned in a one-to-one computer-generated scheme to either sNIPPV using NAVA or NIPPV. The primary outcome involved the need for reintubation, and the secondary outcome involved the assessment of moderate/severe BPD, defined as an oxygen requirement at 36 weeks, as in #NCT03613987 (clinicaltrials.gov). Results: There were 60 ELBW infants enrolled and randomized. The overall gestational age was 26 (1.5) weeks, and the birth weight was 773 (157) g [mean (SD)]. There were no statistically significant differences between the NAVA and NIPPV patient characteristics. There was a 41% extubation failure rate in the NIPPV group and 35% in the NAVA group (p = NS). The NAVA group had less moderate and severe BPD (p = 0.03), a shorter oxygen therapy duration (p = 0.002), a decreased length of stay (p = 0.03), and less need for home oxygen (0, 43%; p = 0.0004). Conclusions: This study found similar extubation failure rates among ELBW infants as in prior studies. However, the NAVA group had lower rates of moderate/severe BPD and need for oxygen at discharge, as well as shorter oxygen therapy duration and length of stay. The use of NAVA may be a reasonable alternative mode of non-invasive ventilation in the ELBW population.
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Affiliation(s)
- Kevin Louie
- Division of Newborn Medicine, Maria Fareri Children’s Hospital, Westchester Medical Center and New York Medical Center, Valhalla, NY 10595, USA; (K.L.); (S.A.); (G.A.)
- Department of Pediatrics, Division of Neonatology, Vanderbilt University Medical Center, Nashville, TN 37232, USA
| | - Shaili Amatya
- Division of Newborn Medicine, Maria Fareri Children’s Hospital, Westchester Medical Center and New York Medical Center, Valhalla, NY 10595, USA; (K.L.); (S.A.); (G.A.)
- Division of Neonatal-Perinatal Medicine, Department of Pediatrics, Penn State Children’s Hospital, Hershey, PA 17033, USA
| | - Gad Alpan
- Division of Newborn Medicine, Maria Fareri Children’s Hospital, Westchester Medical Center and New York Medical Center, Valhalla, NY 10595, USA; (K.L.); (S.A.); (G.A.)
| | - Lance A. Parton
- Division of Newborn Medicine, Maria Fareri Children’s Hospital, Westchester Medical Center and New York Medical Center, Valhalla, NY 10595, USA; (K.L.); (S.A.); (G.A.)
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Brasher M, Virodov A, Raffay TM, Bada HS, Cunningham MD, Bumgardner C, Abu Jawdeh EG. Predicting Extubation Readiness in Preterm Infants Utilizing Machine Learning: A Diagnostic Utility Study. J Pediatr 2024; 271:114043. [PMID: 38561049 DOI: 10.1016/j.jpeds.2024.114043] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/06/2023] [Revised: 03/11/2024] [Accepted: 03/26/2024] [Indexed: 04/04/2024]
Abstract
OBJECTIVE The objective of this study was to predict extubation readiness in preterm infants using machine learning analysis of bedside pulse oximeter and ventilator data. STUDY DESIGN This is an observational study with prospective recordings of oxygen saturation (SpO2) and ventilator data from infants <30 weeks of gestation age. Research pulse oximeters collected SpO2 (1 Hz sampling rate) to quantify intermittent hypoxemia (IH). Continuous ventilator metrics were collected (4-5-minute sampling) from bedside ventilators. Data modeling was completed using unbiased machine learning algorithms. Three model sets were created using the following data source combinations: (1) IH and ventilator (IH + SIMV), (2) IH, and (3) ventilator (SIMV). Infants were also analyzed separated by postnatal age (infants <2 or ≥2 weeks of age). Models were compared by area under the receiver operating characteristic curve (AUC). RESULTS A total of 110 extubation events from 110 preterm infants were analyzed. Infants had a median gestation age and birth weight of 26 weeks and 825 g, respectively. Of the 3 models presented, the IH + SIMV model achieved the highest AUC of 0.77 for all infants. Separating infants by postnatal age increased accuracy further achieving AUC of 0.94 for <2 weeks of age group and AUC of 0.83 for ≥2 weeks group. CONCLUSIONS Machine learning analysis has the potential to enhance prediction accuracy of extubation readiness in preterm infants while utilizing readily available data streams from bedside pulse oximeters and ventilators.
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Affiliation(s)
- Mandy Brasher
- Department of Pediatrics/Neonatology, College of Medicine, University of Kentucky, Lexington, KY
| | - Alexandr Virodov
- Institute of Biomedical Informatics, University of Kentucky, Lexington, KY
| | - Thomas M Raffay
- Department of Pediatrics/Neonatology, College of Medicine, Case Western Reserve University, Cleveland, OH
| | - Henrietta S Bada
- Department of Pediatrics/Neonatology, College of Medicine, University of Kentucky, Lexington, KY
| | - M Douglas Cunningham
- Department of Pediatrics/Neonatology, College of Medicine, University of Kentucky, Lexington, KY
| | - Cody Bumgardner
- Institute of Biomedical Informatics, University of Kentucky, Lexington, KY
| | - Elie G Abu Jawdeh
- Department of Pediatrics/Neonatology, College of Medicine, University of Kentucky, Lexington, KY.
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Prasad R, Saha B, Sk MH, Sahoo JP, Gupta BK, Shaw SC. Noninvasive high-frequency oscillation ventilation as post- extubation respiratory support in neonates: Systematic review and meta-analysis. PLoS One 2024; 19:e0307903. [PMID: 39078848 PMCID: PMC11288463 DOI: 10.1371/journal.pone.0307903] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/21/2024] [Accepted: 07/13/2024] [Indexed: 08/02/2024] Open
Abstract
INTRODUCTION Noninvasive High-Frequency Oscillatory Ventilation (NHFOV) is increasingly being adopted to reduce the need for invasive ventilation after extubation. OBJECTIVES To evaluate the benefits and harms of NHFOV as post-extubation respiratory support in newborns compared to other non-invasive respiratory support modes. MATERIAL & METHODS We included randomized controlled trials comparing NHFOV with other non-invasive modes post-extubation in newborns. Data sources were MEDLINE (via Pubmed), Cochrane Central Register of Controlled Trials, China National Knowledge Infrastructure, WHO international clinical trials registry platform and Clinical Trial Registry, forward and backward citation search. Methodological quality of studies was assessed by Cochrane's Risk of Bias tool 1.0. RESULTS This systematic review included 21 studies and 3294 participants, the majority of whom were preterm. NHFOV compared to nasal continuous positive airway pressure (NCPAP) reduced reintubation within seven days (RR 0.34, 95% CI 0.22 to 0.53) after extubation. It also reduced extubation failure (RR 0.39, 95% CI 0.30 to 0.51) and reintubation within 72 hrs (RR 0.40, 95% CI 0.31 to 0.53), bronchopulmonary dysplasia (RR 0.59, 95% CI 0.37 to 0.94) and pulmonary air leak (RR 0.46, 95% CI 0.27 to 0.79) compared to NCPAP. The rate of reintubation within seven days (RR 0.62, 95% CI 0.18 to 2.14) was similar whereas extubation failure (RR 0.65, 95% CI 0.50 to 0.83) and reintubation (RR 0.68, 95% CI 0.52 to 0.89) within 72 hrs were lower in NHFOV group compared to nasal intermittent positive pressure ventilation. There was no effect on other outcomes. Overall quality of the evidence was low to very low in both comparisons. CONCLUSIONS NHFOV may reduce the rate of reintubation and extubation failure post-extubation without increasing complications. Majority of the trials were exclusively done in preterm neonates. Further research with high methodological quality is warranted.
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Affiliation(s)
- Rameshwar Prasad
- Department of Neonatology, All India Institute of Medical Sciences, Patna, Bihar, India
| | - Bijan Saha
- Department of Neonatology, Institute of Postgraduate Medical Education and Research, Kolkata, West Bengal, India
| | - Md Habibullah Sk
- Department of Neonatology, Institute of Postgraduate Medical Education and Research, Kolkata, West Bengal, India
| | - Jagdish Prasad Sahoo
- Department of Neonatology, All India Institute of Medical Sciences, Bhubaneshwar, Odisha, India
| | | | - Subhash Chandra Shaw
- Department of Pediatrics, Army Hospital Research and Referral, Delhi, New Delhi, India
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11
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Tao Y, Ding X, Guo WL. Using machine-learning models to predict extubation failure in neonates with bronchopulmonary dysplasia. BMC Pulm Med 2024; 24:308. [PMID: 38956528 PMCID: PMC11218173 DOI: 10.1186/s12890-024-03133-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/12/2023] [Accepted: 06/26/2024] [Indexed: 07/04/2024] Open
Abstract
AIM To develop a decision-support tool for predicting extubation failure (EF) in neonates with bronchopulmonary dysplasia (BPD) using a set of machine-learning algorithms. METHODS A dataset of 284 BPD neonates on mechanical ventilation was used to develop predictive models via machine-learning algorithms, including extreme gradient boosting (XGBoost), random forest, support vector machine, naïve Bayes, logistic regression, and k-nearest neighbor. The top three models were assessed by the area under the receiver operating characteristic curve (AUC), and their performance was tested by decision curve analysis (DCA). Confusion matrix was used to show the high performance of the best model. The importance matrix plot and SHapley Additive exPlanations values were calculated to evaluate the feature importance and visualize the results. The nomogram and clinical impact curves were used to validate the final model. RESULTS According to the AUC values and DCA results, the XGboost model performed best (AUC = 0.873, sensitivity = 0.896, specificity = 0.838). The nomogram and clinical impact curve verified that the XGBoost model possessed a significant predictive value. The following were predictive factors for EF: pO2, hemoglobin, mechanical ventilation (MV) rate, pH, Apgar score at 5 min, FiO2, C-reactive protein, Apgar score at 1 min, red blood cell count, PIP, gestational age, highest FiO2 at the first 24 h, heart rate, birth weight, pCO2. Further, pO2, hemoglobin, and MV rate were the three most important factors for predicting EF. CONCLUSIONS The present study indicated that the XGBoost model was significant in predicting EF in BPD neonates with mechanical ventilation, which is helpful in determining the right extubation time among neonates with BPD to reduce the occurrence of complications.
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Affiliation(s)
- Yue Tao
- Department of radiology, Children's Hospital of Soochow University, 92 Zhongnan District, Suzhou, Jiangsu, 215025, China
| | - Xin Ding
- Department of neonatology, Children's Hospital of Soochow University, 92 Zhongnan District, Suzhou, Jiangsu, 215025, China
| | - Wan-Liang Guo
- Department of radiology, Children's Hospital of Soochow University, 92 Zhongnan District, Suzhou, Jiangsu, 215025, China.
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12
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Rub DM, Loft L, Tingay DG, Hodgson K. Moving past the face mask? Nasopharyngeal tube and aeration during preterm resuscitation. Pediatr Res 2024; 96:23-24. [PMID: 38443519 PMCID: PMC11257943 DOI: 10.1038/s41390-024-03127-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/06/2024] [Accepted: 02/10/2024] [Indexed: 03/07/2024]
Affiliation(s)
- David M Rub
- Division of Neonatology, Children's Hospital of Philadelphia, Philadelphia, PA, USA
- Department of Pediatrics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Lucy Loft
- Neonatal Research, Murdoch Children's Research Institute, Melbourne, VIC, Australia
- Neonatal Research, Royal Women's Hospital, Melbourne, VIC, Australia
| | - David G Tingay
- Neonatal Research, Murdoch Children's Research Institute, Melbourne, VIC, Australia.
- Neonatal Research, Royal Women's Hospital, Melbourne, VIC, Australia.
- Department of Paediatrics, University of Melbourne, Melbourne, VIC, Australia.
| | - Kate Hodgson
- Neonatal Research, Murdoch Children's Research Institute, Melbourne, VIC, Australia
- Neonatal Research, Royal Women's Hospital, Melbourne, VIC, Australia
- Department of Obstetrics, Gynaecology and Newborn Health, University of Melbourne, Melbourne, VIC, Australia
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13
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Glaser K, Jensen EA, Wright CJ. Prevention of Inflammatory Disorders in the Preterm Neonate: An Update with a Special Focus on Bronchopulmonary Dysplasia. Neonatology 2024; 121:636-645. [PMID: 38870912 PMCID: PMC11444906 DOI: 10.1159/000539303] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/09/2024] [Accepted: 05/08/2024] [Indexed: 06/15/2024]
Abstract
BACKGROUND The rates of major neonatal morbidities, such as bronchopulmonary dysplasia, necrotizing enterocolitis, preterm white matter disease, and retinopathy of prematurity, remain high among surviving preterm infants. Exposure to inflammatory stimuli and the subsequent host innate immune response contribute to the risk of developing these complications of prematurity. Notably, the burden of inflammation and associated neonatal morbidity is inversely related to gestational age - leaving primarily but not exclusively the tiniest babies at highest risk. SUMMARY Avoidance, prevention, and treatment of inflammation to reduce this burden remain a major goal for neonatologists worldwide. In this review, we discuss the link between the host response to inflammatory stimuli and the disease state. We argue that inflammatory exposures play a key role in the pathobiology of preterm birth and that preterm neonates hereafter are highly susceptible to immune stimulation not only from their surrounding environment but also from therapeutic interventions employed in clinical care. Using bronchopulmonary dysplasia as an example, we report clinical studies demonstrating the potential utility of targeting inflammation to prevent this neonatal morbidity. On the contrary, we highlight limitations in our current understanding of how inflammation contributes to disease prevention and treatment. KEY MESSAGE To be successful in preventing and treating inflammation-driven morbidity in neonatal intensive care, it may be necessary to better identify at-risk patients and pair therapeutic interventions to key pathways and mediators of inflammation-associated neonatal morbidity identified in pre-clinical and translational studies.
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Affiliation(s)
- Kirsten Glaser
- Division of Neonatology, Department of Women's and Children's Health, University of Leipzig Medical Center, Leipzig, Germany
| | - Erik A Jensen
- Department of Pediatrics, Division of Neonatology, Children's Hospital of Philadelphia and University of Pennsylvania Perelman School of Medicine, Philadelphia, Pennsylvania, USA
| | - Clyde J Wright
- Section of Neonatology, Department of Pediatrics, Children's Hospital Colorado and University of Colorado School of Medicine Aurora, Aurora, Colorado, USA
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14
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Khalid L, Al-Balushi S, Manoj N, Rather S, Johnson H, Strauss L, Dutta S, Mukerji A. Toward Optimal High Continuous Positive Airway Pressure as Postextubation Support in Preterm Neonates: A Retrospective Cohort Study. Am J Perinatol 2024; 41:e664-e670. [PMID: 35977710 DOI: 10.1055/a-1925-8643] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/01/2022]
Abstract
OBJECTIVE This study aimed to evaluate whether the initial pressure level on high continuous positive airway pressure (CPAP; ≥9 cm H2O), in relation to preextubation mean airway pressure (Paw), influences short-term clinical outcomes in preterm neonates. STUDY DESIGN In this retrospective cohort study, preterm neonates <29 weeks' gestational age (GA) extubated from mean Paw ≥9 cm H2O and to high CPAP (≥9 cm H2O) were classified into "higher level CPAP" (2-3 cm H2O higher than preextubation Paw) and "equivalent CPAP" (-1 to +1 cm H2O in relation to preextubation Paw). Only the first eligible extubation per infant was analyzed. The primary outcome was failure within ≤7 days of extubation, defined as any one or more of (1) need for reintubation, (2) escalation to an alternate noninvasive respiratory support mode, or (3) use of CPAP >preextubation Paw + 3 cm H2O. Secondary outcomes included individual components of the primary outcome, along with other clinical and safety outcomes. RESULTS Over a 10-year period (Jan 2011-Dec 2020), 175 infants were extubated from mean Paw >9 cm H2O to high CPAP pressures. Twenty-seven patients (median GA = 24.7, [interquartile range (IQR)]: (24.0-26.4) weeks and chronological age = 31, IQR: [21-40] days) were classified into the "higher level CPAP" group while 148 infants (median GA = 25.4, IQR: [24.6-26.6] weeks and chronological age = 26, IQR: [10-39] days) comprised the "equivalent CPAP" group. There was no difference in the primary outcome (44 vs. 51%; p = 0.51), including postadjustment for confounders (adjusted OR [aOR] = 0.47 [95% confidence interval (CI): 0.17-1.29; p = 0.14]). However, reintubation risk within 7 days was lower with higher level CPAP (7 vs. 37%; p < 0.01), including postadjustment (aOR = 0.07; 95% CI: 0.02-0.35; p < 0.01). CONCLUSION In this cohort, use of initial distending CPAP pressures 2 to 3 cm H2O higher than preextubation Paw did not alter the primary outcome of failure but did lower the risk of reintubation. The latter is an interesting hypothesis-generating finding that requires further confirmation. KEY POINTS · Use of high CPAP pressures (≥9 cm H2O) is gradually increasing in the care of preterm neonates.. · This study compares higher level versus equivalent CPAP in relation to preextubation Paw.. · The findings demonstrate no difference in failure as defined with use of higher level CPAP pressures..
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Affiliation(s)
- Lana Khalid
- Department of Pediatrics, McMaster University, Hamilton, Ontario, Canada
| | - Said Al-Balushi
- Department of Pediatrics, McMaster University, Hamilton, Ontario, Canada
| | - Nandita Manoj
- Faculty of Health Sciences, McMaster University, Hamilton, Ontario, Canada
| | - Sufyan Rather
- Faculty of Health Sciences, McMaster University, Hamilton, Ontario, Canada
| | - Heather Johnson
- Department of Pediatrics, McMaster University, Hamilton, Ontario, Canada
| | - Laura Strauss
- Department of Respiratory Therapy, Hamilton Health Sciences Centre, Hamilton, Ontario, Canada
| | - Sourabh Dutta
- Department of Pediatrics, Postgraduate Institute of Medical Education and Research, Chandigarh, Punjab, India
| | - Amit Mukerji
- Department of Pediatrics, McMaster University, Hamilton, Ontario, Canada
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15
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Huang TR, Chen HL, Yang ST, Su PC, Chung HW. The Outcomes of Preterm Infants with Neonatal Respiratory Distress Syndrome Treated by Minimally Invasive Surfactant Therapy and Non-Invasive Ventilation. Biomedicines 2024; 12:838. [PMID: 38672192 PMCID: PMC11048199 DOI: 10.3390/biomedicines12040838] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/21/2024] [Revised: 04/06/2024] [Accepted: 04/07/2024] [Indexed: 04/28/2024] Open
Abstract
In recent years, the utilization of minimally invasive surfactant therapy (MIST) and Non-invasive ventilation (NIV) as the primary respiratory assistance has become increasingly prevalent among preterm infants with neonatal respiratory distress syndrome (RDS). This study aims to compare the outcomes between MIST administered with nasal continuous positive airway pressure (NCPAP) versus nasal intermittent positive pressure ventilation (NIPPV), with the objective of exploring the respiratory therapeutic benefits of these two approaches. This retrospective study collected data from the neonatal intensive care unit of Kaohsiung Medical University Hospital spanning from January 2016 to June 2021. Infants were divided into two groups based on the type of NIV utilized. The NCPAP group comprised 32 infants, while the NIPPV group comprised 22 infants. Statistical analysis revealed significant differences: the NIPPV group had a smaller gestational age, lower birth weight, higher proportion of female infants, and earlier initiation of MIST. Additionally, the NIPPV group exhibited higher incidence rates of retinopathy of prematurity, longer respiratory support duration, prolonged hospitalization, and mortality. However, upon adjustment, these differences were not statistically significant. Analysis of venous blood gas and respiratory parameter changes indicated that both the NCPAP and NIPPV groups experienced improvements in oxygenation and ventilation following MIST.
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Affiliation(s)
- Tzyy-Rong Huang
- Respiratory Therapy Team, Department of Internal Medicine, Kaohsiung Medical University Hospital, Kaohsiung 80756, Taiwan;
| | - Hsiu-Lin Chen
- Department of Pediatrics, Kaohsiung Medical University Hospital, Kaohsiung 80756, Taiwan; (S.-T.Y.); (P.-C.S.); (H.-W.C.)
- Department of Respiratory Therapy, College of Medicine, Kaohsiung Medical University, Kaohsiung 80708, Taiwan
| | - Shu-Ting Yang
- Department of Pediatrics, Kaohsiung Medical University Hospital, Kaohsiung 80756, Taiwan; (S.-T.Y.); (P.-C.S.); (H.-W.C.)
| | - Pin-Chun Su
- Department of Pediatrics, Kaohsiung Medical University Hospital, Kaohsiung 80756, Taiwan; (S.-T.Y.); (P.-C.S.); (H.-W.C.)
| | - Hao-Wei Chung
- Department of Pediatrics, Kaohsiung Medical University Hospital, Kaohsiung 80756, Taiwan; (S.-T.Y.); (P.-C.S.); (H.-W.C.)
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16
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Matlock DN, Ratcliffe SJ, Courtney SE, Kirpalani H, Firestone K, Stein H, Dysart K, Warren K, Goldstein MR, Lund KC, Natarajan A, Demissie E, Foglia EE. The Diaphragmatic Initiated Ventilatory Assist (DIVA) trial: study protocol for a randomized controlled trial comparing rates of extubation failure in extremely premature infants undergoing extubation to non-invasive neurally adjusted ventilatory assist versus non-synchronized nasal intermittent positive pressure ventilation. Trials 2024; 25:201. [PMID: 38509583 PMCID: PMC10953115 DOI: 10.1186/s13063-024-08038-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/07/2023] [Accepted: 03/06/2024] [Indexed: 03/22/2024] Open
Abstract
BACKGROUND Invasive mechanical ventilation contributes to bronchopulmonary dysplasia (BPD), the most common complication of prematurity and the leading respiratory cause of childhood morbidity. Non-invasive ventilation (NIV) may limit invasive ventilation exposure and can be either synchronized or non-synchronized (NS). Pooled data suggest synchronized forms may be superior. Non-invasive neurally adjusted ventilatory assist (NIV-NAVA) delivers NIV synchronized to the neural signal for breathing, which is detected with a specialized catheter. The DIVA (Diaphragmatic Initiated Ventilatory Assist) trial aims to determine in infants born 240/7-276/7 weeks' gestation undergoing extubation whether NIV-NAVA compared to non-synchronized nasal intermittent positive pressure ventilation (NS-NIPPV) reduces the incidence of extubation failure within 5 days of extubation. METHODS This is a prospective, unblinded, pragmatic, multicenter phase III randomized clinical trial. Inclusion criteria are preterm infants 24-276/7 weeks gestational age who were intubated within the first 7 days of life for at least 12 h and are undergoing extubation in the first 28 postnatal days. All sites will enter an initial run-in phase, where all infants are allocated to NIV-NAVA, and an independent technical committee assesses site performance. Subsequently, all enrolled infants are randomized to NIV-NAVA or NS-NIPPV at extubation. The primary outcome is extubation failure within 5 days of extubation, defined as any of the following: (1) rise in FiO2 at least 20% from pre-extubation for > 2 h, (2) pH ≤ 7.20 or pCO2 ≥ 70 mmHg; (3) > 1 apnea requiring positive pressure ventilation (PPV) or ≥ 6 apneas requiring stimulation within 6 h; (4) emergent intubation for cardiovascular instability or surgery. Our sample size of 478 provides 90% power to detect a 15% absolute reduction in the primary outcome. Enrolled infants will be followed for safety and secondary outcomes through 36 weeks' postmenstrual age, discharge, death, or transfer. DISCUSSION The DIVA trial is the first large multicenter trial designed to assess the impact of NIV-NAVA on relevant clinical outcomes for preterm infants. The DIVA trial design incorporates input from clinical NAVA experts and includes innovative features, such as a run-in phase, to ensure consistent technical performance across sites. TRIAL REGISTRATION www. CLINICALTRIALS gov , trial identifier NCT05446272 , registered July 6, 2022.
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Affiliation(s)
- David N Matlock
- University of Arkansas for Medical Sciences, 4301 W. Markham St., Slot 512-5B, Little Rock, AR, 72205, USA.
- University of Arkansas for Medical Sciences, Little Rock, AR, USA.
| | | | | | - Haresh Kirpalani
- University of Pennsylvania Perelman School of Medicine, Philadelphia, PA, USA
- McMaster University, Hamilton, ON, Canada
| | | | | | - Kevin Dysart
- Nemours Children's Health Wilmington, Philadelphia, PA, USA
| | - Karen Warren
- The Children's Hospital of Philadelphia, Philadelphia, PA, USA
| | | | | | - Aruna Natarajan
- National Heart, Lung and Blood Institute, National Institutes of Health, Bethesda, MD, USA
| | - Ejigayehu Demissie
- National Heart, Lung and Blood Institute, National Institutes of Health, Bethesda, MD, USA
| | - Elizabeth E Foglia
- University of Pennsylvania Perelman School of Medicine, Philadelphia, PA, USA
- The Children's Hospital of Philadelphia, Philadelphia, PA, USA
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17
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Sant'Anna G, Shalish W. Weaning from mechanical ventilation and assessment of extubation readiness. Semin Perinatol 2024; 48:151890. [PMID: 38553331 DOI: 10.1016/j.semperi.2024.151890] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 04/14/2024]
Abstract
Tremendous advancements in neonatal respiratory care have contributed to the improved survival of extremely preterm infants (gestational age ≤ 28 weeks). While mechanical ventilation is often considered one of the most important breakthroughs in neonatology, it is also associated with numerous short and long-term complications. For those reasons, clinical research has focused on strategies to avoid or reduce exposure to mechanical ventilation. Nonetheless, in the extreme preterm population, 70-100% of infants born 22-28 weeks of gestation are exposed to mechanical ventilation, with nearly 50% being ventilated for ≥ 3 weeks. As contemporary practices have shifted towards selectively reserving mechanical ventilation for those patients, mechanical ventilation weaning and extubation remain a priority yet offer a heightened challenge for clinicians. In this review, we will summarize the evidence for different strategies to expedite weaning and assess extubation readiness in preterm infants, with a particular focus on extremely preterm infants.
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Affiliation(s)
- Guilherme Sant'Anna
- Professor of Pediatrics, Division of Neonatology, Montreal Children's Hospital Departments of Pediatrics and Experimental Medicine, Senior Scientist of the Research Institute of the McGill University Health Center, McGill University Health Center, 1001 Boulevard Decarie, Room B05.2711, Montreal, Quebec H4A3J1, Canada.
| | - Wissam Shalish
- Assistant Professor of Pediatrics, Division of Neonatology, Montreal Children's Hospital Departments of Pediatrics and Experimental Medicine, Junior Scientist of FRQS, McGill University Health Center, Montreal, Quebec, Canada
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18
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Moreira AG, Husain A, Knake LA, Aziz K, Simek K, Valadie CT, Pandillapalli NR, Trivino V, Barry JS. A clinical informatics approach to bronchopulmonary dysplasia: current barriers and future possibilities. Front Pediatr 2024; 12:1221863. [PMID: 38410770 PMCID: PMC10894945 DOI: 10.3389/fped.2024.1221863] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/13/2023] [Accepted: 01/23/2024] [Indexed: 02/28/2024] Open
Abstract
Bronchopulmonary dysplasia (BPD) is a complex, multifactorial lung disease affecting preterm neonates that can result in long-term pulmonary and non-pulmonary complications. Current therapies mainly focus on symptom management after the development of BPD, indicating a need for innovative approaches to predict and identify neonates who would benefit most from targeted or earlier interventions. Clinical informatics, a subfield of biomedical informatics, is transforming healthcare by integrating computational methods with patient data to improve patient outcomes. The application of clinical informatics to develop and enhance clinical therapies for BPD presents opportunities by leveraging electronic health record data, applying machine learning algorithms, and implementing clinical decision support systems. This review highlights the current barriers and the future potential of clinical informatics in identifying clinically relevant BPD phenotypes and developing clinical decision support tools to improve the management of extremely preterm neonates developing or with established BPD. However, the full potential of clinical informatics in advancing our understanding of BPD with the goal of improving patient outcomes cannot be achieved unless we address current challenges such as data collection, storage, privacy, and inherent data bias.
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Affiliation(s)
- Alvaro G Moreira
- Department of Pediatrics, University of Texas Health San Antonio, San Antonio, TX, United States
| | - Ameena Husain
- Department of Pediatrics, University of Utah, Salt Lake City, UT, United States
| | - Lindsey A Knake
- Department of Pediatrics, University of Iowa, Iowa City, IA, United States
| | - Khyzer Aziz
- Department of Pediatrics, Johns Hopkins University, Baltimore, MD, United States
| | - Kelsey Simek
- Department of Pediatrics, University of Utah, Salt Lake City, UT, United States
| | - Charles T Valadie
- Department of Pediatrics, University of Texas Health San Antonio, San Antonio, TX, United States
| | | | - Vanessa Trivino
- Department of Pediatrics, University of Texas Health San Antonio, San Antonio, TX, United States
| | - James S Barry
- Department of Pediatrics, University of Colorado School of Medicine, Aurora, CO, United States
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19
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Afzal U, Varghese N, Pappachan B, Siwji Z, Kasem S, Omar N, Rahmani A, Abu Sa'da O. Predictors of Extubation Failure in Very Low Birth Weight Infants at a Tertiary Care Hospital in Al Ain: A Retrospective Study. Cureus 2024; 16:e55123. [PMID: 38558617 PMCID: PMC10979469 DOI: 10.7759/cureus.55123] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 02/28/2024] [Indexed: 04/04/2024] Open
Abstract
OBJECTIVES To identify and analyze the factors leading to extubation failure among very low birth weight infants in a specific tertiary care setting in Al Ain, emphasizing clinical and demographic variables. The study used medical data of Very Low Birth Weight (VLBW) infants admitted to the Neonatal Intensive Care Unit (NICU) from 1st January 2015 to 31st December 2019, and evaluated the incidence and risk factors associated with extubation failure. METHODS Data was collected from the hospital's electronic records and tabulated in Excel sheets, with extubation failure defined as reintubation due to deterioration of respiratory condition within seven days post-extubation. The data was collected from the period of 1st January 2015 to 31st December 2019. Inclusion criteria included babies admitted to the NICU with a gestational age of ≤ 32 weeks, or of birth weight ≤1500 grams who were intubated within the first seven days of life. Results were analyzed using SPSS software, version 9.0 (SPSS Inc., Chicago) to determine the risk factors for extubation failure and short-term outcomes. RESULTS Gestational age, birth weight, antenatal steroids, mode of delivery, number of Survanta® (beractant intratracheal suspension) doses, Positive End-Expiratory Pressure (PEEP), Mean Airway Pressure (MAP), Mean Arterial Pressure (Blood Pressure (BP)), and Infectious Diseases (ID) (indicated by a positive blood culture) were found to be the key predictors of extubation failure in very low birth weight infants at a tertiary care hospital in Al Ain. The most common reasons for reintubation were FiO2 > 50% (23.53%), followed by Respiratory Acidosis (20.59%). Other factors, including maternal chorioamnionitis, Apgar scores, indication for intubation, caffeine, and pre-and post-extubation laboratory values, comorbidities, and hemoglobin (Hgb), creatinine and sodium levels were found to have no effect on the success of extubations. CONCLUSIONS The results of this research indicate that factors such as gestational age, birth weight, prenatal steroid use, delivery method, the quantity of Survanta® doses, PEEP, MAP, MAP (BP), and ID (+ve blood culture) were the primary determinants of unsuccessful extubation in VLBW babies at a tertiary healthcare facility in Al Ain. The predominant cause for needing reintubation was a FiO2 level above 50%, followed by Respiratory Acidosis. Additional ®®investigations are required to validate these findings and pinpoint other potential predictors of extubation failure within this demographic.
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Affiliation(s)
- Uzma Afzal
- Pediatrics and Neonatology, Tawam Hospital, Al Ain, ARE
| | | | | | - Zohra Siwji
- Pediatrics and Neonatology, Tawam Hospital, Al Ain, ARE
| | - Sameh Kasem
- Pediatrics and Neonatology, Tawam Hospital, Al Ain, ARE
| | | | - Aiman Rahmani
- Pediatrics and Neonatology, Tawam Hospital, Al Ain, ARE
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20
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Zhu Z, He Y, Yuan L, Chen L, Yu Y, Liu L, Sun H, Xu L, Wei Q, Cui S, Lai C, Zhang J, Tan Y, Yu X, Jiang C, Chen C. Trends in bronchopulmonary dysplasia and respiratory support among extremely preterm infants in China over a decade. Pediatr Pulmonol 2024; 59:399-407. [PMID: 38014582 DOI: 10.1002/ppul.26761] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/17/2023] [Revised: 10/16/2023] [Accepted: 11/05/2023] [Indexed: 11/29/2023]
Abstract
OBJECTIVE Bronchopulmonary dysplasia (BPD) is one of the most serious complications affecting extremely preterm infants. We aimed to evaluate temporal trends in BPD and administration of respiratory support among extremely preterm infants in China over a decade. METHODS This was a retrospective study using data from a multicenter database, which included infants born less than 28 weeks' gestation discharged from 68 tertiary neonatal care centers in China between 2010 and 2019. Changes in rates and severity of BPD, as well as modalities and duration of respiratory support, were evaluated. RESULTS Among 4808 eligible infants with gestational age (GA) of 21+6/7 to 27+6/7 weeks and a mean (SD) birth weight of 980 (177) g, no significant change of median GA was found over time. Overall, 780 (16.2%) infants died before 36 weeks' postmenstrual age, 2415 (50.2%) were classified as having no BPD, 917 (19.1%) developed Grade 1 BPD, 578 (12.0%) developed Grade 2 BPD, and 118 (2.5%) developed Grade 3 BPD. The rate of BPD increased from 20.8% in 2010 to 40.7% in 2019 (aRR for trend, 1.081; 95% confidence interval, 1.062-1.099), especially for Grade 1 and Grade 2. Although survival to discharge improved over the decade, the overall survival without BPD did not change during the study period. The use of invasive mechanical ventilation (IMV) remained unchanged. However, the use of noninvasive ventilation (NIV) increased from 71.5% in 2010 to 89.8% in 2019. Moreover, the median duration of NIV increased over time, from 17.0 (4.8, 34.0) days in 2010 to 33.0 (21.0, 44.0) days in 2019, without significant change in the duration of IMV. CONCLUSIONS Although survival increased over the decade and respiratory support practices changed significantly between 2010 and 2019 in China, with increased use and duration of NIV, there was an increased rate of BPD and survival without BPD has not improved.
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Affiliation(s)
- Zhicheng Zhu
- Department of Neonatology, Children's Hospital of Fudan University, National Children's Medical Center, Shanghai, China
| | - Yue He
- Department of Neonatology, Children's Hospital of Fudan University, National Children's Medical Center, Shanghai, China
| | - Lin Yuan
- Department of Neonatology, Children's Hospital of Fudan University, National Children's Medical Center, Shanghai, China
| | - Liping Chen
- Department of Neonatology, Jiangxi Provincial Children's Hospital, Nanchang, China
| | - Yonghui Yu
- Department of Neonatology, Shandong Provincial Hospital, Jinan, China
| | - Ling Liu
- Department of Neonatology, Guiyang Maternal and Child Health Care Hospital, Guiyang Children's Hospital, Guiyang, China
| | - Huiqing Sun
- Department of Neonatology, Children's Hospital Affiliated to Zhengzhou University, Henan Children's Hospital, Zhengzhou Children's Hospital, Zhengzhou, China
| | - Liping Xu
- Department of Neonatology, Zhangzhou Affiliated Hospital of Fujian Medical University, Zhangzhou, China
| | - Qiufen Wei
- Department of Neonatology, Maternal and Child Health Hospital of Guangxi Zhuang Autonomous Region, Nanning, China
| | - Shudong Cui
- Department of Neonatology, The First Affiliated Hospital of Nanjing Medical University, Nanjing, China
| | - Chunhua Lai
- Department of Neonatology, Boai Hospital of Zhongshan, Zhongshan Women and Children's Hospital, Zhongshan, China
| | - Juan Zhang
- Department of Neonatology, Northwest Women and Children's Hospital, Xi'an, China
| | - Yuan Tan
- Department of Neonatology, Affiliated Hospital of Guilin Medical University, Guilin, China
| | - Xinqiao Yu
- Department of Neonatology, The Central Hospital of Enshi Tujia and Miao Autonomous Prefecture, Enshi, China
| | - Chunming Jiang
- Department of Neonatology, First Affiliated Hospital of Harbin Medical University, Harbin, China
| | - Chao Chen
- Department of Neonatology, Children's Hospital of Fudan University, National Children's Medical Center, Shanghai, China
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Rallis D, Ben-David D, Woo K, Robinson J, Beadles D, Spyropoulos F, Christou H, Cataltepe S. Predictors of successful extubation from volume-targeted ventilation in extremely preterm neonates. J Perinatol 2024; 44:250-256. [PMID: 38123799 DOI: 10.1038/s41372-023-01849-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/29/2023] [Revised: 11/22/2023] [Accepted: 12/01/2023] [Indexed: 12/23/2023]
Abstract
OBJECTIVE To identify variables associated with extubation success in extremely preterm neonates extubated from invasive volume-targeted ventilation. STUDY DESIGN We retrospectively evaluated 84 neonates ≤28 weeks' gestational age, on their first elective extubation. The primary outcome of successful extubation was defined as non-reintubation within seven days. We used multivariate logistic regression analysis. RESULTS We identified 58 (69%) neonates (mean gestational age of 26.5 ± 1.4 weeks, birthweight 921 ± 217 g) who met the primary outcome. Female sex (OR 1.15, 95% CI 1.01-9.10), higher pre-extubation weight (OR 1.29, 95% CI 1.05-1.59), and pH (OR 2.54, 95% CI 1.54-4.19), and lower pre-extubation mean airway pressure (MAP) (OR 0.49, 95% CI 0.33-0.73) were associated with successful extubation. CONCLUSIONS In preterm neonates, female sex, higher pre-extubation weight and pH, and lower pre-extubation MAP were predictors of successful extubation from volume-targeted ventilation. Evaluation of these variables will likely assist clinicians in selecting the optimal time for extubation in such vulnerable neonates.
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Affiliation(s)
- Dimitrios Rallis
- Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA.
- Neonatal Intensive Care Unit, University of Ioannina, Faculty of Medicine, Ioannina, Greece.
| | | | - Kendra Woo
- Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA
| | - Jill Robinson
- Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA
| | - David Beadles
- Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA
| | | | - Helen Christou
- Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA
| | - Sule Cataltepe
- Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA
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22
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Rallis D, Ben-David D, Woo K, Robinson J, Beadles D, Bernardini L, Abdulhayoglu E, Flanigan E, Christou H. Single center experience with first-intention high-frequency jet vs. volume-targeted ventilation in extremely preterm neonates. Front Pediatr 2024; 11:1326668. [PMID: 38239592 PMCID: PMC10794594 DOI: 10.3389/fped.2023.1326668] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/23/2023] [Accepted: 12/14/2023] [Indexed: 01/22/2024] Open
Abstract
Objectives To examine whether first-intention high-frequency jet ventilation (HFVJ), compared to volume-targeted ventilation (VTV), in extremely preterm infants is associated with lower incidence of bronchopulmonary dysplasia (BPD) and other adverse clinical outcomes. Study design We conducted a retrospective cohort study evaluating neonates with gestational age (GA) ≤28 weeks, who received first-intention HFJV (main exposure) or VTV (comparator), between 11/2020 and 3/2023, with a subgroup analysis including neonates with GA ≤26 weeks and oxygenation index (OI) >5. Results We identified 117 extremely preterm neonates, 24 (GA 25.2 ± 1.6 weeks) on HFJV, and 93 (GA 26.4 ± 1.5 weeks, p = 0.001) on VTV. The neonates in the HFJV group had higher oxygenation indices on admission, higher inotrope use, and remained intubated for a longer period. Despite these differences, there were no statistically significant differences in rates of BPD, survival, or other adverse outcomes between the two groups. In subgroup analysis of 18 neonates on HFJV and 39 neonates on VTV, no differences were recorded in the GA, and duration of mechanical ventilation, while neonates in the HFJV group had significantly lower rates of BPD (50% compared to 83%, p = 0.034), and no significant differences in other adverse outcomes compared to neonates in the VTV group. In neonates ≤26 weeks of GA with OI >5, HFJV was significantly associated with lower rates of BPD (OR 0.21, 95% CI 0.05-0.92), and combined BPD or death (OR 0.18, 95% CI 0.03-0.85), after adjusting for birth weight, and Arterial-alveolar gradient on admission. Conclusions In extremely preterm neonates ≤26 weeks of GA with OI >5, first-intention HFJV, in comparison to VTV, is associated with lower rates of BPD.
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Affiliation(s)
- Dimitrios Rallis
- Department of Pediatrics, Brigham and Women’s Hospital, Harvard Medical School, Boston, MA, United States
- Neonatal Intensive Care Unit, Faculty of Medicine, University of Ioannina, Ioannina, Greece
| | - Danielle Ben-David
- Department of Pediatrics, Brigham and Women’s Hospital, Harvard Medical School, Boston, MA, United States
| | - Kendra Woo
- Department of Pediatrics, Brigham and Women’s Hospital, Harvard Medical School, Boston, MA, United States
| | - Jill Robinson
- Department of Pediatrics, Brigham and Women’s Hospital, Harvard Medical School, Boston, MA, United States
| | - David Beadles
- Department of Pediatrics, Brigham and Women’s Hospital, Harvard Medical School, Boston, MA, United States
| | - Laura Bernardini
- Department of Pediatrics, Brigham and Women’s Hospital, Harvard Medical School, Boston, MA, United States
| | - Elisa Abdulhayoglu
- Department of Pediatrics, Brigham and Women’s Hospital, Harvard Medical School, Boston, MA, United States
| | - Elizabeth Flanigan
- Department of Pediatrics, Brigham and Women’s Hospital, Harvard Medical School, Boston, MA, United States
| | - Helen Christou
- Department of Pediatrics, Brigham and Women’s Hospital, Harvard Medical School, Boston, MA, United States
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23
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Johnson M, Mazur L, Fisher M, Fraser WD, Sun L, Hystad P, Gandhi CK. Prenatal Exposure to Air Pollution and Respiratory Distress in Term Newborns: Results from the MIREC Prospective Pregnancy Cohort. ENVIRONMENTAL HEALTH PERSPECTIVES 2024; 132:17007. [PMID: 38271058 PMCID: PMC10810300 DOI: 10.1289/ehp12880] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/10/2023] [Revised: 11/03/2023] [Accepted: 12/11/2023] [Indexed: 01/27/2024]
Abstract
BACKGROUND Respiratory distress is the leading cause of neonatal morbidity and mortality worldwide, and prenatal exposure to air pollution is associated with adverse long-term respiratory outcomes; however, the impact of prenatal air pollution exposure on neonatal respiratory distress has not been well studied. OBJECTIVES We examined associations between prenatal exposures to fine particular matter (PM 2.5 ) and nitrogen dioxide (NO 2 ) with respiratory distress and related neonatal outcomes. METHODS We used data from the Maternal-Infant Research on Environmental Chemicals (MIREC) Study, a prospective pregnancy cohort (n = 2,001 ) recruited in the first trimester from 10 Canadian cities. Prenatal exposures to PM 2.5 (n = 1,321 ) and NO 2 (n = 1,064 ) were estimated using land-use regression and satellite-derived models coupled with ground-level monitoring and linked to participants based on residential location at birth. We calculated odds ratios (ORs) and 95% confidence intervals (CIs) for associations between air pollution and physician-diagnosed respiratory distress in term neonates in hierarchical logistic regression models adjusting for detailed maternal and infant covariates. RESULTS Approximately 7 % of newborns experienced respiratory distress. Neonates received clinical interventions including oxygen therapy (6%), assisted ventilation (2%), and systemic antibiotics (3%). Two percent received multiple interventions and 4% were admitted to the neonatal intensive care unit (NICU). Median PM 2.5 and NO 2 concentrations during pregnancy were 8.81 μ g / m 3 and 18.02 ppb , respectively. Prenatal exposures to air pollution were not associated with physician-diagnosed respiratory distress, oxygen therapy, or NICU admissions. However, PM 2.5 exposures were strongly associated with assisted ventilation (OR per 1 - μ g / m 3 increase in PM 2.5 = 1.17 ; 95% CI: 1.02, 1.35), multiple clinical interventions (OR per 1 - μ g / m 3 increase in PM 2.5 = 1.16 ; 95% CI: 1.07, 1.26), and systemic antibiotics, (OR per 1 - μ g / m 3 increase in PM 2.5 = 1.12 ; 95% CI: 1.04, 1.21). These associations were consistent across exposure periods-that is, during prepregnancy, individual trimesters, and total pregnancy-and robust to model specification. NO 2 exposure was associated with administration of systemic antibiotics (OR per 1-ppb increase in NO 2 = 1.03 ; 95% CI: 1.00, 1.06). DISCUSSION Prenatal exposures to PM 2.5 increased the risk of severe respiratory distress among term newborns. These findings support the development and prioritization of public health and prenatal care strategies to increase awareness and minimize prenatal exposures to air pollution. https://doi.org/10.1289/EHP12880.
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Affiliation(s)
- Markey Johnson
- Water and Air Quality Bureau, Health Canada, Ottawa, Ontario, Canada
| | - Lauren Mazur
- Department of Pediatrics, Penn State College of Medicine, Pennsylvania State University, Hershey, Pennsylvania, USA
| | - Mandy Fisher
- Environmental Health Sciences and Research Bureau, Health Canada, Ottawa, Ontario, Canada
| | - William D. Fraser
- Department of Obstetrics and Gynecology, Centre de Recherche du CHUS, University of Sherbrooke, Sherbrooke, Québec, Canada
| | - Liu Sun
- Water and Air Quality Bureau, Health Canada, Ottawa, Ontario, Canada
| | - Perry Hystad
- School of Biological and Population Health Sciences, Oregon State University, Corvallis, Oregon, USA
| | - Chintan K. Gandhi
- Department of Pediatrics, Penn State College of Medicine, Pennsylvania State University, Hershey, Pennsylvania, USA
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24
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Pan JJ, Zou YS, Tong ML, Wang J, Zhou XY, Cheng R, Yang Y. Dose pulmonary hemorrhage increase the risk of bronchopulmonary dysplasia in very low birth weight infants? J Matern Fetal Neonatal Med 2023; 36:2206941. [PMID: 37121909 DOI: 10.1080/14767058.2023.2206941] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 05/02/2023]
Abstract
OBJECTIVE To evaluate the association between pulmonary hemorrhage and bronchopulmonary dysplasia (BPD) in very low birth weight infants (VLBWIs). METHODS The study participants were all VLBW newborns admitted from January 1, 2019 to December 31, 2021. The BPD subjects finally included were VLBWIs who survived until the diagnosis was established. This study was divided into pulmonary hemorrhage group (PH group, n = 35) and non-pulmonary hemorrhage group (Non-PH group, n = 190). RESULTS By univariate analysis it was found that premature rupture of membranes, tracheal intubation in the delivery room, duration of mechanical ventilation, course of invasive ventilation (≥3 courses), pulmonary surfactant (>1 dose), medically and surgically treated patent ductus arteriosus, grade III-IV RDS, early onset sepsis, BPD and moderate to severe BPD showed significant differences between groups (p < .05). By Multivariate analysis, pulmonary hemorrhage did not increase the risks of BPD and moderate to severe BPD (adjusted OR for BPD = 1.710, 95% CI 0.581-5.039; adjusted OR for moderate to severe BPD = 2.401, 95% CI 0.736-7.834). CONCLUSION It suggests that pulmonary hemorrhage is not associated with the development of BPD and moderate to severe BPD in VLBWIs.
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Affiliation(s)
- Jing-Jing Pan
- Department of Neonates, Jiangsu Provincial Maternal and Child Health Hospital, Nanjing, Jiangsu, P.R. China
| | - Yun-Su Zou
- Department of Neonates, Children's Hospital of Nanjing Medical University, Nanjing, Jiangsu, P.R. China
| | - Mei-Ling Tong
- Department of Child Healthcare, Women's Hospital of Nanjing Medical University, Nanjing Maternity and Child Health Care Hospital, Nanjing, Jiangsu, P.R. China
| | - Jing Wang
- Department of Child Healthcare, Women's Hospital of Nanjing Medical University, Nanjing Maternity and Child Health Care Hospital, Nanjing, Jiangsu, P.R. China
| | - Xiao-Yu Zhou
- Department of Neonates, Children's Hospital of Nanjing Medical University, Nanjing, Jiangsu, P.R. China
| | - Rui Cheng
- Department of Neonates, Children's Hospital of Nanjing Medical University, Nanjing, Jiangsu, P.R. China
| | - Yang Yang
- Department of Neonates, Children's Hospital of Nanjing Medical University, Nanjing, Jiangsu, P.R. China
- Department of Child Healthcare, Women's Hospital of Nanjing Medical University, Nanjing Maternity and Child Health Care Hospital, Nanjing, Jiangsu, P.R. China
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25
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Yan B, Li Y, Sun M, Meng Y, Li X. Variables related to bronchopulmonary dysplasia severity: a Six-Year retrospective study. J Matern Fetal Neonatal Med 2023; 36:2248335. [PMID: 37580063 DOI: 10.1080/14767058.2023.2248335] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/22/2022] [Revised: 06/29/2023] [Accepted: 08/10/2023] [Indexed: 08/16/2023]
Abstract
OBJECTIVES This was a retrospective observational study conducted in a tertiary neonatal intensive care unit, in order to investigate factors which influenced the severity of bronchopulmonary dysplasia under NICHD new classification. METHODS Six years of clinical data with different grades of bronchopulmonary dysplasia patients were collected and analyzed, bivariate ordinal logistic regression model and multivariable ordinal logistic regression model were used with sensitivity analyses. RESULTS We identified seven variables were associated with the severity of BPD via a bivariate ordinal logistic regression model, including the level of referral hospital (OR 0.273;95% CI 0.117, 0.636), method of caffeine administration (OR 00.418;95% CI 0.177, 0.991), more than two occurrences of reintubation (OR 4.925;95% CI 1.878, 12.915), CPAP reapplication (OR 2.255;95% CI 1.059, 4.802), presence of positive sputum cultures (OR 2.574;95% CI 1.200, 5.519), the cumulative duration of invasive ventilation (OR 1.047;95% CI 1.017, 1.078), and postmenstrual age at the discontinuation of oxygen supplementation (OR 1.190;95% CI 1.027, 1.38). These seven variables were further analyzed via all multivariable ordinal logistic regression models, and we found that tertiary hospital birth and early administration of caffeine could reduce the severity of BPD by approximately 70% (OR 0.263;95% CI 0.090, 0.770) and 60% (OR 0.371;95% CI 0.138, 0.995), respectively. In contrast, multiple reintubations were related to higher BPD severity with an OR of 3.358 (95% CI 1.002, 11.252). CONCLUSION Improving perinatal care in level II hospitals, standardized caffeine administration, and optimized extubation strategy could potentially decrease the severity of BPD.
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Affiliation(s)
- Beibei Yan
- Department of Neonatology, Children's Hospital Affiliated to Shandong University, Jinan, Shandong, P.R. China
- Department of Neonatology, Jinan Children's Hospital, Jinan, Shandong, P.R. China
| | - Yunxia Li
- Department of Neonatology, Children's Hospital Affiliated to Shandong University, Jinan, Shandong, P.R. China
- Department of Neonatology, Jinan Children's Hospital, Jinan, Shandong, P.R. China
| | - Mingying Sun
- Department of Neonatology, Children's Hospital Affiliated to Shandong University, Jinan, Shandong, P.R. China
- Department of Neonatology, Jinan Children's Hospital, Jinan, Shandong, P.R. China
| | - Yan Meng
- Department of Neonatology, Children's Hospital Affiliated to Shandong University, Jinan, Shandong, P.R. China
- Department of Neonatology, Jinan Children's Hospital, Jinan, Shandong, P.R. China
| | - Xiaoying Li
- Department of Neonatology, Children's Hospital Affiliated to Shandong University, Jinan, Shandong, P.R. China
- Department of Neonatology, Jinan Children's Hospital, Jinan, Shandong, P.R. China
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26
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Yang Y, Gu XY, Lin ZL, Pan SL, Sun JH, Cao Y, Lee SK, Wang JH, Cheng R. Effect of different courses and durations of invasive mechanical ventilation on respiratory outcomes in very low birth weight infants. Sci Rep 2023; 13:18991. [PMID: 37923908 PMCID: PMC10624920 DOI: 10.1038/s41598-023-46456-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/12/2023] [Accepted: 11/01/2023] [Indexed: 11/06/2023] Open
Abstract
This multicenter retrospective study was conducted to explore the effects of different courses and durations of invasive mechanical ventilation (MV) on the respiratory outcomes of very low birth weight infants (VLBWI) in China. The population for this study consisted of infants with birth weight less than 1500 g needing at least 1 course of invasive MV and admitted to the neonatal intensive care units affiliated with the Chinese Neonatal Network within 6 h of life from January 1st, 2019 to December 31st, 2020. Univariate and multivariate logistic regression analyses were performed to evaluate associations between invasive MV and respiratory outcomes. Adjusted odds ratios (ORs) were computed with the effects of potential confounders. (1) Among the 3183 VLBWs with a history of at least one course of invasive MV, 3155 (99.1%) met inclusion criteria and were assessed for the primary outcome. Most infants received one course (76.8%) and a shorter duration of invasive MV (62.16% with ventilation for 7 days or less). (2) In terms of the incidence of all bronchopulmonary dysplasia (BPD) (mild, moderate, and severe BPD), there were no significant differences between different invasive MV courses [For 2 courses, adjusted OR = 1.11 (0.88, 1.39); For 3 courses or more, adjusted OR = 1.07 (0.72, 1.60)]. But, with the duration of invasive MV prolonging, the OR of BPD increased [8-21 days, adjusted OR = 1.98 (1.59, 2.45); 22-35 days, adjusted OR = 4.37 (3.17, 6.03); ≥ 36 days, adjusted OR = 18.44 (10.98, 30.99)]. Concerning severe BPD, the OR increased not only with the course of invasive MV but also with the duration of invasive MV [For 2 courses, adjusted OR = 2.17 (1.07, 4.40); For 3 courses or more, adjusted OR = 2.59 (1.02, 6.61). 8-21 days, adjusted OR = 8.42 (3.22, 22.01); 22-35 days, adjusted OR = 27.82 (9.08, 85.22); ≥ 36 days, adjusted OR = 616.45 (195.79, > 999.999)]. (3) When the interaction effect between invasive MV duration and invasive MV course was considered, it was found that there were no interactive effects in BPD and severe BPD. Greater than or equal to three courses would increase the chance of severe BPD, death, and the requirement of home oxygen therapy. Compared with distinct courses of invasive MV, a longer duration of invasive MV (> 7 days) has a greater effect on the risk of BPD, severe BPD, death, and the requirement of home oxygen therapy.
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Affiliation(s)
- Yang Yang
- Department of Neonatology, Children's Hospital of Nanjing Medical University, Nanjing, China
| | - Xin-Yue Gu
- NHC Key Laboratory of Neonatal Diseases (Fudan University), Children's Hospital of Fudan University, Shanghai, China
| | - Zhen-Lang Lin
- Department of Neonatology, Wenzhou Medical College Affiliated Yuying Children's Hospital, Wenzhou, China
| | - Shu-Lin Pan
- Department of Neonatology, Wenzhou Medical College Affiliated Yuying Children's Hospital, Wenzhou, China
| | - Jian-Hua Sun
- Department of Neonatology, Shanghai Children's Medical Center Affiliated with the School of Medicine of Shanghai Jiaotong University, Shanghai, China
| | - Yun Cao
- Department of Neonatology, Children's Hospital of Fudan University, Shanghai, China
| | - Shoo K Lee
- Department of Pediatrics, Maternal-Infant Care Research Centre, Mount Sinai Hospital, Toronto, ON, Canada
- Department of Pediatrics, University of Toronto, Toronto, ON, Canada
- Department of Obstetrics and Gynecology, Dalla Lana School of Public Health, University of Toronto, Toronto, ON, Canada
| | - Jian-Hui Wang
- Department of Neonatology, Children's Hospital of Chongqing Medical University, Chongqing, China
| | - Rui Cheng
- Department of Neonatology, Children's Hospital of Nanjing Medical University, Nanjing, China.
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Alarcon-Martinez T, Latremouille S, Kovacs L, Kearney RE, Sant'Anna GM, Shalish W. Clinical usefulness of reintubation criteria in extremely preterm infants: a cohort study. Arch Dis Child Fetal Neonatal Ed 2023; 108:643-648. [PMID: 37193586 DOI: 10.1136/archdischild-2022-325245] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/15/2022] [Accepted: 05/02/2023] [Indexed: 05/18/2023]
Abstract
OBJECTIVE To describe the thresholds of instability used by clinicians at reintubation and evaluate the accuracy of different combinations of criteria in predicting reintubation decisions. DESIGN Secondary analysis using data obtained from the prospective observational Automated Prediction of Extubation Readiness study (NCT01909947) between 2013 and 2018. SETTING Multicentre (three neonatal intensive care units). PATIENTS Infants with birth weight ≤1250 g, mechanically ventilated and undergoing their first planned extubation were included. INTERVENTIONS After extubation, hourly O2 requirements, blood gas values and occurrence of cardiorespiratory events requiring intervention were recorded for 14 days or until reintubation, whichever came first. MAIN OUTCOME MEASURES Thresholds at reintubation were described and grouped into four categories: increased O2, respiratory acidosis, frequent cardiorespiratory events and severe cardiorespiratory events (requiring positive pressure ventilation). An automated algorithm was used to generate multiple combinations of criteria from the four categories and compute their accuracies in capturing reintubated infants (sensitivity) without including non-reintubated infants (specificity). RESULTS 55 infants were reintubated (median gestational age 25.2 weeks (IQR 24.5-26.1 weeks), birth weight 750 g (IQR 640-880 g)), with highly variable thresholds at reintubation. After extubation, reintubated infants had significantly greater O2 needs, lower pH, higher pCO2 and more frequent and severe cardiorespiratory events compared with non-reintubated infants. After evaluating 123 374 combinations of reintubation criteria, Youden indices ranged from 0 to 0.46, suggesting low accuracy. This was primarily attributable to the poor agreement between clinicians on the number of cardiorespiratory events at which to reintubate. CONCLUSIONS Criteria used for reintubation in clinical practice are highly variable, with no combination accurately predicting the decision to reintubate.
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Affiliation(s)
- Tugba Alarcon-Martinez
- Pediatrics, McGill University Health Centre, Montreal, Quebec, Canada
- Neonatal Services, The Royal Women's Hospital, Melbourne, VIC, Australia
| | | | - Lajos Kovacs
- Department of Neonatology, Jewish General Hospital, Montreal, Quebec, Canada
| | - Robert E Kearney
- Biomedical Engineering, McGill University, Montreal, Quebec, Canada
| | | | - Wissam Shalish
- Pediatrics, McGill University Health Centre, Montreal, Quebec, Canada
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28
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Huang X, Li S, Feng Q, Tian X, Jiang YN, Tian B, Zhai S, Guo W, He H, Li Y, Ma L, Zheng R, Fan S, Wang H, Chen L, Mei H, Xie H, Li X, Yang M, Zhang L. A nomogram for predicting death for infants born at a gestational age of <28 weeks: a population-based analysis in 18 neonatal intensive care units in northern China. Transl Pediatr 2023; 12:1769-1781. [PMID: 37969124 PMCID: PMC10644021 DOI: 10.21037/tp-23-337] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/13/2023] [Accepted: 09/15/2023] [Indexed: 11/17/2023] Open
Abstract
Background In China, the number of preterm infants is the second largest globally. Compared with those in developed countries, the mortality rate and proportion of treatment abandonment for extremely preterm infants (EPIs) are higher in China. It would be valuable to conduct a multicenter study and develop predictive models for the mortality risk. This study aimed to identify a predictive model among EPIs who received complete care in northern China in recent years. Methods This study included EPIs admitted to eighteen neonatal intensive care units (NICUs) within 72 hours of birth for receiving complete care in northern China between January 1, 2015, and December 31, 2018. Infants were randomly assigned into a training dataset and validation dataset with a ratio of 7:3. Univariate Cox regression analysis and multiple regression analysis were used to select the predictive factors and to construct the best-fitting model for predicting in-hospital mortality. A nomogram was plotted and the discrimination ability was tested by an area under the receiver operating characteristic curve (AUROC). The calibration ability was tested by a calibration curve along with the Hosmer-Lemeshow (HL) test. In addition, the clinical effectiveness was examined by decision curve analysis (DCA). Results A total of 568 EPIs were included and divided into the training dataset and validation dataset. Seven variables [birth weight (BW), being inborn, chest compression in the delivery room (DR), severe respiratory distress syndrome, pulmonary hemorrhage, invasive mechanical ventilation, and shock] were selected to establish a predictive nomogram. The AUROC values for the training and validation datasets were 0.863 [95% confidence interval (CI): 0.813-0.914] and 0.886 (95% CI: 0.827-0.945), respectively. The calibration plots and HL test indicated satisfactory accuracy. The DCA demonstrated that positive net benefits were shown when the threshold was >0.6. Conclusions A nomogram based on seven risk factors is developed in this study and might help clinicians identify EPIs with risk of poor prognoses early.
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Affiliation(s)
- Xiaofang Huang
- Department of Pediatrics, Peking University First Hospital, Beijing, China
| | - Shuaijun Li
- Department of Pediatrics, Peking University First Hospital, Beijing, China
| | - Qi Feng
- Department of Pediatrics, Peking University First Hospital, Beijing, China
| | - Xiuying Tian
- Department of Neonatology, Tianjin Central Hospital of Gynecology Obstetrics, Tianjin, China
| | - Ya-Nan Jiang
- Department of Neonatology, Peking University Third Hospital, Beijing, China
| | - Bo Tian
- Department of Neonatology, Tangshan Maternal and Child Health Hospital, Tangshan, China
| | - Shufen Zhai
- Department of Pediatrics, Handan Central Hospital, Handan, China
| | - Wei Guo
- Department of Pediatrics, Xingtai People’s Hospital, Xingtai, China
| | - Haiying He
- Department of Pediatrics, Baogang Third Hospital of Hongci Group, Baotou, China
| | - Yuemei Li
- Department of Pediatrics, The Second Hospital of Hebei Medical University, Shijiazhuang, China
| | - Li Ma
- Department of Pediatrics, Hebei Children’s Hospital, Shijiazhuang, China
| | - Rongxiu Zheng
- Department of Neonatology, Tianjin Medical University General Hospital, Tianjin, China
| | - Shasha Fan
- Department of Neonatology, The First Hospital of Tsinghua University, Beijing, China
| | - Hongyun Wang
- Department of Pediatrics, Inner Mongolia Maternal and Child Health Hospital, Hohhot, China
| | - Lu Chen
- Department of Neonatology, Beijing Children’s Hospital, Capital Medical University, Beijing, China
| | - Hua Mei
- Department of Pediatrics, The Affiliated Hospital of Inner Mongolia Medical University, Hohhot, China
| | - Hua Xie
- Department of Pediatrics, Affiliated Hospital of Chifeng University, Chifeng, China
| | - Xiaoxiang Li
- Department of Pediatrics, Beijing Luhe Hospital, Capital Medical University, Beijing, China
| | - Ming Yang
- Department of Neonatology, Beijing United Family Hospital, Beijing, China
| | - Liang Zhang
- Department of Pediatrics, Chifeng Municipal Hospital, Chifeng, China
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Shalish W, Sant'Anna GM. Optimal timing of extubation in preterm infants. Semin Fetal Neonatal Med 2023; 28:101489. [PMID: 37996367 DOI: 10.1016/j.siny.2023.101489] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/25/2023]
Abstract
In neonatal intensive care, endotracheal intubation is usually performed as an urgent or semi-urgent procedure in infants with critical or unstable conditions related to progressive respiratory failure. Extubation is not. Patients undergoing extubation are typically stable, with improved respiratory function. The key elements to facilitating extubation are to recognize improvement in respiratory status, promote weaning of mechanical ventilation, and accurately identify readiness for removal of the endotracheal tube. Therefore, extubation should be a planned and well-organized procedure. In this review, we will appraise the evidence for existing predictors of extubation readiness and provide patient-specific, pathophysiology-derived strategies to optimize the timing and success of extubation in neonates, with a focus on extremely preterm infants.
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Affiliation(s)
- Wissam Shalish
- Department of Pediatrics, Division of Neonatology, Montreal Children's Hospital, McGill University Health Center, 1001 Boul. Décarie, Room B05.2714, Montreal, Quebec, H4A 3J1, Canada.
| | - Guilherme M Sant'Anna
- Department of Pediatrics, Division of Neonatology, Montreal Children's Hospital, McGill University Health Center, 1001 Boul. Décarie, Room B05.2714, Montreal, Quebec, H4A 3J1, Canada.
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Mohsen N, Solis-Garcia G, Jasani B, Nasef N, Mohamed A. Accuracy of lung ultrasound in predicting extubation failure in neonates: A systematic review and meta-analysis. Pediatr Pulmonol 2023; 58:2846-2856. [PMID: 37431954 DOI: 10.1002/ppul.26598] [Citation(s) in RCA: 9] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/29/2023] [Revised: 06/06/2023] [Accepted: 07/03/2023] [Indexed: 07/12/2023]
Abstract
OBJECTIVE To systematically review and meta-analyze the diagnostic accuracy of lung ultrasound score (LUS) in predicting extubation failure in neonates. STUDY DESIGN MEDLINE, COCHRANE, EMBASE, CINAHL, and clinicaltrials.gov were searched up to 30 November 2022, for studies evaluating the diagnostic accuracy of LUS in predicting extubation outcome in mechanically ventilated neonates. METHODOLOGY Two investigators independently assessed study eligibility, extracted data, and assessed study quality using the Quality Assessment for Studies of Diagnostic Accuracy 2 tool. We conducted a meta-analysis of pooled diagnostic accuracy data using random-effect models. Data were reported according to the Preferred Reporting Items for Systematic Reviews and Meta-Analyses guidelines. We calculated pooled sensitivity and specificity, pooled diagnostic odds ratios with 95% confidence intervals (CI), and area under the curve (AUC). RESULTS Eight observational studies involving 564 neonates were included, and the risk of bias was low in seven studies. The pooled sensitivity and specificity for LUS in predicting extubation failure in neonates were 0.82 (95% CI: 0.75-0.88) and 0.83 (95% CI: 0.78-0.86), respectively. The pooled diagnostic odds ratio was 21.24 (95% CI: 10.45-43.19), and the AUC for LUS predicting extubation failure was 0.87 (95% CI: 0.80-0.95). Heterogeneity among included studies was low, both graphically and by statistical criteria (I2 = 7.35%, p = 0.37). CONCLUSIONS The predictive value of LUS in neonatal extubation failure may hold promise. However, given the current level of evidence and the methodological heterogeneity observed, there is a clear need for large-scale, well-designed prospective studies that establish standardized protocols for lung ultrasound performance and scoring. REGISTRATION The protocol was registered in OSF (https://doi.org/10.17605/OSF.IO/ZXQUT).
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Affiliation(s)
- Nada Mohsen
- Department of Pediatrics, Faculty of Medicine, Mansoura University, Mansoura, Egypt
| | - Gonzalo Solis-Garcia
- Department of Pediatrics, University of Toronto, Toronto, Ontario, Canada
- The Hospital for Sick Children, Toronto, Ontario, Canada
| | - Bonny Jasani
- Department of Pediatrics, University of Toronto, Toronto, Ontario, Canada
- The Hospital for Sick Children, Toronto, Ontario, Canada
| | - Nehad Nasef
- Department of Pediatrics, Faculty of Medicine, Mansoura University, Mansoura, Egypt
| | - Adel Mohamed
- Department of Pediatrics, University of Toronto, Toronto, Ontario, Canada
- Mount Sinai Hospital, Toronto, Ontario, Canada
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31
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Song W, Hwa Jung Y, Cho J, Baek H, Won Choi C, Yoo S. Development and validation of a prediction model for evaluating extubation readiness in preterm infants. Int J Med Inform 2023; 178:105192. [PMID: 37619396 DOI: 10.1016/j.ijmedinf.2023.105192] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/26/2023] [Revised: 07/13/2023] [Accepted: 08/08/2023] [Indexed: 08/26/2023]
Abstract
Successful early extubation has advantages not only in terms of short-term respiratory morbidities and survival but also in terms of long-term neurodevelopmental outcomes in preterm infants. However, no consensus exists regarding the optimal protocol or guidelines for extubation readiness in preterm infants. Therefore, the decision to extubate preterm infants was almost entirely at the attending physician's discretion. We identified robust and quantitative predictors of success or failure of the first planned extubation attempt before 36 weeks of post-menstrual age in preterm infants (<32 weeks gestational age) and developed a prediction model for evaluating extubation readiness using these predictors. Extubation success was defined as the absence of reintubation within 72 h after extubation. This observational cohort study used data from preterm infants admitted to the neonatal intensive care unit of Seoul National University Bundang Hospital in South Korea between July 2003 and June 2019 to identify predictors and develop and test a predictive model for extubation readiness. Data from preterm infants included in the Medical Informative Medicine for Intensive Care (MIMIC-III) database between 2001 and 2008 were used for external validation. From a machine learning model using predictors such as demographics, periodic vital signs, ventilator settings, and respiratory indices, the area under the receiver operating characteristic curve and average precision of our model were 0.805 (95% confidence interval [CI], 0.802-0.809) and 0.917, respectively in the internal validation and 0.715 (95% CI, 0.713-0.717) and 0.838, respectively in the external validation. Our prediction model (NExt-Predictor) demonstrated high performance in assessing extubation readiness in both internal and external validations.
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Affiliation(s)
- Wongeun Song
- Office of eHealth Research and Businesses, Seoul National University Bundang Hospital, Seongnam, Republic of Korea; Department of Health Science and Technology, Graduate School of Convergence Science and Technology, Seoul National University, Seoul, Republic of Korea
| | - Young Hwa Jung
- Department of Pediatrics, Seoul National University Bundang Hospital, Seongnam, Republic of Korea; Department of Pediatrics, Seoul National University College of Medicine, Seoul, Republic of Korea
| | - Jihoon Cho
- Office of eHealth Research and Businesses, Seoul National University Bundang Hospital, Seongnam, Republic of Korea
| | - Hyunyoung Baek
- Office of eHealth Research and Businesses, Seoul National University Bundang Hospital, Seongnam, Republic of Korea
| | - Chang Won Choi
- Department of Pediatrics, Seoul National University Bundang Hospital, Seongnam, Republic of Korea; Department of Pediatrics, Seoul National University College of Medicine, Seoul, Republic of Korea.
| | - Sooyoung Yoo
- Office of eHealth Research and Businesses, Seoul National University Bundang Hospital, Seongnam, Republic of Korea.
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32
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Kwok TC, Szatkowski L, Sharkey D. Impact of postnatal dexamethasone timing on preterm mortality and bronchopulmonary dysplasia: a propensity score analysis. Eur Respir J 2023; 62:2300825. [PMID: 37591537 PMCID: PMC10586235 DOI: 10.1183/13993003.00825-2023] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/20/2023] [Accepted: 08/08/2023] [Indexed: 08/19/2023]
Abstract
BACKGROUND Postnatal dexamethasone (PND) is used in high-risk preterm infants after the first week of life to facilitate extubation and prevent bronchopulmonary dysplasia (BPD) but the optimal treatment timing remains unclear. Our objective was to explore the association between the timing of PND commencement and mortality and respiratory outcomes. METHODS This was a retrospective National Neonatal Research Database study of 84 440 premature infants born <32 weeks gestational age from 2010 to 2020 in England and Wales. Propensity score weighting analysis was used to explore the impact of PND commenced at three time-points (2-3 weeks (PND2/3), 4-5 weeks (PND4/5) and after 5 weeks (PND6+) chronological age) on the primary composite outcome of death before neonatal discharge and/or severe BPD (defined as respiratory pressure support at 36 weeks) alongside other secondary respiratory outcomes. RESULTS 3469 infants received PND. Compared with PND2/3, infants receiving PND6+ were more likely to die and/or develop severe BPD (OR 1.68, 95% CI 1.28-2.21), extubate at later postmenstrual age (mean difference 3.1 weeks, 95% CI 2.9-3.4 weeks), potentially require respiratory support at discharge (OR 1.34, 95% CI 1.06-1.70) but had lower mortality before discharge (OR 0.38, 95% CI 0.29-0.51). PND4/5 was not associated with severe BPD or discharge respiratory support. CONCLUSIONS PND treatment after 5 weeks of age was associated with worse respiratory outcomes although residual bias cannot be excluded. A definitive clinical trial to determine the optimal PND treatment window, based on early objective measures to identify high-risk infants, is needed.
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Affiliation(s)
- T'ng Chang Kwok
- Centre for Perinatal Research, Population and Lifespan Science, School of Medicine, University of Nottingham, Queen's Medical Centre, Nottingham, UK
| | - Lisa Szatkowski
- Centre for Perinatal Research, Population and Lifespan Science, School of Medicine, University of Nottingham, Queen's Medical Centre, Nottingham, UK
| | - Don Sharkey
- Centre for Perinatal Research, Population and Lifespan Science, School of Medicine, University of Nottingham, Queen's Medical Centre, Nottingham, UK
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Zores C, Zana-Taïeb E, Caeymaex L, Fumeaux CF, Kuhn P. French Neonatal Society issues recommendations on preventing nasal injuries in preterm newborn infants during non-invasive respiratory support. Acta Paediatr 2023; 112:1849-1859. [PMID: 37222380 DOI: 10.1111/apa.16857] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/03/2023] [Revised: 05/11/2023] [Accepted: 05/23/2023] [Indexed: 05/25/2023]
Abstract
AIM To issue practical recommendations regarding the optimal care of nasal skin when non-invasive ventilation support is used. METHODS We performed a systematic search of PubMed to identify relevant papers published in English or French through December 2019. Different grades of evidence were evaluated. RESULTS Forty-eight eligible studies. The incidence in preterm infants was high. The lesions were more frequent for preterm infants born under 30 weeks of gestational age and/or below 1500 g. The lesion was most often located on the skin of the nose but could also be found on the intranasal mucous membranes or elsewhere on the face. Nasal injuries appear early after the beginning of non-invasive ventilation at a mean of 2-3 days for cutaneous lesions and eight or nine for intranasal lesions. The most effective strategies to prevent trauma are the use of a hydrocolloid at the beginning of the support ventilation, the preferential use of a mask and the rotation of ventilation interfaces. CONCLUSION Nasal injuries with continuous positive airway pressure treatment in preterm newborn infants were frequent and can induce pain, discomfort and sequelae. The immature skin of preterm newborn infants needs specific attention from trained caregivers and awareness by parents.
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Affiliation(s)
- Claire Zores
- Médecine et Réanimation du Nouveau - né, Service de Pédiatrie 2, Pôle Medico - Chirurgical Pédiatrique Hôpital de Hautepierre, Centre Hospitalier Universitaire de Strasbourg, Strasbourg, France
- INCI, UPR 3212, CNRS and University of Strasbourg, Strasbourg, France
| | - Elodie Zana-Taïeb
- Department of Neonatal Medicine, Cochin-Port Royal Hospital, Paris, France
- U955 INSERM, Université de Paris, Créteil, France
| | - Laurence Caeymaex
- Neonatal Intensive Care Unit Centre Hospitalier Intercommunal Creteil, Creteil, France
- Faculty of Health, University Paris East Creteil, Val de Marne, Creteil, France
| | - Céline Fischer Fumeaux
- Department of Mother-Woman-Child, Clinic of Neonatology, Lausanne University Hospital, Lausanne, Switzerland
- Lausanne University Hospital (CHUV), Lausanne, Switzerland
| | - Pierre Kuhn
- Médecine et Réanimation du Nouveau - né, Service de Pédiatrie 2, Pôle Medico - Chirurgical Pédiatrique Hôpital de Hautepierre, Centre Hospitalier Universitaire de Strasbourg, Strasbourg, France
- INCI, UPR 3212, CNRS and University of Strasbourg, Strasbourg, France
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Bhandari V, Black R, Gandhi B, Hogue S, Kakkilaya V, Mikhael M, Moya F, Pezzano C, Read P, Roberts KD, Ryan RM, Stanford RH, Wright CJ. RDS-NExT workshop: consensus statements for the use of surfactant in preterm neonates with RDS. J Perinatol 2023; 43:982-990. [PMID: 37188774 PMCID: PMC10400415 DOI: 10.1038/s41372-023-01690-9] [Citation(s) in RCA: 12] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/06/2022] [Revised: 04/20/2023] [Accepted: 04/27/2023] [Indexed: 05/17/2023]
Abstract
OBJECTIVE To provide the best clinical practice guidance for surfactant use in preterm neonates with respiratory distress syndrome (RDS). The RDS-Neonatal Expert Taskforce (RDS-NExT) initiative was intended to add to existing evidence and clinical guidelines, where evidence is lacking, with input from an expert panel. STUDY DESIGN An expert panel of healthcare providers specializing in neonatal intensive care was convened and administered a survey questionnaire, followed by 3 virtual workshops. A modified Delphi method was used to obtain consensus around topics in surfactant use in neonatal RDS. RESULT Statements focused on establishing RDS diagnosis and indicators for surfactant administration, surfactant administration methods and techniques, and other considerations. After discussion and voting, consensus was achieved on 20 statements. CONCLUSION These consensus statements provide practical guidance for surfactant administration in preterm neonates with RDS, with a goal to contribute to improving the care of neonates and providing a stimulus for further investigation to bridge existing knowledge gaps.
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Affiliation(s)
- Vineet Bhandari
- The Children's Regional Hospital at Cooper/Cooper Medical School of Rowan University, Camden, NJ, USA.
| | | | - Bheru Gandhi
- Texas Children's Hospital, Baylor College of Medicine, Houston, TX, USA
| | | | - Venkatakrishna Kakkilaya
- Division of Neonatal-Perinatal Medicine, Department of Pediatrics, University of Texas Southwestern Medical Center, Dallas, TX, USA
| | | | - Fernando Moya
- Division of Wilmington Pediatric Subspecialists, Department of Pediatrics, UNC School of Medicine, Wilmington, NC, USA
| | - Chad Pezzano
- Department of Cardio-Respiratory Services Pediatric -Albany Medical Center, Albany, NY, USA
| | - Pam Read
- AESARA Inc., Chapel Hill, NC, USA
| | | | - Rita M Ryan
- UH Rainbow Babies and Children's Hospital -Case Western Reserve University, Cleveland, OH, USA
| | | | - Clyde J Wright
- Section of Neonatology, Department of Pediatrics, Children's Hospital Colorado and the University of Colorado School of Medicine, Aurora, CO, USA
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Glenn T, Fischer L, Markowski A, Carr CB, Malay S, Hibbs AM. Complicated Intubations are Associated with Bronchopulmonary Dysplasia in Very Low Birth Weight Infants. Am J Perinatol 2023; 40:1245-1252. [PMID: 34500482 PMCID: PMC9239052 DOI: 10.1055/s-0041-1736130] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 10/20/2022]
Abstract
OBJECTIVE This study aimed to evaluate the association between desaturation <60% (severe desaturation) during intubation and a total number of intubation attempts in the first week of life in very low birth weight (VLBW) infants with adverse long-term outcomes including bronchopulmonary dysplasia (BPD) and severe periventricular/intraventricular hemorrhage grade 3 or 4 (PIVH). STUDY DESIGN A retrospective chart review was performed on VLBW infants intubated in the neonatal intensive care unit during the first week of life between January 2017 and July 2020. Descriptive tables were generated for two outcomes including BPD and PIVH. Multivariable logistic regression was performed for each outcome including significant predictors that differed between groups with a p-value of <0.2. RESULTS A total of 146 patients were included. Patients with BPD or PIVH had a lower gestational age, and patients with BPD had a lower BW. Patients with BPD had a greater number of intubation attempts in the first week of life (4 vs. 3, p < 0.001). In multivariable logistic regression controlling for confounding variables, the odds developing BPD were higher for patients with increased cumulative number of intubation attempts in the first week of life (odds ratio [OR]: 1.29, 95% confidence interval [CI]: 1.03-1.62, p = 0.029). Post hoc analyses revealed increased odds of developing BPD with increased number of intubation encounters in the first week of life (OR: 2.20, 95% CI: 1.04-4.82, p = 0.043). In this post hoc analysis including intubation encounters in the model; desaturation <60% during intubation in the first week of life was associated with increased odds of developing BPD (OR: 2.35, 95% CI: 1.02-5.63, p = 0.048). CONCLUSION The odds of developing BPD for VLBW infants were higher with increased intubation attempts and intubation encounters. In a post hoc analysis, the odds of developing BPD were also higher with desaturation during intubation. Further research is needed to determine mechanisms of the relationship between complicated intubations and the development of BPD. KEY POINTS · Neonatal intubations often require multiple attempts.. · Neonates frequently desaturate during intubation.. · Intubation attempts are positively associated with BPD.. · Severe desaturation may be positively associated with BPD..
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Affiliation(s)
- Tara Glenn
- Division of Neonatology, Department of Pediatrics, UH Rainbow Babies and Children’s Hospital, Cleveland, OH
- Case Western Reserve University School of Medicine, Cleveland, OH
| | - Linnea Fischer
- Case Western Reserve University School of Medicine, Cleveland, OH
| | - Ashley Markowski
- Division of Neonatology, Department of Pediatrics, UH Rainbow Babies and Children’s Hospital, Cleveland, OH
| | - Cara Beth Carr
- Division of Neonatology, Department of Pediatrics, UH Rainbow Babies and Children’s Hospital, Cleveland, OH
| | - Sindhoosha Malay
- Case Western Reserve University School of Medicine, Cleveland, OH
| | - Anna Maria Hibbs
- Division of Neonatology, Department of Pediatrics, UH Rainbow Babies and Children’s Hospital, Cleveland, OH
- Case Western Reserve University School of Medicine, Cleveland, OH
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Zhang EY, Bartman CM, Prakash YS, Pabelick CM, Vogel ER. Oxygen and mechanical stretch in the developing lung: risk factors for neonatal and pediatric lung disease. Front Med (Lausanne) 2023; 10:1214108. [PMID: 37404808 PMCID: PMC10315587 DOI: 10.3389/fmed.2023.1214108] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/28/2023] [Accepted: 06/01/2023] [Indexed: 07/06/2023] Open
Abstract
Chronic airway diseases, such as wheezing and asthma, remain significant sources of morbidity and mortality in the pediatric population. This is especially true for preterm infants who are impacted both by immature pulmonary development as well as disproportionate exposure to perinatal insults that may increase the risk of developing airway disease. Chronic pediatric airway disease is characterized by alterations in airway structure (remodeling) and function (increased airway hyperresponsiveness), similar to adult asthma. One of the most common perinatal risk factors for development of airway disease is respiratory support in the form of supplemental oxygen, mechanical ventilation, and/or CPAP. While clinical practice currently seeks to minimize oxygen exposure to decrease the risk of bronchopulmonary dysplasia (BPD), there is mounting evidence that lower levels of oxygen may carry risk for development of chronic airway, rather than alveolar disease. In addition, stretch exposure due to mechanical ventilation or CPAP may also play a role in development of chronic airway disease. Here, we summarize the current knowledge of the impact of perinatal oxygen and mechanical respiratory support on the development of chronic pediatric lung disease, with particular focus on pediatric airway disease. We further highlight mechanisms that could be explored as potential targets for novel therapies in the pediatric population.
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Affiliation(s)
- Emily Y. Zhang
- Department of Anesthesiology and Perioperative Medicine, Mayo Clinic, Rochester, MN, United States
| | - Colleen M. Bartman
- Department of Anesthesiology and Perioperative Medicine, Mayo Clinic, Rochester, MN, United States
| | - Y. S. Prakash
- Department of Anesthesiology and Perioperative Medicine, Mayo Clinic, Rochester, MN, United States
- Department of Physiology and Biomedical Engineering, Mayo Clinic, Rochester, MN, United States
| | - Christina M. Pabelick
- Department of Anesthesiology and Perioperative Medicine, Mayo Clinic, Rochester, MN, United States
- Department of Physiology and Biomedical Engineering, Mayo Clinic, Rochester, MN, United States
| | - Elizabeth R. Vogel
- Department of Anesthesiology and Perioperative Medicine, Mayo Clinic, Rochester, MN, United States
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Sanlorenzo LA, Hatch LD. Developing a Respiratory Quality Improvement Program to Prevent and Treat Bronchopulmonary Dysplasia in the Neonatal Intensive Care Unit. Clin Perinatol 2023; 50:363-380. [PMID: 37201986 DOI: 10.1016/j.clp.2023.01.003] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 05/20/2023]
Abstract
Improvements in respiratory care have resulted in improved outcomes for preterm infants over the past three decades. To target the multifactorial nature of neonatal lung diseases, neonatal intensive care units (NICUs) should consider developing comprehensive respiratory quality improvement programs that address all drivers of neonatal respiratory disease. This article presents a potential framework for developing a quality improvement program to prevent bronchopulmonary dysplasia in the NICU. Drawing on available research and quality improvement reports, the authors discuss key components, measures, drivers, and interventions that should be considered when building a respiratory quality improvement program devoted to preventing and treating bronchopulmonary dysplasia.
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Affiliation(s)
- Lauren A Sanlorenzo
- Department of Pediatrics, Division of Neonatology, Columbia University Medical Center, 3959 Broadway Avenue, New York, NY 10032, USA
| | - Leon Dupree Hatch
- Department of Pediatrics, Division of Neonatology, Vanderbilt University Medical Center, 4413 VCH, 2200 Children's Way, Nashville, TN 37232, USA; Center for Child Health Policy, Vanderbilt University Medical Center, Nashville, TN, USA; Critical Illness, Brain Dysfunction, and Survivorship Center, Vanderbilt University Medical Center, Nashville, TN, USA.
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38
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Dou C, Yu YH, Zhuo QC, Qi JH, Huang L, Ding YJ, Yang DJ, Li L, Li D, Wang XK, Wang Y, Qiao X, Zhang X, Zhang BJ, Jiang HY, Li ZL, Reddy S. Longer duration of initial invasive mechanical ventilation is still a crucial risk factor for moderate-to-severe bronchopulmonary dysplasia in very preterm infants: a multicentrer prospective study. World J Pediatr 2023; 19:577-585. [PMID: 36604390 PMCID: PMC10198849 DOI: 10.1007/s12519-022-00671-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/16/2022] [Accepted: 12/01/2022] [Indexed: 01/07/2023]
Abstract
OBJECTIVES We aimed to evaluate the risk factors for moderate-to-severe bronchopulmonary dysplasia (BPD) and focus on discussing its relationship with the duration of initial invasive mechanical ventilation (IMV) in very preterm neonates less than 32 weeks of gestational age (GA). METHODS We performed a prospective cohort study involving infants born at 23-31 weeks of GA who were admitted to 47 different neonatal intensive care unit (NICU) hospitals in China from January 2018 to December 2021. Patient data were obtained from the Sina-northern Neonatal Network (SNN) Database. RESULTS We identified 6538 very preterm infants, of whom 49.5% (3236/6538) received initial IMV support, and 12.6% (823/6538) were diagnosed with moderate-to-severe BPD symptoms. The median duration of initial IMV in the moderate-to-severe BPD group was 26 (17-41) days, while in the no or mild BPD group, it was 6 (3-10) days. The incidence rate of moderate-to-severe BPD and the median duration of initial IMV were quite different across different GAs. Multivariable logistic regression analysis showed that the onset of moderate-to-severe BPD was significantly associated with the duration of initial IMV [adjusted odds ratio (AOR): 1.97; 95% confidence interval (CI): 1.10-2.67], late-onset neonatal sepsis (LONS), and patent ductus arteriosus (PDA). CONCLUSION In this multicenter cohort study, the duration of initial IMV was still relatively long in very premature infants, and the longer duration of initial IMV accounts for the increased risk of moderate-to-severe BPD.
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Affiliation(s)
- Cong Dou
- Department of Neonatology, Shandong Provincial Hospital, Shandong University, Jinan, 250021, China
- Department of Neonatology, Shandong Provincial Maternal and Child Health Care Hospital, Jinan, 250014, China
| | - Yong-Hui Yu
- Department of Neonatology, Shandong Provincial Hospital, Shandong University, Jinan, 250021, China.
- Department of Neonatology, Shandong Provincial Hospital affiliated to Shandong First Medical University, Jinan, 250021, China.
| | - Qing-Cui Zhuo
- Department of Neonatology, Qilu Hospital of Shandong University, Jinan, 250012, China
| | - Jian-Hong Qi
- Department of Neonatology, Shandong Provincial Hospital affiliated to Shandong First Medical University, Jinan, 250021, China
| | - Lei Huang
- Department of Neonatology, Shandong Provincial Maternal and Child Health Care Hospital, Jinan, 250014, China
| | - Yan-Jie Ding
- Department of Neonatology, Yantai Yuhuangding Hospital, Yantai, 264000, China
| | - De-Juan Yang
- Department of Neonatology, The First Affiliated Hospital of Shandong First Medical University, Jinan, 250014, China
| | - Li Li
- Department of Neonatology, Linyi People's Hospital, Linyi, 276000, China
| | - Dan Li
- Department of Neonatology, Liaocheng People's Hospital, Liaocheng, 252000, China
| | - Xiao-Kang Wang
- Department of Neonatology, Shandong Provincial Hospital affiliated to Shandong First Medical University, Jinan, 250021, China
| | - Yan Wang
- Department of Neonatology, The Affiliated Taian City Central Hospital of Qingdao University, Taian, 271000, China
| | - Xin Qiao
- Department of Neonatology, Jinan Maternity and Child Healthcare Hospital, Jinan, 250001, China
| | - Xiang Zhang
- Department of Neonatology, Hebei Petro China Central Hospital, Langfang, 065000, China
| | - Bing-Jin Zhang
- Department of Neonatology, Shengli Olifield Central Hospital, Dongying, 257000, China
| | - Hai-Yan Jiang
- Department of Neonatology, The Third Hospital of Baogang Group, Baotou, 014000, China
| | - Zhong-Liang Li
- Department of Neonatology, W.F. Maternal and Child Health Hospital, Weifang, 261011, China
| | - Simmy Reddy
- Cheeloo College of Medicine, Shandong University, Jinan, 250000, China
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Chen F, Chen Y, Wu Y, Zhu X, Shi Y. A Nomogram for Predicting Extubation Failure in Preterm Infants with Gestational Age Less than 29 Weeks. Neonatology 2023; 120:424-433. [PMID: 37257426 DOI: 10.1159/000530759] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/25/2023] [Accepted: 04/05/2023] [Indexed: 06/02/2023]
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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Affiliation(s)
- Feifan Chen
- Department 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
| | - Yanru Chen
- Department of Neonatology, Sichuan Provincial Hospital for Women and Children, Chengdu, China
| | - Yumin Wu
- Department of Neonatology, Qujing Maternity and Child Health-Care Hospital, Qujing, China
| | - Xingwang Zhu
- Department 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
| | - Yuan Shi
- Department 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
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Baldursdottir S, Donaldsson S, Palleri E, Drevhammar T, Jonsson B. Respiratory outcomes after delivery room stabilisation with a new respiratory support system using nasal prongs. Acta Paediatr 2023; 112:719-725. [PMID: 36627506 DOI: 10.1111/apa.16665] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/22/2022] [Revised: 01/04/2023] [Accepted: 01/09/2023] [Indexed: 01/12/2023]
Abstract
AIM To study if stabilisation using a new respiratory support system with nasal prongs compared to T-piece with a face mask is associated with less need for mechanical ventilation and bronchopulmonary dysplasia. METHODS A single-centre follow-up study of neonates born <28 weeks gestation at Karolinska University Hospital, Stockholm included in the multicentre Comparison of Respiratory Support after Delivery (CORSAD) trial and randomised to initial respiratory support with the new system versus T-piece. Data on respiratory support, neonatal morbidities and mortality were collected up to 36 weeks post-menstrual age. RESULTS Ninety-four infants, 51 female, with a median (range) gestational age of 25 + 2 (23 + 0, 27 + 6) weeks and days, were included. Significantly fewer infants in the new system group received mechanical ventilation during the first 72 h, 24 (52.2%) compared with 35 (72.9%) (p = 0.034) and during the first 7 days, 29 (63.0%) compared with 39 (81.3%) (p = 0.045) in the T-piece group. At 36 weeks post-menstrual age, 13 (28.3%) in the new system and 13 (27.1%) in the T-piece group were diagnosed with bronchopulmonary dysplasia. CONCLUSION Stabilisation with the new system was associated with less need for mechanical ventilation during the first week of life. No significant difference was seen in the outcome of bronchopulmonary dysplasia.
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Affiliation(s)
- Sonja Baldursdottir
- Department of Women's and Children's Health, Karolinska Institutet, Stockholm, Sweden.,Department of Neonatology, Astrid Lindgren Children's Hospital, Karolinska University Hospital, Stockholm, Sweden
| | - Snorri Donaldsson
- Department of Women's and Children's Health, Karolinska Institutet, Stockholm, Sweden.,Department of Neonatology, Landspitali University Hospital, Reykjavik, Iceland
| | - Elena Palleri
- Department of Women's and Children's Health, Karolinska Institutet, Stockholm, Sweden.,Department of Neonatology, Astrid Lindgren Children's Hospital, Karolinska University Hospital, Stockholm, Sweden
| | - Thomas Drevhammar
- Department of Women's and Children's Health, Karolinska Institutet, Stockholm, Sweden.,Department of Anaesthesiology, Östersund Hospital, Östersund, Sweden
| | - Baldvin Jonsson
- Department of Women's and Children's Health, Karolinska Institutet, Stockholm, Sweden.,Department of Neonatology, Astrid Lindgren Children's Hospital, Karolinska University Hospital, Stockholm, Sweden
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Rohsiswatmo R, Kaban RK, Sjahrulla MAR, Hikmahrachim HG, Marsubrin PMT, Roeslani RD, Iskandar ATP, Sukarja D, Kautsar A, Urwah I. Defining postnatal growth failure among preterm infants in Indonesia. Front Nutr 2023; 10:1101048. [PMID: 36992910 PMCID: PMC10042288 DOI: 10.3389/fnut.2023.1101048] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/17/2022] [Accepted: 02/10/2023] [Indexed: 03/14/2023] Open
Abstract
BackgroundPostnatal growth failure (PGF) frequently occurred among preterm infants with malnutrition. The decline in a weight-for-age z-score of ≥1.2 has been proposed to define PGF. It was unknown whether this indicator would be useful among Indonesian preterm infants.MethodsInfants of <37 weeks of gestational age born between 2020 and 2021, both stable and unstable, were recruited for a prospective cohort study during hospitalization in the level III neonatal intensive care unit at the Cipto Mangunkusumo General Hospital, Jakarta, Indonesia. The prevalence of PGF as defined by a weight-for-age z-score of <−1.28 (<10th percentile) at discharge, a weight-for-age z-score of <−1.5 (<7th percentile) at discharge, or a decline in a weight-for-age z-score of ≥1.2 from birth till discharge was compared. The association between those PGF indicators with the preterm subcategory and weight gain was assessed. The association between the decline in a weight-for-age z-score of ≥1.2 with the duration to achieve full oral feeding and the time spent for total parenteral nutrition was analyzed.ResultsData were collected from 650 preterm infants who survived and were discharged from the hospital. The weight-for-age z-score of <−1.28 or <−1.5 was found in 307 (47.2%) and 270 (41.5%) subjects with PGF, respectively. However, both indicators did not identify any issue of weight gain among subjects with PGF, questioning their reliability in identifying malnourished preterm infants. By contrast, the decline in a weight-for-age z-score of ≥1.2 was found in 51 (7.8%) subjects with PGF, in which this indicator revealed that subjects with PGF had an issue of weight gain. Next, a history of invasive ventilation was identified as a risk factor for preterm infants to contract PGF. Finally, the decline in a weight-for-age z-score of ≥1.2 confirmed that preterm infants with PGF took a longer time to be fully orally fed and a longer duration for total parenteral nutrition than the ones without PGF.ConclusionThe decline in a weight-for-age z-score of ≥1.2 was useful to identify preterm infants with PGF within our cohort. This could reassure pediatricians in Indonesia to use this new indicator.
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Respiratory Management of the Preterm Infant: Supporting Evidence-Based Practice at the Bedside. CHILDREN 2023; 10:children10030535. [PMID: 36980093 PMCID: PMC10047523 DOI: 10.3390/children10030535] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/31/2022] [Revised: 02/10/2023] [Accepted: 03/08/2023] [Indexed: 03/14/2023]
Abstract
Extremely preterm infants frequently require some form of respiratory assistance to facilitate the cardiopulmonary transition that occurs in the first hours of life. Current resuscitation guidelines identify as a primary determinant of overall newborn survival the establishment, immediately after birth, of adequate lung inflation and ventilation to ensure an adequate functional residual capacity. Any respiratory support provided, however, is an important contributing factor to the development of bronchopulmonary dysplasia. The risks correlated to invasive ventilatory techniques increase inversely with gestational age. Preterm infants are born at an early stage of lung development and are more susceptible to lung injury deriving from mechanical ventilation. Any approach aiming to reduce the global burden of preterm lung disease must implement lung-protective ventilation strategies that begin from the newborn’s first breaths in the delivery room. Neonatologists today must be able to manage both invasive and noninvasive forms of respiratory assistance to treat a spectrum of lung diseases ranging from acute to chronic conditions. We searched PubMed for articles on preterm infant respiratory assistance. Our narrative review provides an evidence-based overview on the respiratory management of preterm infants, especially in the acute phase of neonatal respiratory distress syndrome, starting from the delivery room and continuing in the neonatal intensive care unit, including a section regarding exogenous surfactant therapy.
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Kanbar LJ, Shalish W, Onu CC, Latremouille S, Kovacs L, Keszler M, Chawla S, Brown KA, Precup D, Kearney RE, Sant'Anna GM. Automated prediction of extubation success in extremely preterm infants: the APEX multicenter study. Pediatr Res 2023; 93:1041-1049. [PMID: 35906315 DOI: 10.1038/s41390-022-02210-9] [Citation(s) in RCA: 12] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/28/2021] [Revised: 06/29/2022] [Accepted: 07/08/2022] [Indexed: 11/09/2022]
Abstract
BACKGROUND Extremely preterm infants are frequently subjected to mechanical ventilation. Current prediction tools of extubation success lacks accuracy. METHODS Multicenter study including infants with birth weight ≤1250 g undergoing their first extubation attempt. Clinical data and cardiorespiratory signals were acquired before extubation. Primary outcome was prediction of extubation success. Automated analysis of cardiorespiratory signals, development of clinical and cardiorespiratory features, and a 2-stage Clinical Decision-Balanced Random Forest classifier were used. A leave-one-out cross-validation was done. Performance was analyzed by ROC curves and determined by balanced accuracy. An exploratory analysis was performed for extubations before 7 days of age. RESULTS A total of 241 infants were included and 44 failed (18%) extubation. The classifier had a balanced accuracy of 73% (sensitivity 70% [95% CI: 63%, 76%], specificity 75% [95% CI: 62%, 88%]). As an additional clinical-decision tool, the classifier would have led to an increase in extubation success from 82% to 93% but misclassified 60 infants who would have been successfully extubated. In infants extubated before 7 days of age, the classifier identified 16/18 failures (specificity 89%) and 73/105 infants with success (sensitivity 70%). CONCLUSIONS Machine learning algorithms may improve a balanced prediction of extubation outcomes, but further refinement and validation is required. IMPACT A machine learning-derived predictive model combining clinical data with automated analyses of individual cardiorespiratory signals may improve the prediction of successful extubation and identify infants at higher risk of failure with a good balanced accuracy. Such multidisciplinary approach including medicine, biomedical engineering and computer science is a step forward as current tools investigated to predict extubation outcomes lack sufficient balanced accuracy to justify their use in future trials or clinical practice. Thus, this individualized assessment can optimize patient selection for future trials of extubation readiness by decreasing exposure of low-risk infants to interventions and maximize the benefits of those at high risk.
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Affiliation(s)
- Lara J Kanbar
- Department of Biomedical Engineering, McGill University, Montreal, QC, Canada
| | - Wissam Shalish
- Department of Pediatrics, Neonatology, McGill University Health Center, Montreal, QC, Canada
| | - Charles C Onu
- School of Computer Science, McGill University, Montreal, QC, Canada
| | | | - Lajos Kovacs
- Department of Neonatology, Jewish General Hospital, McGill University, Montreal, QC, Canada
| | - Martin Keszler
- Department of Pediatrics, Women and Infants Hospital of Rhode Island, Brown University, Providence, RI, USA
| | - Sanjay Chawla
- Division of Neonatal-Perinatal Medicine, Hutzel Women's Hospital, Children's Hospital of Michigan, Central Michigan University, Pleasant, MI, USA
| | - Karen A Brown
- Department of Anesthesia, McGill University Health Center, Montreal, QC, Canada
| | - Doina Precup
- School of Computer Science, McGill University, Montreal, QC, Canada
| | - Robert E Kearney
- Department of Biomedical Engineering, McGill University, Montreal, QC, Canada
| | - Guilherme M Sant'Anna
- Department of Pediatrics, Neonatology, McGill University Health Center, Montreal, QC, Canada.
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Natarajan A, Lam G, Liu J, Beam AL, Beam KS, Levin JC. Prediction of extubation failure among low birthweight neonates using machine learning. J Perinatol 2023; 43:209-214. [PMID: 36611107 PMCID: PMC10348822 DOI: 10.1038/s41372-022-01591-3] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/20/2022] [Revised: 12/09/2022] [Accepted: 12/14/2022] [Indexed: 01/09/2023]
Abstract
OBJECTIVE To develop machine learning models predicting extubation failure in low birthweight neonates using large amounts of clinical data. STUDY DESIGN Retrospective cohort study using MIMIC-III, a large single-center, open-source clinical dataset. Logistic regression and boosted-tree (XGBoost) models using demographics, medications, and vital sign and ventilatory data were developed to predict extubation failure, defined as reintubation within 7 days. RESULTS 1348 low birthweight (≤2500 g) neonates who received mechanical ventilation within the first 7 days were included, of which 350 (26%) failed a trial of extubation. The best-performing model was a boosted-tree model incorporating demographics, vital signs, ventilator parameters, and medications (AUROC 0.82). The most important features were birthweight, last FiO2, average mean airway pressure, caffeine use, and gestational age. CONCLUSIONS Machine learning models identified low birthweight ventilated neonates at risk for extubation failure. These models will need to be validated across multiple centers to determine generalizability of this tool.
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Affiliation(s)
| | - Grace Lam
- Department of Computer Science, Stanford University, Palo Alto, CA, USA
| | - Jingyi Liu
- Department of Biomedical Informatics, Harvard Medical School, Boston, MA, USA
| | - Andrew L Beam
- Department of Epidemiology, Harvard T.H. Chan School of Public Health, Boston, MA, USA
- CAUSALab, Harvard T.H. Chan School of Public Health, Boston, MA, USA
| | - Kristyn S Beam
- Department of Neonatology, Beth Israel Deaconess Medical Center, Boston, MA, USA
- Division of Newborn Medicine, Boston Children's Hospital, Boston, MA, USA
| | - Jonathan C Levin
- Department of Neonatology, Beth Israel Deaconess Medical Center, Boston, MA, USA.
- Division of Newborn Medicine, Boston Children's Hospital, Boston, MA, USA.
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Park SJ, Bae MH, Jeong MH, Jeong SH, Lee N, Byun SY, Park KH. Risk factors and clinical outcomes of extubation failure in very early preterm infants: a single-center cohort study. BMC Pediatr 2023; 23:36. [PMID: 36681822 PMCID: PMC9863082 DOI: 10.1186/s12887-023-03833-5] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/13/2022] [Accepted: 01/02/2023] [Indexed: 01/22/2023] Open
Abstract
BACKGROUND Early extubation success (ES) in preterm infants may reduce various mechanical ventilation-associated complications; however, extubation failure (EF) can cause adverse short- and long-term outcomes. Therefore, the present study aimed to identify differences in risk factors and clinical outcomes between ES and EF in very early preterm infants. METHODS This retrospective study was conducted between January 2017 and December 2021. Premature infants born at 32 weeks' gestational age in whom extubation had failed at least once were assigned to the EF group. Successfully extubated patients with a similar gestational age and birth weight as those in the EF group were assigned to the ES group. EF was defined as the need for re-intubation within 120 h of extubation. Various variables were compared between groups. RESULTS The EF rate in this study was 18.6% (24/129), and approximately 80% of patients with EF required re-intubation within 90.17 h. In the ES group, there was less use of inotropes within 7 days of life (12 [63.2%] vs. 22 [91.7%], p = 0.022), a lower respiratory severity score (RSS) at 1 and 4 weeks (1.72 vs. 2.5, p = 0.026; 1.73 vs. 2.92, p = 0.010), and a faster time to reach full feeding (18.7 vs. 29.7, p = 0.020). There was a higher severity of bronchopulmonary dysplasia BPD (3 [15.8%] vs. 14 [58.3%], p = 0.018), longer duration of oxygen supply (66.5 vs. 92.9, p = 0.042), and higher corrected age at discharge (39.6 vs. 42.5, p = 0.043) in the EF group. The cutoff value, sensitivity, and specificity of the respiratory severity score (RSS) at 1 week were 1.98, 0.71, and 0.42, respectively, and the cutoff value, sensitivity, and specificity of RSS at 4 weeks were 2.22, 0.67, and 0.47, respectively. CONCLUSIONS EF caused adverse short-term outcomes such as a higher BPD severity and longer hospital stay. Therefore, extubation in very early preterm infants should be carefully evaluated. Using inotropes, feeding, and RSS at 1 week of age can help predict extubation success.
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Affiliation(s)
- Su Jeong Park
- Department of Pediatrics, Pusan National University Hospital, Pusan National University School of Medicine, Busan, Korea
| | - Mi Hye Bae
- Department of Pediatrics, Pusan National University Hospital, Pusan National University School of Medicine, Busan, Korea
| | - Mun Hui Jeong
- Department of Pediatrics, Pusan National University Children's Hospital, Pusan National University School of Medicine, Yangsan, Korea
| | - Seong Hee Jeong
- Department of Pediatrics, Pusan National University Children's Hospital, Pusan National University School of Medicine, Yangsan, Korea
| | - NaRae Lee
- Department of Pediatrics, Pusan National University Children's Hospital, Pusan National University School of Medicine, Yangsan, Korea
| | - Shin Yun Byun
- Department of Pediatrics, Pusan National University Children's Hospital, Pusan National University School of Medicine, Yangsan, Korea
| | - Kyung Hee Park
- Department of Pediatrics, Pusan National University Hospital, Pusan National University School of Medicine, Busan, Korea.
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Lung ultrasound score as a predictor of ventilator use in preterm infants with dyspnea within 24 h after dhospitalization. Pediatr Neonatol 2023:S1875-9572(22)00276-5. [PMID: 36732096 DOI: 10.1016/j.pedneo.2022.09.019] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/30/2022] [Revised: 08/02/2022] [Accepted: 09/21/2022] [Indexed: 01/18/2023] Open
Abstract
BACKGROUND Selecting the correct ventilation strategy is crucial for the survival of preterm infants with dyspnea in NICU. Lung ultrasound score (LUSsc) is a potential predictor for respiratory support patterns in preterm infants. METHODS We prospectively included 857 preterm infants. LUS was performed in the first 2 h after admission, and LUSsc was determined by two specialist sonographers. Participants were divided into two categories according to gestational age (<32+0 weeks and 32+0-36+6 weeks) and randomly divided into a training set and a validation set. There were two main outcomes: invasive and non-invasive respiratory support. In the training set, clinical factors were analyzed to find the best cut-off value of LUSsc, and consistency was verified in the verification set. The choice of invasive respiratory support was based on neonatal mechanical ventilation strategies. RESULTS Preterm infants with invasive respiratory support had a higher LUSsc, greater use of Pulmonary Surfactant(PS), and lower Oxygenation Index(OI)、birth weight than those with non-invasive support. In the <32+0 weeks group, the area under the curve (AUC) for the receiver operating characteristic curve plotted with 2-h LUSsc was 0.749 (95% CI: 0.689-0.809), the cut-off point of LUSsc was 8, and the sensitivity and specificity were 74.0% and 68.3%, respectively. In the 32+0-36+6 weeks group, the AUC was 0.863 (95% CI: 0.811-0.911), with a cut-off point of 7. Sensitivity and specificity were 75.3% and 0.836%, respectively. In the validation set, using the actual clinical respiratory support selection results for verification, the validation results showed for the <32+0 weeks group (Kappa value 0.660, P < 0.05, McNemar test P > 0.05) for preterm 32+0-36+6 weeks (Kappa value 0.779, P < 0.05, McNemar test P > 0.05). CONCLUSION The LUSsc showed good reliability in predicting respiratory support mode for preterm infants with dyspnea. Registered at ClinicalTrials.gov (identifier: chiCTR1900023869).
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Menshykova AO, Dobryanskyy DO. Duration of mechanical ventilation and clinical outcomes in very low birth weight infants: A single center 10-years cohort study. J Neonatal Perinatal Med 2023; 16:673-680. [PMID: 38043024 DOI: 10.3233/npm-230142] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/04/2023]
Abstract
BACKGROUND Despite the important role of MV in reducing mortality in very preterm infants, its use is often associated with complications. The study was aimed to determine the duration of mechanical ventilation (MV), which significantly increased the risk of adverse outcomes in very low birth weight (VLBW) infants. METHODS Data obtained from a prospectively created computer database were used in a retrospective cohort study. The database included information about 1980 VLBW infants <32 weeks of gestation who were cared for at the tertiary care center between January 2010 and December 2020. RESULTS Out of 1980 VLBW infants, 1086 (55%) were ventilated sometime during the hospital stay. 678 (62.43%) of ventilated babies survived until discharge. With ROC analysis, it was identified that MV duration of 60.5 hours had 79.3% sensitivity and 64.6% specificity for the prediction of BPD with the AUC of 0.784 (95% CI 0.733-0.827; p < 0.0001). The duration of MV above 60.5 hours was a significant risk factor for bronchopulmonary dysplasia (aOR 6.005, 95% CI 3.626-9.946), death (aOR 3.610, 95% CI 2.470-5.276), bronchopulmonary dysplasia/death (aOR 4.561, 95% CI 3.328-6.252), sepsis (aOR 1.634, 95% CI 1.168-2.286), necrotizing enterocolitis (aOR 2.606, 95% CI 1.364-4.980), and periventricular leukomalacia (aOR 2.191, 95% CI 1.241-3.867). CONCLUSIONS Duration of MV longer than 60.5 hours is an independent risk factor for adverse outcomes in VLBW infants. It is essential to increase and optimize efforts to avoid MV or extubate very preterm infants as soon as possible, before reaching the established threshold duration of invasive respiratory support.
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Affiliation(s)
- A O Menshykova
- Danylo Halytsky Lviv National Medical University, Lviv, Ukraine
| | - D O Dobryanskyy
- Danylo Halytsky Lviv National Medical University, Lviv, Ukraine
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Ohnstad MO, Stensvold HJ, Pripp AH, Tvedt CR, Jelsness-Jørgensen LP, Astrup H, Eriksen BH, Lunnay ML, Mreihil K, Pedersen T, Rettedal SI, Selberg TR, Solberg R, Støen R, Rønnestad AE. Associations between unit workloads and outcomes of first extubation attempts in extremely premature infants below a gestational age of 26 weeks. Front Pediatr 2023; 11:1090701. [PMID: 37009293 PMCID: PMC10064049 DOI: 10.3389/fped.2023.1090701] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/05/2022] [Accepted: 02/27/2023] [Indexed: 04/04/2023] Open
Abstract
Objective The objective was to explore whether high workloads in neonatal intensive care units were associated with short-term respiratory outcomes of extremely premature (EP) infants born <26 weeks of gestational age. Methods This was a population-based study using data from the Norwegian Neonatal Network supplemented by data extracted from the medical records of EP infants <26 weeks GA born from 2013 to 2018. To describe the unit workloads, measurements of daily patient volume and unit acuity at each NICU were used. The effect of weekend and summer holiday was also explored. Results We analyzed 316 first planned extubation attempts. There were no associations between unit workloads and the duration of mechanical ventilation until each infant's first extubation or the outcomes of these attempts. Additionally, there were no weekend or summer holiday effects on the outcomes explored. Workloads did not affect the causes of reintubation for infants who failed their first extubation attempt. Conclusion Our finding that there was no association between the organizational factors explored and short-term respiratory outcomes can be interpreted as indicating resilience in Norwegian neonatal intensive care units.
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Affiliation(s)
- Mari Oma Ohnstad
- Department of Master and Postgraduate Education, Lovisenberg Diaconal University College, Oslo, Norway
- Faculty of Medicine, University of Oslo, Oslo, Norway
| | - Hans Jørgen Stensvold
- Department of Neonatal Intensive Care, Division of Pediatric and Adolescent Medicine, Oslo University Hospital, Oslo, Norway
| | - Are Hugo Pripp
- Oslo Centre of Biostatistics and Epidemiology, Research Support Services, Oslo, Norway
- Faculty of Health Sciences, OsloMet - Oslo Metropolitan University, Oslo, Norway
| | - Christine Raaen Tvedt
- Department of Master and Postgraduate Education, Lovisenberg Diaconal University College, Oslo, Norway
| | - Lars-Petter Jelsness-Jørgensen
- Department of Master and Postgraduate Education, Lovisenberg Diaconal University College, Oslo, Norway
- Department of Health and Welfare, Østfold University College, Halden, Norway
- Department of Internal Medicine, Østfold Hospital Trust, Kalnes, Norway
| | - Henriette Astrup
- Department of Pediatric and Adolescent Medicine, Sorlandet Hospital Trust, Kristiansand, Norway
| | - Beate Horsberg Eriksen
- Department of Pediatrics, Møre and Romsdal Hospital Trust, Ålesund, Norway
- Clinical Research Unit, Norwegian University of Science and Technology, Trondheim, Norway
| | - Mai Linn Lunnay
- Department of Pediatrics and Adolescence Medicine, University Hospital of North Norway, Tromsø, Norway
| | - Khalaf Mreihil
- Department of Pediatrics and Adolescence Medicine, Akershus University Hospital, Lørenskog, Norway
| | - Tanja Pedersen
- Neonatal Intensive Care Unit, Department of Pediatrics, Haukeland University Hospital, Bergen, Norway
| | - Siren Irene Rettedal
- Department of Pediatrics, Stavanger University Hospital, Stavanger, Norway
- Faculty of Health Sciences, University of Stavanger, Stavanger, Norway
| | - Terje Reidar Selberg
- Department of Pediatrics and Adolescence Medicine, Østfold Hospital Trust, Kalnes, Norway
| | - Rønnaug Solberg
- Department of Pediatrics, Vestfold Hospital Trust, Tønsberg, Norway
- Department of Pediatric Research, Oslo University Hospital, Oslo, Norway
| | - Ragnhild Støen
- Department of Neonatology, St Olavs - Trondheim University Hospital, Trondheim, Norway
- Department of Clinical and Molecular Medicine, Norwegian University of Science and Technology, Trondheim, Norway
| | - Arild Erland Rønnestad
- Faculty of Medicine, University of Oslo, Oslo, Norway
- Department of Neonatal Intensive Care, Division of Pediatric and Adolescent Medicine, Oslo University Hospital, Oslo, Norway
- Research Group for Clinical Neonatal Medicine and Epidemiology, Department of Neonatal Intensive Care, Division of Pediatric and Adolescent Medicine, Oslo University Hospital, Oslo, Norway
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Shalish W, Keszler M, Kovacs L, Chawla S, Latremouille S, Beltempo M, Kearney RE, Sant'Anna GM. Age at First Extubation Attempt and Death or Respiratory Morbidities in Extremely Preterm Infants. J Pediatr 2023; 252:124-130.e3. [PMID: 36027982 DOI: 10.1016/j.jpeds.2022.08.025] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/19/2022] [Revised: 07/27/2022] [Accepted: 08/18/2022] [Indexed: 11/26/2022]
Abstract
OBJECTIVE To describe the timing of first extubation in extremely preterm infants and explore the relationship between age at first extubation, extubation outcome, and death or respiratory morbidities. STUDY DESIGN In this subanalysis of a multicenter observational study, infants with birth weights of 1250 g or less and intubated within 24 hours of birth were included. After describing the timing of first extubation, age at extubation was divided into early (within 7 days from birth) vs late (days of life 8-35), and extubation outcome was divided into success vs failure (reintubation within 7 days after extubation), to create 4 extubation groups: early success, early failure, late success, and late failure. Logistic regression analyses were performed to evaluate associations between the 4 groups and death or bronchopulmonary dysplasia, bronchopulmonary dysplasia among survivors, and durations of respiratory support and oxygen therapy. RESULTS Of the 250 infants included, 129 (52%) were extubated within 7 days, 93 (37%) between 8 and 35 days, and 28 (11%) beyond 35 days of life. There were 93, 36, 59, and 34 infants with early success, early failure, late success, and late failure, respectively. Although early success was associated with the lowest rates of respiratory morbidities, early failure was not associated with significantly different respiratory outcomes compared with late success or late failure in unadjusted and adjusted analyses. CONCLUSIONS In a contemporary cohort of extremely preterm infants, early extubation occurred in 52% of infants, and only early and successful extubation was associated with decreased respiratory morbidities. Predictors capable of promptly identifying infants with a high likelihood of early extubation success or failure are needed.
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Affiliation(s)
- Wissam Shalish
- Division of Neonatology, Montreal Children's Hospital, McGill University Health Center, Montreal, Quebec, Canada
| | - Martin Keszler
- Division of Neonatology, Women and Infants Hospital of Rhode Island, Brown University, Providence, RI
| | - Lajos Kovacs
- Department of Neonatology, Jewish General Hospital, Montreal, Quebec, Canada
| | - Sanjay Chawla
- Division of Neonatal-Perinatal Medicine, Hutzel Women's Hospital, Children's Hospital of Michigan, Central Michigan University, Wayne State University, Detroit, MI
| | - Samantha Latremouille
- Division of Neonatology, Montreal Children's Hospital, McGill University Health Center, Montreal, Quebec, Canada
| | - Marc Beltempo
- Division of Neonatology, Montreal Children's Hospital, McGill University Health Center, Montreal, Quebec, Canada
| | - Robert E Kearney
- Division of Biomedical Engineering, McGill University, Montreal, Quebec, Canada
| | - Guilherme M Sant'Anna
- Division of Neonatology, Montreal Children's Hospital, McGill University Health Center, Montreal, Quebec, Canada.
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50
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McAdams RM, Kaur R, Sun Y, Bindra H, Cho SJ, Singh H. Predicting clinical outcomes using artificial intelligence and machine learning in neonatal intensive care units: a systematic review. J Perinatol 2022; 42:1561-1575. [PMID: 35562414 DOI: 10.1038/s41372-022-01392-8] [Citation(s) in RCA: 21] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/26/2021] [Revised: 03/30/2022] [Accepted: 04/01/2022] [Indexed: 01/19/2023]
Abstract
BACKGROUND Advances in technology, data availability, and analytics have helped improve quality of care in the neonatal intensive care unit. OBJECTIVE To provide an in-depth review of artificial intelligence (AI) and machine learning techniques being utilized to predict neonatal outcomes. METHODS The PRISMA protocol was followed that considered articles from established digital repositories. Included articles were categorized based on predictions of: (a) major neonatal morbidities such as sepsis, bronchopulmonary dysplasia, intraventricular hemorrhage, necrotizing enterocolitis, and retinopathy of prematurity; (b) mortality; and (c) length of stay. RESULTS A total of 366 studies were considered; 68 studies were eligible for inclusion in the review. The current set of predictor models are primarily built on supervised learning and mostly used regression models built on retrospective data. CONCLUSION With the availability of EMR data and data-sharing of NICU outcomes across neonatal research networks, machine learning algorithms have shown breakthrough performance in predicting neonatal disease.
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Affiliation(s)
- Ryan M McAdams
- Department of Pediatrics, University of Wisconsin School of Medicine and Public Health, Madison, WI, USA
| | - Ravneet Kaur
- Child Health Imprints (CHIL) USA Inc, Madison, WI, USA
| | - Yao Sun
- Division of Neonatology, University of California San Francisco, San Francisco, CA, USA
| | | | - Su Jin Cho
- College of Medicine, Ewha Womans University Seoul, Seoul, Korea
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