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Elgin TG, Berger JN, Kaluarachchi DC, Dagle JM, Thomas B, Colaizy TT, Klein JM. Outcomes of infants with birthweights less than 501 g compared to infants weighing 501-750 g at a center utilizing first intention high frequency jet ventilation. Front Pediatr 2024; 12:1392079. [PMID: 39315359 PMCID: PMC11416967 DOI: 10.3389/fped.2024.1392079] [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: 02/26/2024] [Accepted: 06/11/2024] [Indexed: 09/25/2024] Open
Abstract
Background Data on clinical outcomes of infants with birthweights less than 501 g (ELBW<501) are limited. Objective To evaluate management strategies and clinical outcomes of ELBW<501infants compared to infants weighing 501-750 g (ELBW501-750). Methods A retrospective study of all ELBW<501 and ELBW501-750 infants born between 2012 and 2022 at a center utilizing first intention high frequency jet ventilation was performed. Patient characteristics, clinical and outcome data were compared between the two groups. Results A total of 358 infants (92 ELBW<501 infants and 266 ELBW501-750) were included. The survival rate for the ELBW<501 group was 60.9% compared to 86.5% for ELBW501-750. ELBW<501 infants required more frequent use of 2.0 mm endotracheal tubes, required higher FiO2 and longer duration of mechanical ventilation. Compared to ELBW501-750 group, the ELBW<501 group were more likely to be SGA (68.2% vs. 16.5%) and more premature (23.2 vs. 24.3 weeks) with lower survival, longer length of stay, higher incidence of ROP and lower weight at discharge but comparable rates of IVH, grade 3 BPD, discharged on supplemental oxygen, and tracheostomy. Conclusion ELBW<501 infants are at risk for significant morbidity and mortality. However, with specialized obstetric and neonatal care, survival rates of 60% are possible with respiratory outcomes comparable to ELBW501-750 infants. However, the increased risk of severe ROP for ELBW<501 requiring either surgical or medical intervention is concerning and warrants optimal surveillance.
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Affiliation(s)
- Timothy G Elgin
- Department of Pediatrics, University of Wisconsin School of Medicine and Public Health, Madison, WI, United States
| | - Jennifer N Berger
- Children's Minnesota, Neonatal Medicine, Minneapolis, MN, United States
| | - Dinushan C Kaluarachchi
- Department of Pediatrics, University of Wisconsin School of Medicine and Public Health, Madison, WI, United States
| | - John M Dagle
- Stead Family Department of Pediatrics, University of Iowa, Iowa City, IA, United States
| | - Brady Thomas
- Stead Family Department of Pediatrics, University of Iowa, Iowa City, IA, United States
| | - Tarah T Colaizy
- Stead Family Department of Pediatrics, University of Iowa, Iowa City, IA, United States
| | - Jonathan M Klein
- Stead Family Department of Pediatrics, University of Iowa, Iowa City, IA, United States
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2
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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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3
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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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4
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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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5
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Coughlin K, Jen P, Katheria A. Characteristics and Outcomes in Preterm Infants with Extubation Failure in the First Week of Life. Am J Perinatol 2024; 41:e1675-e1680. [PMID: 37072010 DOI: 10.1055/s-0043-1768245] [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] [Indexed: 04/20/2023]
Abstract
OBJECTIVE This study aimed to evaluate characteristics and outcomes in preterm infants with extubation failures in their first week of life. STUDY DESIGN Retrospective chart review of infants born between 24 and 27 weeks' gestational age at the Sharp Mary Birch Hospital for Women and Newborns between January 2014 and December 2020 who had an extubation attempt within the first 7 days of life. Infants that were successfully extubated were compared with those who required reintubation in the first 7 days. Maternal and neonatal outcome measures were analyzed. RESULTS A total of 215 extremely preterm infants had an extubation attempt in the first 7 days of life. Forty-six infants (21.4%) failed extubation and were reintubated within the first 7 days. Infants who failed extubation had a lower pH (p < 0.01), increased base deficit (p < 0.01), and more surfactant doses prior to first extubation (p < 0.01). Birth weight, Apgar scores, antenatal steroid doses, and maternal risk factors such as preeclampsia, chorioamnionitis, and duration of ruptured membranes were not different between success and failure groups. Rates of moderate to large patent ductus arteriosus (p < 0.01), severe intraventricular hemorrhage (p < 0.01), posthemorrhagic hydrocephalus (p < 0.05), periventricular leukomalacia (p < 0.01), and retinopathy of prematurity stage 3 or greater (p < 0.05) were higher in the failure group. CONCLUSION In this cohort of extremely preterm infants that failed extubation in the first week of life, there were as increased risk of multiple morbidities. Base deficit, pH, and number of surfactant doses prior to first extubation may be useful tools in predicting which infants are likely to have early extubation success, but this needs prospective study. KEY POINTS · Predicting extubation readiness in preterm infants remains challenging.. · Extubation failure is associated with multiple neonatal morbidities.. · Infant clinical characteristics may help predict extubation failure..
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Affiliation(s)
- Katherine Coughlin
- Department of Pediatrics, Sharp Mary Birch Hospital for Women and Newborns, San Diego, California
| | - Phoebe Jen
- Department of Pediatrics, Western University of Health Sciences, Pomona, California
| | - Anup Katheria
- Department of Pediatrics, Neonatal Research Institute, Sharp Mary Birch Hospital for Women and Newborns, San Diego, California
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Mohammad K, Molloy E, Scher M. Training in neonatal neurocritical care: A case-based interdisciplinary approach. Semin Fetal Neonatal Med 2024:101530. [PMID: 38670881 DOI: 10.1016/j.siny.2024.101530] [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: 04/28/2024]
Abstract
Interdisciplinary fetal-neonatal neurology (FNN) training strengthens neonatal neurocritical care (NNCC) clinical decisions. Neonatal neurological phenotypes require immediate followed by sustained neuroprotective care path choices through discharge. Serial assessments during neonatal intensive care unit (NICU) rounds are supplemented by family conferences and didactic interactions. These encounters collectively contribute to optimal interventions yielding more accurate outcome predictions. Maternal-placental-fetal (MPF) triad disease pathways influence postnatal medical complications which potentially reduce effective interventions and negatively impact outcome. The science of uncertainty regarding each neonate's clinical status must consider timing and etiologies that are responsible for fetal and neonatal brain disorders. Shared clinical decisions among all stakeholders' balance "fast" (heuristic) and "slow" (analytic) thinking as more information is assessed regarding etiopathogenetic effects that impair the developmental neuroplasticity process. Two case vignettes stress the importance of FNN perspectives during NNCC that integrates this dual cognitive approach. Clinical care paths evaluations are discussed for an encephalopathic extremely preterm and full-term newborn. Recognition of cognitive errors followed by debiasing strategies can improve clinical decisions during NICU care. Re-evaluations with serial assessments of examination, imaging, placental-cord, and metabolic-genetic information improve clinical decisions that maintain accuracy for interventions and outcome predictions. Discharge planning includes shared decisions among all stakeholders when coordinating primary care, pediatric subspecialty, and early intervention participation. Prioritizing social determinants of healthcare during FNN training strengthens equitable career long NNCC clinical practice, education, and research goals. These perspectives contribute to a life course brain health capital strategy that will benefit all persons across each and successive lifespans.
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Affiliation(s)
| | | | - Mark Scher
- Pediatrics/Neurology, Case Western Reserve University, Cleveland, USA.
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7
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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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8
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Kaminski DM, Biazus GF, Silveira RC, Procianoy RS. Comparison of the effectiveness of different high-flow devices in neonatal care. J Pediatr (Rio J) 2024; 100:212-217. [PMID: 38036038 PMCID: PMC10943304 DOI: 10.1016/j.jped.2023.10.006] [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: 07/26/2023] [Revised: 10/16/2023] [Accepted: 10/17/2023] [Indexed: 12/02/2023] Open
Abstract
OBJECTIVE To evaluate the success rate of high-flow nasal cannula (HFNC) therapy using an adapted obsolete mechanical ventilator (MV), Optiflow™ and Vapotherm™ in newborns (NBs). METHOD This was a retrospective observational study conducted in the neonatal intensive care unit (NICU). The sample comprised NBs who underwent HFNC therapy due to ventilatory dysfunction, for weaning from non-invasive ventilation (NIV), or post-extubation. The three groups, stratified according to gestational age (GA) and birth weight, and corrected GA and weight at the beginning of HFNC use, were as follows: Optiflow ™, Vapotherm ™, and obsolete Mechanical Ventilator (MV) adapted for high flow therapy. Subsequently, the NBs were divided into a success group (SG) and a failure group (FG). HFNC success was defined as a therapy duration exceeding 72 h. RESULTS A total of 209 NBs were evaluated, with 31.1 % using HFNC due to ventilatory dysfunction, 2.4 % after extubation, and 66.5 % after NIV weaning. HFNC success rate was observed in 90.9 % of the NBs, with no difference between equipment types (Vapotherm ™, Optiflow ™, and adapted VM). CONCLUSION Different types of HFNC equipment are equally effective when used in neonatology for respiratory dysfunction, as a method of weaning from NIV and post-extubation. Adapted obsolete MV can be an alternative for HFCN therapy in resource-constrained settings.
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Affiliation(s)
- Diogo Machado Kaminski
- Hospital de Clínicas de Porto Alegre, Department of Physiotherapy, Neonatology Service, Porto Alegre, RS, Brazil.
| | - Graziela Ferreira Biazus
- Hospital de Clínicas de Porto Alegre, Department of Physiotherapy, Neonatology Service, Porto Alegre, RS, Brazil
| | - Rita C Silveira
- Newborn Section at Universidade Federal do Rio Grande do Sul, Hospital de Clínicas de Porto Alegre, Neonatology Service, Porto Alegre, RS, Brazil
| | - Renato Soibelmann Procianoy
- Newborn Section at Universidade Federal do Rio Grande do Sul, Hospital de Clínicas de Porto Alegre, Neonatology Service, Porto Alegre, RS, Brazil
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Dagle JM, Hunter SK, Colaizy TT, McElroy SJ, Harmon HM, McNamara PJ, Klein JM. Care from Birth to Discharge of Infants Born at 22 to 23 Weeks' Gestation. Crit Care Nurs Clin North Am 2024; 36:23-33. [PMID: 38296373 DOI: 10.1016/j.cnc.2023.08.007] [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: 02/08/2024]
Abstract
The clinical care of infants born at 22 weeks' gestation must be well-designed and standardized if optimal results are to be expected. Although several approaches to care in this vulnerable population are possible, protocols should be neither random nor inconsistent. We describe the approach taken at the University of Iowa Stead Family Children's Hospital neonatal intensive care unit with respect to preterm infants born at 22 weeks' gestation. We have chosen to present our standardize care plan with respect to prenatal, neurologic, nutritional, gastrointestinal, and skin management. Respiratory and cardiopulmonary care will be briefly reviewed, as these strategies have been published previously.
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Affiliation(s)
- John M Dagle
- Division of Neonatology, Department of Pediatrics, University of Iowa, Iowa City, IA, USA; University of Iowa Stead Family Children's Hospital, Iowa City, IA, USA.
| | - Stephen K Hunter
- Department of Obstetrics & Gynecology, University of Iowa, Iowa City, IA, USA
| | - Tarah T Colaizy
- Division of Neonatology, Department of Pediatrics, University of Iowa, Iowa City, IA, USA; University of Iowa Stead Family Children's Hospital, Iowa City, IA, USA
| | - Steve J McElroy
- Division of Neonatology, Department of Pediatrics, University of California, Davis, Sacramento, CA, USA
| | - Heidi M Harmon
- Division of Neonatology, Department of Pediatrics, University of Iowa, Iowa City, IA, USA; University of Iowa Stead Family Children's Hospital, Iowa City, IA, USA
| | - Patrick J McNamara
- Division of Neonatology, Department of Pediatrics, University of Iowa, Iowa City, IA, USA; University of Iowa Stead Family Children's Hospital, Iowa City, IA, USA; Department of Internal Medicine, University of Iowa, Iowa City, IA, USA
| | - Jonathan M Klein
- Division of Neonatology, Department of Pediatrics, University of Iowa, Iowa City, IA, USA; University of Iowa Stead Family Children's Hospital, Iowa City, IA, USA
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10
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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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11
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Nagaraj YK, Balushi SA, Robb C, Uppal N, Dutta S, Mukerji A. Peri-extubation settings in preterm neonates: a systematic review and meta-analysis. J Perinatol 2024; 44:257-265. [PMID: 38216677 DOI: 10.1038/s41372-024-01870-1] [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: 09/06/2023] [Revised: 12/20/2023] [Accepted: 01/03/2024] [Indexed: 01/14/2024]
Abstract
OBJECTIVE To systematically review: 1) peri-extubation settings; and 2) association between peri-extubation settings and outcomes in preterm neonates. STUDY DESIGN In this systematic review, studies were eligible if they reported patient-data on peri-extubation settings (objective 1) and/or evaluated peri-extubation levels in relation to clinical outcomes (objective 2). Data were meta-analyzed when appropriate using random-effects model. RESULTS Of 9681 titles, 376 full-texts were reviewed and 101 included. The pooled means of peri-extubation settings were summarized. For objective 2, three experimental studies were identified comparing post-extubation CPAP levels. Meta-analyses revealed lower odds for treatment failure [pooled OR 0.46 (95% CI 0.27-0.76); 3 studies, 255 participants] but not for re-intubation [pooled OR 0.66 (0.22-1.97); 3 studies, 255 participants] with higher vs. lower CPAP. CONCLUSIONS Summary of peri-extubation settings may guide clinicians in their own practices. Higher CPAP levels may reduce extubation failure, but more data on peri-extubation settings that optimize outcomes are needed.
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Affiliation(s)
| | | | - Courtney Robb
- Faculty of Health Sciences, McMaster University, Hamilton, ON, Canada
| | - Nikhil Uppal
- Faculty of Health Sciences, McMaster University, Hamilton, ON, Canada
| | - Sourabh Dutta
- Department of Pediatrics, Postgraduate Institute of Medical Education and Research (PGIMER), Chandigarh, India
| | - Amit Mukerji
- Department of Pediatrics, McMaster University, Hamilton, ON, Canada.
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12
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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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13
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Moretti C, Gizzi C, Gagliardi L, Petrillo F, Ventura ML, Trevisanuto D, Lista G, Dellacà RL, Beke A, Buonocore G, Charitou A, Cucerea M, Filipović-Grčić B, Jeckova NG, Koç E, Saldanha J, Sanchez-Luna M, Stoniene D, Varendi H, Vertecchi G, Mosca F. A Survey of the Union of European Neonatal and Perinatal Societies on Neonatal Respiratory Care in Neonatal Intensive Care Units. CHILDREN (BASEL, SWITZERLAND) 2024; 11:158. [PMID: 38397269 PMCID: PMC10887601 DOI: 10.3390/children11020158] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/22/2023] [Revised: 01/19/2024] [Accepted: 01/24/2024] [Indexed: 02/25/2024]
Abstract
(1) Background: Our survey aimed to gather information on respiratory care in Neonatal Intensive Care Units (NICUs) in the European and Mediterranean region. (2) Methods: Cross-sectional electronic survey. An 89-item questionnaire focusing on the current modes, devices, and strategies employed in neonatal units in the domain of respiratory care was sent to directors/heads of 528 NICUs. The adherence to the "European consensus guidelines on the management of respiratory distress syndrome" was assessed for comparison. (3) Results: The response rate was 75% (397/528 units). In most Delivery Rooms (DRs), full resuscitation is given from 22 to 23 weeks gestational age. A T-piece device with facial masks or short binasal prongs are commonly used for respiratory stabilization. Initial FiO2 is set as per guidelines. Most units use heated humidified gases to prevent heat loss. SpO2 and ECG monitoring are largely performed. Surfactant in the DR is preferentially given through Intubation-Surfactant-Extubation (INSURE) or Less-Invasive-Surfactant-Administration (LISA) techniques. DR caffeine is widespread. In the NICUs, most of the non-invasive modes used are nasal CPAP and nasal intermittent positive-pressure ventilation. Volume-targeted, synchronized intermittent positive-pressure ventilation is the preferred invasive mode to treat acute respiratory distress. Pulmonary recruitment maneuvers are common approaches. During NICU stay, surfactant administration is primarily guided by FiO2 and SpO2/FiO2 ratio, and it is mostly performed through LISA or INSURE. Steroids are used to facilitate extubation and prevent bronchopulmonary dysplasia. (4) Conclusions: Overall, clinical practices are in line with the 2022 European Guidelines, but there are some divergences. These data will allow stakeholders to make comparisons and to identify opportunities for improvement.
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Affiliation(s)
- Corrado Moretti
- Department of Pediatrics, Policlinico Umberto I, Sapienza University, 00185 Rome, Italy
- Union of European Neonatal and Perinatal Societies (UENPS), 20143 Milan, Italy; (C.G.); (G.L.); (A.B.); (G.B.); (A.C.); (M.C.); (B.F.-G.); (N.G.J.); (E.K.); (J.S.); (M.S.-L.); (D.S.); (G.V.)
| | - Camilla Gizzi
- Union of European Neonatal and Perinatal Societies (UENPS), 20143 Milan, Italy; (C.G.); (G.L.); (A.B.); (G.B.); (A.C.); (M.C.); (B.F.-G.); (N.G.J.); (E.K.); (J.S.); (M.S.-L.); (D.S.); (G.V.)
- Department of Neonatology and NICU, Ospedale Sant’Eugenio, 00144 Rome, Italy
| | - Luigi Gagliardi
- Division of Neonatology and Pediatrics, Ospedale Versilia, 55043 Viareggio, Italy;
| | - Flavia Petrillo
- Maternal and Child Department ASL Bari, Ospedale di Venere, 70131 Bari, Italy;
| | - Maria Luisa Ventura
- Neonatal Intensive Care Unit, Fondazione IRCCS San Gerardo dei Tintori, 20900 Monza, Italy;
| | - Daniele Trevisanuto
- Department of Woman’s and Child’s Health, University of Padova, 35122 Padova, Italy;
| | - Gianluca Lista
- Union of European Neonatal and Perinatal Societies (UENPS), 20143 Milan, Italy; (C.G.); (G.L.); (A.B.); (G.B.); (A.C.); (M.C.); (B.F.-G.); (N.G.J.); (E.K.); (J.S.); (M.S.-L.); (D.S.); (G.V.)
- Division of Pediatrics, Neonatal Intensive Care Unit and Neonatology, Ospedale dei Bambini “V.Buzzi”, ASST FBF SACCO, 20154 Milan, Italy
| | - Raffaele L. Dellacà
- TechRes Lab, Department of Electronics, Information and Biomedical Engineering (DEIB), Politecnico di Milano University, 20133 Milan, Italy;
| | - Artur Beke
- Union of European Neonatal and Perinatal Societies (UENPS), 20143 Milan, Italy; (C.G.); (G.L.); (A.B.); (G.B.); (A.C.); (M.C.); (B.F.-G.); (N.G.J.); (E.K.); (J.S.); (M.S.-L.); (D.S.); (G.V.)
- 1st Department of Obstetrics and Gynecology, Semmelweis University, 1085 Budapest, Hungary
| | - Giuseppe Buonocore
- Union of European Neonatal and Perinatal Societies (UENPS), 20143 Milan, Italy; (C.G.); (G.L.); (A.B.); (G.B.); (A.C.); (M.C.); (B.F.-G.); (N.G.J.); (E.K.); (J.S.); (M.S.-L.); (D.S.); (G.V.)
- Department of Pediatrics, Università degli Studi di Siena, 53100 Siena, Italy
| | - Antonia Charitou
- Union of European Neonatal and Perinatal Societies (UENPS), 20143 Milan, Italy; (C.G.); (G.L.); (A.B.); (G.B.); (A.C.); (M.C.); (B.F.-G.); (N.G.J.); (E.K.); (J.S.); (M.S.-L.); (D.S.); (G.V.)
- Department of Pediatrics, Rea Maternity Hospital, 17564 Athens, Greece
| | - Manuela Cucerea
- Union of European Neonatal and Perinatal Societies (UENPS), 20143 Milan, Italy; (C.G.); (G.L.); (A.B.); (G.B.); (A.C.); (M.C.); (B.F.-G.); (N.G.J.); (E.K.); (J.S.); (M.S.-L.); (D.S.); (G.V.)
- Neonatology Department, University of Medicine Pharmacy Sciences and Technology “George Emil Palade”, 540142 Târgu Mures, Romania
| | - Boris Filipović-Grčić
- Union of European Neonatal and Perinatal Societies (UENPS), 20143 Milan, Italy; (C.G.); (G.L.); (A.B.); (G.B.); (A.C.); (M.C.); (B.F.-G.); (N.G.J.); (E.K.); (J.S.); (M.S.-L.); (D.S.); (G.V.)
- Department of Pediatrics, University of Zagreb School of Medicine, 10000 Zagreb, Croatia
| | - Nelly Georgieva Jeckova
- Union of European Neonatal and Perinatal Societies (UENPS), 20143 Milan, Italy; (C.G.); (G.L.); (A.B.); (G.B.); (A.C.); (M.C.); (B.F.-G.); (N.G.J.); (E.K.); (J.S.); (M.S.-L.); (D.S.); (G.V.)
- Department of Pediatrics, University Hospital “Majchin Dom”, 1483 Sofia, Bulgaria
| | - Esin Koç
- Union of European Neonatal and Perinatal Societies (UENPS), 20143 Milan, Italy; (C.G.); (G.L.); (A.B.); (G.B.); (A.C.); (M.C.); (B.F.-G.); (N.G.J.); (E.K.); (J.S.); (M.S.-L.); (D.S.); (G.V.)
- Division of Neonatology, Department of Pediatrics, School of Medicine, Gazi University, 06570 Ankara, Turkey
| | - Joana Saldanha
- Union of European Neonatal and Perinatal Societies (UENPS), 20143 Milan, Italy; (C.G.); (G.L.); (A.B.); (G.B.); (A.C.); (M.C.); (B.F.-G.); (N.G.J.); (E.K.); (J.S.); (M.S.-L.); (D.S.); (G.V.)
- Neonatology Division, Department of Pediatrics, Hospital Beatriz Ângelo, 2674-514 Loures, Portugal
| | - Manuel Sanchez-Luna
- Union of European Neonatal and Perinatal Societies (UENPS), 20143 Milan, Italy; (C.G.); (G.L.); (A.B.); (G.B.); (A.C.); (M.C.); (B.F.-G.); (N.G.J.); (E.K.); (J.S.); (M.S.-L.); (D.S.); (G.V.)
- Neonatology Division, Department of Pediatrics, Hospital General Universitario “Gregorio Marañón”, 28007 Madrid, Spain
| | - Dalia Stoniene
- Union of European Neonatal and Perinatal Societies (UENPS), 20143 Milan, Italy; (C.G.); (G.L.); (A.B.); (G.B.); (A.C.); (M.C.); (B.F.-G.); (N.G.J.); (E.K.); (J.S.); (M.S.-L.); (D.S.); (G.V.)
- Department of Pediatrics, Lithuanian University of Health Sciences, LT-50161 Kaunas, Lithuania
| | - Heili Varendi
- Union of European Neonatal and Perinatal Societies (UENPS), 20143 Milan, Italy; (C.G.); (G.L.); (A.B.); (G.B.); (A.C.); (M.C.); (B.F.-G.); (N.G.J.); (E.K.); (J.S.); (M.S.-L.); (D.S.); (G.V.)
- Department of Paediatrics, University of Tartu, Tartu University Hospital, 50406 Tartu, Estonia
| | - Giulia Vertecchi
- Union of European Neonatal and Perinatal Societies (UENPS), 20143 Milan, Italy; (C.G.); (G.L.); (A.B.); (G.B.); (A.C.); (M.C.); (B.F.-G.); (N.G.J.); (E.K.); (J.S.); (M.S.-L.); (D.S.); (G.V.)
| | - Fabio Mosca
- Department of Pediatrics, Fondazione IRCCS Cà Granda Ospedale Maggiore Policlinico, 20122 Milan, Italy;
- Department of Clinical Sciences and Community Health, University of Milan, 20133 Milan, Italy
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14
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Chahin N, Yitayew MS, Shaver L, Reed JL, Ridore M, Santoro J, Moores RR, Soghier L, Short B, Hendricks-Muñoz KD. A quality improvement strategy to reduce unintended extubation in the very low birth weight infant: A case report. J Neonatal Perinatal Med 2024; 17:199-207. [PMID: 38457156 DOI: 10.3233/npm-230063] [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: 03/09/2024]
Abstract
BACKGROUND Unintended extubations remain a common complication across neonatal intensive care units, with very low birthweight infants being the most vulnerable of them all. Ongoing efforts across different institutions exist with the goal of reducing the rate of unintended extubations to keep a median rate of <2 events per 100 ventilator days as defined by the Vermont Oxford Network. Our objective was to reduce unintended extubations in the very low birthweight infant in a large delivery hospital to ≤2/100 ventilator days. METHODS A collaborative group was formed between two academic health institutions targeting training and implementation of the Children's National unintended extubation system, focusing on endotracheal tube securement methods and surveillance protocols. RESULTS The unintended extubation rate decreased from 3.23 to 0.64 per 100 ventilator days. Changes were implemented from 2018-2020 with a sustained reduction in the unintended extubation rate of 1.54 per 100 ventilator days. Most events occurred between 12 : 00 pm -4 : 00 pm and the commonest cause was spontaneous (25%) followed by dislodgment during repositioning (19%). CONCLUSION Very low birth weight infants present a challenge to endotracheal tube maintenance due to their developmental and anatomical changes during their neonatal intensive care unit stay. Successful reduction of unintended extubations in the very low birthweight infant can be achieved by adaptation of successful protocols for older infants.
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Affiliation(s)
- N Chahin
- Children's Hospital of Richmond at VCU and School of Medicine, Virginia Commonwealth University, Richmond, VA, USA
| | - M S Yitayew
- Children's Hospital of Richmond at VCU and School of Medicine, Virginia Commonwealth University, Richmond, VA, USA
| | - L Shaver
- Children's Hospital of Richmond at VCU, Richmond, VA, USA
| | - J L Reed
- Children's Hospital of Richmond at VCU, Richmond, VA, USA
| | - M Ridore
- Holtz Children's Hospital, Jackson Health System, Miami, FL, USA
| | - J Santoro
- Children's Hospital of Richmond at VCU, Richmond, VA, USA
| | - R R Moores
- Children's Hospital of Richmond at VCU and School of Medicine, Virginia Commonwealth University, Richmond, VA, USA
| | - L Soghier
- Children's National Hospital, Washington, DC, USA
| | - B Short
- Children's National Hospital, Washington, DC, USA
| | - K D Hendricks-Muñoz
- Children's Hospital of Richmond at VCU and School of Medicine, Virginia Commonwealth University, Richmond, VA, USA
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15
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Kidman AM, Manley BJ, Boland RA, Malhotra A, Donath SM, Beker F, Davis PG, Bhatia R. Higher versus lower nasal continuous positive airway pressure for extubation of extremely preterm infants in Australia (ÉCLAT): a multicentre, randomised, superiority trial. THE LANCET. CHILD & ADOLESCENT HEALTH 2023; 7:844-851. [PMID: 38240784 DOI: 10.1016/s2352-4642(23)00235-3] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/24/2023] [Revised: 09/07/2023] [Accepted: 09/08/2023] [Indexed: 01/23/2024]
Abstract
BACKGROUND Extremely preterm infants often require invasive mechanical ventilation, and clinicians aim to extubate these infants as soon as possible. However, extubation failure occurs in up to 60% of extremely preterm infants and is associated with increased mortality and morbidity. Nasal continuous positive airway pressure (nCPAP) is the most common post-extubation respiratory support, but there is no consensus on the optimal nCPAP level to safely avoid extubation failure in extremely preterm infants. We aimed to determine if higher nCPAP levels compared with standard nCPAP levels would decrease rates of extubation failure in extremely preterm infants within 7 days of their first extubation. METHODS In this multicentre, randomised, open-label controlled trial done at three tertiary perinatal centres in Australia, we assigned extremely preterm infants to extubation to either higher nCPAP (10 cmH2O) or standard nCPAP (7 cmH2O). Infants were eligible if they were born at less than 28 weeks' gestation, were receiving mechanical ventilation via an endotracheal tube, and were being extubated for the first time to nCPAP. Eligible infants must have received previous treatment with exogenous surfactant and caffeine. Infants were ineligible if they were planned to be extubated to a mode of respiratory support other than nCPAP, if they had a known major congenital anomaly that might affect breathing, or if ongoing intensive care was not being provided. Parents or guardians provided prospective, written, informed consent. Infants were maintained within an assigned nCPAP range for a minimum of 24 h after extubation (higher nCPAP group 9-11 cmH2O and standard nCPAP group 6-8 cmH2O). Randomisation was stratified by both gestation (22-25 completed weeks or 26-27 completed weeks) and recruiting centre. The primary outcome was extubation failure within 7 days and analysis was by intention to treat. This trial was prospectively registered with the Australian New Zealand Clinical Trials Registry, number ACTRN12618001638224. FINDINGS Between March 3, 2019, and July 31, 2022, 483 infants were born at less than 28 weeks and admitted to the recruiting centres. 92 infants were not eligible, 172 were not approached, 65 families declined to participate, and 15 consented but were not randomly assigned. 139 infants were enrolled and randomly assigned, 70 to the higher nCPAP group and 69 to the standard nCPAP group. One infant in the higher nCPAP group was excluded from the analysis because consent was withdrawn after randomisation. 104 (75%) of 138 mothers were White. The mean gestation was 25·7 weeks (SD 1·3) and the mean birthweight was 777 grams (201). 70 (51%) of 138 infants were female. Extubation failure occurred in 24 (35%) of 69 infants in the higher nCPAP group and in 39 (57%) of 69 infants in the standard nCPAP group (risk difference -21·7%, 95% CI -38·5% to -3·7%). There were no significant differences in rates of adverse events between groups during the primary outcome period. Three patients died (two in the higher nCPAP group and one in the standard nCPAP group), pneumothorax occurred in one patient from each group, spontaneous intestinal perforation in three patients (two in the higher nCPAP group and one in the standard nCPAP group) and there were no events of pulmonary interstitial emphysema. INTERPRETATION Extubation of extremely preterm infants to higher nCPAP significantly reduced extubation failure compared with extubation to standard nCPAP, without increasing rates of adverse effects. Future larger trials are essential to confirm these findings in terms of both efficacy and safety. FUNDING National Health and Medical Research Council Centre for Research Excellence in Newborn Medicine, number 1153176.
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Affiliation(s)
- Anna M Kidman
- Department of Obstetrics and Gynaecology, The University of Melbourne, Melbourne, VIC, Australia; Monash Newborn, Monash Children's Hospital, Melbourne, VIC, Australia; Newborn Research, The Royal Women's Hospital, Melbourne, VIC, Australia
| | - Brett J Manley
- Department of Obstetrics and Gynaecology, The University of Melbourne, Melbourne, VIC, Australia; Newborn Research, The Royal Women's Hospital, Melbourne, VIC, Australia; Clinical Sciences, Murdoch Children's Research Institute, Melbourne, VIC, Australia
| | - Rosemarie A Boland
- Department of Obstetrics and Gynaecology, The University of Melbourne, Melbourne, VIC, Australia; Clinical Sciences, Murdoch Children's Research Institute, Melbourne, VIC, Australia
| | - Atul Malhotra
- Monash Newborn, Monash Children's Hospital, Melbourne, VIC, Australia; Department of Paediatrics, Monash University, Melbourne, VIC, Australia; The Ritchie Centre, Hudson Institute of Medical Research, Melbourne, VIC, Australia
| | - Susan M Donath
- Clinical Epidemiology and Biostatistics Unit, Murdoch Children's Research Institute, Melbourne, VIC, Australia
| | - Friederike Beker
- Neonatal Critical Care Unit, Mater Mothers' Hospital, Brisbane, QLD, Australia
| | - Peter G Davis
- Department of Obstetrics and Gynaecology, The University of Melbourne, Melbourne, VIC, Australia; Newborn Research, The Royal Women's Hospital, Melbourne, VIC, Australia; Clinical Sciences, Murdoch Children's Research Institute, Melbourne, VIC, Australia
| | - Risha Bhatia
- Monash Newborn, Monash Children's Hospital, Melbourne, VIC, Australia; Department of Paediatrics, Monash University, Melbourne, VIC, Australia.
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16
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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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17
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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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Fu M, Hu Z, Yu G, Luo Y, Xiong X, Yang Q, Song W, Yu Y, Yang T. Predictors of extubation failure in newborns: a systematic review and meta-analysis. Ital J Pediatr 2023; 49:133. [PMID: 37784184 PMCID: PMC10546653 DOI: 10.1186/s13052-023-01538-0] [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: 06/06/2023] [Accepted: 09/21/2023] [Indexed: 10/04/2023] Open
Abstract
Extubation failure (EF) is a significant concern in mechanically ventilated newborns, and predicting its occurrence is an ongoing area of research. To investigate the predictors of EF in newborns undergoing planned extubation, we conducted a systematic review and meta-analysis. A systematic literature search was conducted in PubMed, Web of Science, Embase, and Cochrane Library for studies published in English from the inception of each database to March 2023. The PRISMA guidelines were followed in all phases of this systematic review. The Risk of Bias Assessment for Nonrandomized Studies tool was used to assess methodological quality. Thirty-four studies were included, 10 of which were overall low risk of bias, 15 of moderate risk of bias, and 9 of high risk of bias. The studies reported 43 possible predictors in six broad categories (intrinsic factors; maternal factors; diseases and adverse conditions of the newborn; treatment of the newborn; characteristics before and after extubation; and clinical scores and composite indicators). Through a qualitative synthesis of 43 predictors and a quantitative meta-analysis of 19 factors, we identified five definite factors, eight possible factors, and 22 unclear factors related to EF. Definite factors included gestational age, sepsis, pre-extubation pH, pre-extubation FiO2, and respiratory severity score. Possible factors included age at extubation, anemia, inotropic use, mean airway pressure, pre-extubation PCO2, mechanical ventilation duration, Apgar score, and spontaneous breathing trial. With only a few high-quality studies currently available, well-designed and more extensive prospective studies investigating the predictors affecting EF are still needed. In the future, it will be important to explore the possibility of combining multiple predictors or assessment tools to enhance the accuracy of predicting extubation outcomes in clinical practice.
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Affiliation(s)
- Maoling Fu
- Department of Nursing, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, Qiaokou District, 1095 Jiefang Road, Wuhan, Hubei Province, China
- School of Nursing, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, Hubei, China
| | - Zhenjing Hu
- Department of Nursing, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, Qiaokou District, 1095 Jiefang Road, Wuhan, Hubei Province, China
- School of Nursing, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, Hubei, China
| | - Genzhen Yu
- Department of Nursing, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, Qiaokou District, 1095 Jiefang Road, Wuhan, Hubei Province, China.
| | - Ying Luo
- Department of Nursing, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, Qiaokou District, 1095 Jiefang Road, Wuhan, Hubei Province, China
| | - Xiaoju Xiong
- Department of Nursing, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, Qiaokou District, 1095 Jiefang Road, Wuhan, Hubei Province, China
| | - Qiaoyue Yang
- Department of Nursing, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, Qiaokou District, 1095 Jiefang Road, Wuhan, Hubei Province, China
- School of Nursing, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, Hubei, China
| | - Wenshuai Song
- Department of Nursing, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, Qiaokou District, 1095 Jiefang Road, Wuhan, Hubei Province, China
- School of Nursing, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, Hubei, China
| | - Yaqi Yu
- Department of Nursing, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, Qiaokou District, 1095 Jiefang Road, Wuhan, Hubei Province, China
- School of Nursing, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, Hubei, China
| | - Ting Yang
- Department of Nursing, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, Qiaokou District, 1095 Jiefang Road, Wuhan, Hubei Province, China
- School of Nursing, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, Hubei, 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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20
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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: 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: 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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21
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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: 1] [Impact Index Per Article: 1.0] [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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22
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Bastos de Souza Júnior NW, Rosa TR, Cerântola JCK, Ferrari LSL, Probst VS, Felcar JM. Predictive factors for extubation success in very low and extremely low birth weight preterm infants. CANADIAN JOURNAL OF RESPIRATORY THERAPY : CJRT = REVUE CANADIENNE DE LA THERAPIE RESPIRATOIRE : RCTR 2023; 59:204-213. [PMID: 37781349 PMCID: PMC10540158 DOI: 10.29390/001c.87789] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 11/13/2022] [Accepted: 08/30/2023] [Indexed: 10/03/2023]
Abstract
Background Although invasive mechanical ventilation (IMV) has contributed to the survival of preterm infants with extremely low birth weight (ELBW), it is also associated with unsatisfactory clinical outcomes when used for prolonged periods. This study aimed to identify factors that may be decisive for extubation success in very low birth weight (VLBW) and extremely low birth weight (ELBW) preterm infants. Methods The cohort study included preterm infants with gestational age (GA) <36 weeks, birth weight (BW) <1500 grams who underwent IMV, born between 2015 and 2018. The infants were allocated into two groups: extubation success (SG) or failure (FG). A stepwise logistic regression model was created to determine variables associated with successful extubation. Results Eighty-three preterm infants were included. GA and post-extubation arterial partial pressure of carbon dioxide (PaCO2) were predictive of extubation success. Infants from FG had lower GA and BW, while those from SG had higher weight at extubation and lower post-extubation PaCO2. Discussion Although we found post-extubation PaCO2 as an extubation success predictor, which is a variable representative of the moment after the primary outcome, this does not diminish its clinical relevance since extubation does not implicate in ET removal only; it also involves all the aspects that take place within a specified period (72 hours) after the planned event. Conclusion GA and post-extubation PaCO2 were predictors for extubation success in VLBW and ELBW preterm infants. Infants who experienced extubation failure had lower birth weight and higher FiO2 prior to extubation.
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23
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Gao Y, Yin H, Wang MH, Gao YH. Accuracy of lung and diaphragm ultrasound in predicting infant weaning outcomes: a systematic review and meta-analysis. Front Pediatr 2023; 11:1211306. [PMID: 37744441 PMCID: PMC10511769 DOI: 10.3389/fped.2023.1211306] [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: 04/24/2023] [Accepted: 08/28/2023] [Indexed: 09/26/2023] Open
Abstract
Background Although lung and diaphragm ultrasound are valuable tools for predicting weaning results in adults with MV, their relevance in children is debatable. The goal of this meta-analysis was to determine the predictive value of lung and diaphragm ultrasound in newborn weaning outcomes. Methods For eligible studies, the databases MEDLINE, Web of Science, Cochrane Library, PubMed, and Embase were thoroughly searched. The Quality Assessment of Diagnostic Accuracy Studies (QUADAS-2) method was used to evaluate the study's quality. Results were gathered for sensitivity, specificity, diagnostic odds ratio (DOR), and the area under the curve of summary receiver operating characteristic curves (AUSROC). To investigate the causes of heterogeneity, subgroup analyses and meta-regression were conducted. Results A total of 11 studies were suitable for inclusion in the meta-analysis, which included 828 patients. The pooled sensitivity and specificity of lung ultrasound (LUS) were 0.88 (95%CI, 0.85-0.90) and 0.81 (95%CI, 0.75-0.87), respectively. The DOR for diaphragmatic excursion (DE) is 13.17 (95%CI, 5.65-30.71). The AUSROC for diaphragm thickening fraction (DTF) is 0.86 (95%CI, 0.82-0.89). The most sensitive and specific method is LUS. The DE and DTF were the key areas where study heterogeneity was evident. Conclusions Lung ultrasonography is an extremely accurate method for predicting weaning results in MV infants. DTF outperforms DE in terms of diaphragm ultrasound predictive power.
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Affiliation(s)
- Yang Gao
- Department of Ultrasound, Shandong Provincial Maternal and Child Health Care Hospital, Jinan, China
| | - Hong Yin
- Department of Ultrasound, Shandong Provincial Maternal and Child Health Care Hospital, Jinan, China
| | - Mei-Huan Wang
- Department of Ultrasound, Shandong Provincial Hospital Affiliated to Shandong First Medical University, Jinan, China
| | - Yue-Hua Gao
- Department of Ultrasound, Shandong Provincial Hospital Affiliated to Shandong First Medical University, Jinan, China
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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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Liu YC, Yeh CY, Yang ST, Chung WC, Hsu TJ, Sheu CC, Chen HL. Feasibility of Endotracheal Extubation Evaluation Form in Predicting Successful Extubation in Neonatal Intensive Care Units: A Retrospective Study. CHILDREN (BASEL, SWITZERLAND) 2023; 10:1053. [PMID: 37371284 DOI: 10.3390/children10061053] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/14/2023] [Revised: 06/08/2023] [Accepted: 06/10/2023] [Indexed: 06/29/2023]
Abstract
Given the limited availability of evidence-based methods for assessing the timing of extubation in intubated preterm infants, we aimed to standardize the extubation protocol in this single-center, retrospective study. To accomplish this, we established an extubation evaluation form to assess the suitability of extubation in preterm infants. The form comprises six indicators: improved clinical condition, spontaneous breath rate ≥ 30 breaths per minute, peak inspiratory pressure (PIP) ≤ 15 cmH2O, fraction of inspired oxygen (FiO2) ≤ 30%, blood pH ≥ 7.2, and mixed venous carbon dioxide tension (PvCO2) < 70 mmHg. Each positive answer is given one point, indicating a maximum of six points. We enrolled 41 intubated preterm infants (gestational age < 32 weeks, birth weight < 1500 g) who were receiving mechanical ventilation support for over 24 h. Among them, 35 were successfully extubated, and 6 were not. After completing the extubation evaluation form and adjusting for birth weight and postextubation device, we observed that the total score of the form was significantly associated with successful extubation; the higher the score, the greater the chance of successful extubation. Thus, we infer that the extubation evaluation form may provide a more objective standard for extubation assessment in preterm infants.
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Affiliation(s)
- Yung-Cheng Liu
- Division of Respiratory Therapy, Kaohsiung Medical University Hospital, Kaohsiung 807, Taiwan
| | - Ching-Yi Yeh
- Division of Respiratory Therapy, Kaohsiung Medical University Hospital, Kaohsiung 807, Taiwan
| | - Shu-Ting Yang
- Department of Pediatrics, Kaohsiung Medical University Hospital, Kaohsiung 807, Taiwan
| | - Wei-Chan Chung
- Division of Respiratory Therapy, Kaohsiung Medical University Hospital, Kaohsiung 807, Taiwan
| | - Tuan-Jung Hsu
- Division of Respiratory Therapy, Kaohsiung Medical University Hospital, Kaohsiung 807, Taiwan
| | - Chau-Chyun Sheu
- Division of Pulmonary and Critical Care Medicine, Department of Internal Medicine, Kaohsiung Medical University Hospital, Kaohsiung 807, Taiwan
- Department of Internal Medicine, College of Medicine, Kaohsiung Medical University, Kaohsiung 807, Taiwan
| | - Hsiu-Lin Chen
- Department of Pediatrics, Kaohsiung Medical University Hospital, Kaohsiung 807, Taiwan
- Department of Respiratory Therapy, College of Medicine, Kaohsiung Medical University, Kaohsiung 807, Taiwan
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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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Gupta D, Greenberg RG, Natarajan G, Jani S, Sharma A, Cotten M, Thomas R, Chawla S. Association of patent ductus arteriosus with extubation failure among preterm infants. Pediatr Pulmonol 2023. [PMID: 37083197 DOI: 10.1002/ppul.26420] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/03/2022] [Revised: 03/01/2023] [Accepted: 04/10/2023] [Indexed: 04/22/2023]
Abstract
BACKGROUND Mechanical ventilation is associated with mortality/morbidities in preterm infants. Nearly a third of these infants fail extubation, and this may increase morbidities. OBJECTIVE To evaluate the association of moderate to large symptomatic patent ductus arteriosus (PDA) with failure of extubation among preterm infants. METHODS This was a retrospective study on preterm infants (birth weight <1250 g and gestational age ≥23 weeks) born between January 2009 and December 2016, who were mechanically ventilated and extubated within the first 60 days of age. RESULTS Three hundred and sixty infants were evaluated, of these, 26% failed, and 74% succeeded in the initial extubation attempt. On adjusted analysis, symptomatic PDA was associated with an increased risk of extubation failure. CONCLUSION The presence of symptomatic patent ductus arteriosus was associated with extubation failure. Further investigations are needed to establish whether there is a causal relationship between PDA and extubation failure and whether proactive screening for presence of PDA and treatment of the same, before extubation among these infants, improves chances of successful extubation and cardiorespiratory outcomes.
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Affiliation(s)
- Dhruv Gupta
- Pediatrix Medical Services, Inc., El Paso, Texas, USA
| | | | - Girija Natarajan
- Department of Pediatrics, Central Michigan University, Detroit, Michigan, USA
| | - Sanket Jani
- Department of Pediatrics, Central Michigan University, Detroit, Michigan, USA
| | - Amit Sharma
- Department of Pediatrics, Central Michigan University, Detroit, Michigan, USA
| | - Michael Cotten
- Department of Pediatrics, Duke University, Durham, North Carolina, USA
| | - Ronald Thomas
- Department of Pediatrics, Central Michigan University, Detroit, Michigan, USA
| | - Sanjay Chawla
- Department of Pediatrics, Central Michigan University, Detroit, Michigan, USA
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Hoffman SB, Govindan RB, Johnston EK, Williams J, Schlatterer SD, du Plessis AJ. Autonomic markers of extubation readiness in premature infants. Pediatr Res 2023; 93:911-917. [PMID: 36400925 DOI: 10.1038/s41390-022-02397-x] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/21/2022] [Revised: 09/28/2022] [Accepted: 10/30/2022] [Indexed: 11/19/2022]
Abstract
BACKGROUND In premature infants, extubation failure is common and difficult to predict. Heart rate variability (HRV) is a marker of autonomic tone. Our aim is to test the hypothesis that autonomic impairment is associated with extubation readiness. METHODS Retrospective study of 89 infants <28 weeks. HRV metrics 24 h prior to extubation were compared for those with and without extubation success within 72 h. Receiver-operating curve analysis was conducted to determine the predictive ability of each metric, and a predictive model was created. RESULTS Seventy-three percent were successfully extubated. The success group had significantly lower oxygen requirement, higher sympathetic HRV metrics, and a lower parasympathetic HRV metric. α1 (measure of autocorrelation, related to sympathetic tone) was the best predictor of success-area under the curve (AUC) of .73 (p = 0.001), and incorporated into a predictive model had an AUC of 0.81 (p < 0.0001)-sensitivity of 81% and specificity of 78%. CONCLUSIONS Extubation success is associated with HRV. We show an autonomic imbalance with low sympathetic and elevated parasympathetic tone in those who failed. α1, a marker of sympathetic tone, was noted to be the best predictor of extubation success especially when incorporated into a clinical model. IMPACT This article depicts autonomic markers predictive of extubation success. We depict an autonomic imbalance in those who fail extubation with heightened parasympathetic and blunted sympathetic signal. We describe a predictive model for extubation success with a sensitivity of 81% and specificity of 78%.
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Affiliation(s)
- Suma B Hoffman
- Division of Neonatology, Children's National Hospital, Washington, DC, USA.
- Department of Pediatrics, The George Washington University School of Medicine and Health Sciences, Washington, DC, USA.
| | - Rathinaswamy B Govindan
- Department of Pediatrics, The George Washington University School of Medicine and Health Sciences, Washington, DC, USA
- Prenatal Pediatrics Institute, Children's National Hospital, Washington, DC, USA
| | - Elena K Johnston
- The George Washington University School of Medicine and Health Sciences, Washington, DC, USA
| | | | - Sarah D Schlatterer
- Department of Pediatrics, The George Washington University School of Medicine and Health Sciences, Washington, DC, USA
- Prenatal Pediatrics Institute, Children's National Hospital, Washington, DC, USA
- Department of Neurology, The George Washington University School of Medicine and Health Sciences, Washington, DC, USA
| | - Adre J du Plessis
- Department of Pediatrics, The George Washington University School of Medicine and Health Sciences, Washington, DC, USA
- Prenatal Pediatrics Institute, Children's National Hospital, Washington, DC, USA
- Department of Neurology, The George Washington University School of Medicine and Health Sciences, Washington, DC, USA
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Borenstein-Levin L, Poppe JA, van Weteringen W, Taal HR, Hochwald O, Kugelman A, Reiss IKM, Simons SHP. Oxygen saturation histogram classification system to evaluate response to doxapram treatment in preterm infants. Pediatr Res 2023; 93:932-937. [PMID: 35739260 DOI: 10.1038/s41390-022-02158-w] [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: 11/02/2021] [Revised: 04/25/2022] [Accepted: 05/22/2022] [Indexed: 11/08/2022]
Abstract
BACKGROUND An oxygen saturation (SpO2) histogram classification system has been shown to enable quantification of SpO2 instability into five types, based on histogram distribution and time spent at SpO2 ≤ 80%. We aimed to investigate this classification system as a tool to describe response to doxapram treatment in infants with severe apnea of prematurity. METHODS This retrospective study included 61 very-low-birth-weight infants who received doxapram. SpO2 histograms were generated over the 24-h before and after doxapram start. Therapy response was defined as a decrease of ≥1 histogram types after therapy start. RESULTS The median (IQR) histogram type decreased from 4 (3-4) before to 3 (2-3) after therapy start (p < 0.001). The median (IQR) FiO2 remained constant before (27% [24-35%]) and after (26% [22-35%]) therapy. Thirty-six infants (59%) responded to therapy within 24 h. In 34/36 (94%) of the responders, invasive mechanical ventilation (IMV) was not required during the first 72 h of therapy, compared to 15/25 (60%) of non-responders (p = 0.002). Positive and negative predictive values of the 24-h response for no IMV requirement within 72 h were 0.46 and 0.94, respectively. CONCLUSIONS Classification of SpO2 histograms provides an objective bedside measure to assess response to doxapram therapy and can serve as a tool to detect changes in oxygenation status around respiratory interventions. IMPACT The SpO2 histogram classification system provides a tool for quantifying response to doxapram therapy. The classification system allowed estimation of the probability of invasive mechanical ventilation requirement, already within a few hours of treatment. The SpO2 histogram classification system allows an objective bedside assessment of the oxygenation status of the preterm infant, making it possible to assess the changes in oxygenation status in response to respiratory interventions.
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Affiliation(s)
- Liron Borenstein-Levin
- Neonatal Intensive Care Unit, Ruth Rappaport Children's Hospital, Rambam Health Campus, Haifa, Israel.
- Rappaport Faculty of Medicine, Technion-Israel Institute of Technology, Haifa, Israel.
| | - Jarinda A Poppe
- Department of Pediatrics, Division of Neonatology, Erasmus MC Sophia Children's Hospital, University Medical Center Rotterdam, Rotterdam, The Netherlands
| | - Willem van Weteringen
- Department of Pediatrics, Division of Neonatology, Erasmus MC Sophia Children's Hospital, University Medical Center Rotterdam, Rotterdam, The Netherlands
| | - H Rob Taal
- Department of Pediatrics, Division of Neonatology, Erasmus MC Sophia Children's Hospital, University Medical Center Rotterdam, Rotterdam, The Netherlands
| | - Ori Hochwald
- Neonatal Intensive Care Unit, Ruth Rappaport Children's Hospital, Rambam Health Campus, Haifa, Israel
- Rappaport Faculty of Medicine, Technion-Israel Institute of Technology, Haifa, Israel
| | - Amir Kugelman
- Neonatal Intensive Care Unit, Ruth Rappaport Children's Hospital, Rambam Health Campus, Haifa, Israel
- Rappaport Faculty of Medicine, Technion-Israel Institute of Technology, Haifa, Israel
| | - Irwin K M Reiss
- Department of Pediatrics, Division of Neonatology, Erasmus MC Sophia Children's Hospital, University Medical Center Rotterdam, Rotterdam, The Netherlands
| | - Sinno H P Simons
- Department of Pediatrics, Division of Neonatology, Erasmus MC Sophia Children's Hospital, University Medical Center Rotterdam, Rotterdam, The Netherlands
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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: 11] [Impact Index Per Article: 11.0] [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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Sweet DG, Carnielli VP, Greisen G, Hallman M, Klebermass-Schrehof K, Ozek E, te Pas A, Plavka R, Roehr CC, Saugstad OD, Simeoni U, Speer CP, Vento M, Visser GH, Halliday HL. European Consensus Guidelines on the Management of Respiratory Distress Syndrome: 2022 Update. Neonatology 2023; 120:3-23. [PMID: 36863329 PMCID: PMC10064400 DOI: 10.1159/000528914] [Citation(s) in RCA: 147] [Impact Index Per Article: 147.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/07/2022] [Accepted: 12/12/2022] [Indexed: 02/17/2023]
Abstract
Respiratory distress syndrome (RDS) care pathways evolve slowly as new evidence emerges. We report the sixth version of "European Guidelines for the Management of RDS" by a panel of experienced European neonatologists and an expert perinatal obstetrician based on available literature up to end of 2022. Optimising outcome for babies with RDS includes prediction of risk of preterm delivery, appropriate maternal transfer to a perinatal centre, and appropriate and timely use of antenatal steroids. Evidence-based lung-protective management includes initiation of non-invasive respiratory support from birth, judicious use of oxygen, early surfactant administration, caffeine therapy, and avoidance of intubation and mechanical ventilation where possible. Methods of ongoing non-invasive respiratory support have been further refined and may help reduce chronic lung disease. As technology for delivering mechanical ventilation improves, the risk of causing lung injury should decrease, although minimising time spent on mechanical ventilation by targeted use of postnatal corticosteroids remains essential. The general care of infants with RDS is also reviewed, including emphasis on appropriate cardiovascular support and judicious use of antibiotics as being important determinants of best outcome. We would like to dedicate this guideline to the memory of Professor Henry Halliday who died on November 12, 2022.These updated guidelines contain evidence from recent Cochrane reviews and medical literature since 2019. Strength of evidence supporting recommendations has been evaluated using the GRADE system. There are changes to some of the previous recommendations as well as some changes to the strength of evidence supporting recommendations that have not changed. This guideline has been endorsed by the European Society for Paediatric Research (ESPR) and the Union of European Neonatal and Perinatal Societies (UENPS).
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Affiliation(s)
- David G. Sweet
- Regional Neonatal Unit, Royal Maternity Hospital, Belfast, UK
| | - Virgilio P. Carnielli
- Department of Neonatology, University Polytechnic Della Marche, University Hospital Ancona, Ancona, Italy
| | - Gorm Greisen
- Department of Neonatology, Rigshospitalet and University of Copenhagen, Copenhagen, Denmark
| | - Mikko Hallman
- Department of Children and Adolescents, Oulu University Hospital and Medical Research Center, University of Oulu, Oulu, Finland
| | - Katrin Klebermass-Schrehof
- Department of Pediatrics and Adolescent Medicine, Division of Neonatology, Medical University of Vienna, Vienna, Austria
| | - Eren Ozek
- Department of Pediatrics, Marmara University Medical Faculty, Istanbul, Turkey
| | - Arjan te Pas
- Leiden University Medical Centre, Leiden, The Netherlands
| | - Richard Plavka
- Division of Neonatology, Department of Obstetrics and Gynecology, General Faculty Hospital and 1st Faculty of Medicine, Charles University, Prague, Czechia
| | - Charles C. Roehr
- Faculty of Health Sciences, University of Bristol, UK and National Perinatal Epidemiology Unit, Oxford Population Health, Medical Sciences Division, University of Oxford, Oxford, UK
| | - Ola D. Saugstad
- Department of Pediatric Research, Oslo University Hospital Rikshospitalet, University of Oslo, Oslo, Norway
- Ann and Robert H. Lurie Children's Hospital of Chicago, Northwestern University Feinberg School of Medicine, Chicago, Illinois, USA
| | | | - Christian P. Speer
- Department of Pediatrics, University Children's Hospital, Wuerzburg, Germany
| | - Maximo Vento
- Department of Pediatrics and Neonatal Research Unit, Health Research Institute La Fe, University and Polytechnic Hospital La Fe, Valencia, Spain
| | - Gerry H.A. Visser
- Department of Obstetrics and Gynecology, University Medical Centre, Utrecht, The Netherlands
| | - Henry L. Halliday
- Department of Child Health, Queen's University Belfast and Royal Maternity Hospital, Belfast, UK
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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: 7.0] [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: 4.0] [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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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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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: 6.0] [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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Dryer RA, Salem A, Saroha V, Greenberg RG, Rysavy MA, Chawla S, Patel RM. Evaluation and validation of a prediction model for extubation success in very preterm infants. J Perinatol 2022; 42:1674-1679. [PMID: 36153409 DOI: 10.1038/s41372-022-01517-z] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/10/2021] [Revised: 09/06/2022] [Accepted: 09/08/2022] [Indexed: 01/19/2023]
Abstract
OBJECTIVE To perform an external validation of a publicly available model predicting extubation success in very preterm infants. STUDY DESIGN Retrospective study of infants born <1250 g at a single center. Model performance evaluated using the area under the receiver operating characteristic curve (AUROC) and comparing observed and expected probabilities of extubation success, defined as survival ≥5 d without an endotracheal tube. RESULTS Of 177 infants, 120 (68%) were extubated successfully. The median (IQR) gestational age was 27 weeks (25-28) and weight at extubation was 915 g (755-1050). The model had acceptable discrimination (AUROC 0.72 [95% CI 0.65-0.80]) and adequate calibration (calibration slope 0.96, intercept -0.06, mean observed-to-expected difference in probability of extubation success -0.08 [95% CI -0.01, -0.15]). CONCLUSIONS The extubation success prediction model has acceptable performance in an external cohort. Additional prospective studies are needed to determine if the model can be improved or how it can be used for clinical benefit.
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Affiliation(s)
- Rebecca A Dryer
- Emory University School of Medicine, Atlanta, GA, USA.,Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - Anand Salem
- Emory University School of Medicine, Atlanta, GA, USA.,Children's Healthcare of Atlanta, Atlanta, GA, USA
| | - Vivek Saroha
- Emory University School of Medicine, Atlanta, GA, USA.,Children's Healthcare of Atlanta, Atlanta, GA, USA
| | - Rachel G Greenberg
- Duke University School of Medicine, Durham, NC, USA.,Duke Clinical Research Institute, Durham, NC, USA
| | - Matthew A Rysavy
- University of Iowa, Iowa City, IA, USA.,University of Texas Health Science Center at Houston, Houston, TX, USA
| | - Sanjay Chawla
- Children's Hospital of Michigan, Central Michigan University, Mt Pleasant, MI, USA
| | - Ravi M Patel
- Emory University School of Medicine, Atlanta, GA, USA. .,Children's Healthcare of Atlanta, Atlanta, GA, USA.
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Lyu T, Tao Y, Hua W, Li L, Tang Y, Jin Y, Wang Y, Ma Y, Ji F, Dou Y, Cao Y, Hu XJ. Care practices and short-term clinical outcomes of very low birth weight infants in Yangtze River Delta in China. BMC Pediatr 2022; 22:676. [PMID: 36418987 PMCID: PMC9685934 DOI: 10.1186/s12887-022-03749-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/25/2022] [Accepted: 11/14/2022] [Indexed: 11/27/2022] Open
Abstract
BACKGROUND Intensive care is of great significance for very low birth weight infants (VLBWI). The Yangtze River Delta is the most ecomonically developed area in China. However, there are few data on the care practices and survival of VLBWI in this region. OBJECTIVES To investigate the prevalence, care practices and motality of VLBWI in Yangtze River Delta in China. METHODS A multi-center retrospective investigation study was conducted at five tertiary hospitals within the Yangtze River Delta in China from January to December 2017. Clinical data included the general characteristics of the infants and the mothers, clinical prognosis, care practices in NICUs was collected by trained research members. RESULTS During the study period, 1059 VLBWIs were included. Infants with birth weight < 750 g, 750-1000 g, 1000-1250 g and 1250-1500 g accounted for 2.3, 14.9, 34.8 and 47.8%, respectively. Premature rupture of membranes (17.8%) was the main cause of premature delivery. The catheterization rates of umbilical vein catheterization (UVC) and peripherally inserted central catheter (PICC) were 25.0 and 64.4%, respectively. The duration of parenteral nutrition was 27.0 ± 19.5 d, the meantime of feeding tube indwelling was 36.2 ± 24.2 d. The corrected gestational age of the infants who reached full oral feeding was 35.8 ± 2.7 weeks. The breast feeding rate in the investigated infants was 61.9%. The mortality rate of preterm infants was 3.4%. The incidence of main complications BPD, PDA, ROP, NEC and sepsis were 24.9, 29.9, 21.7, 9.4 and 13.3% respectively. CONCLUSIONS Maternal and infant care practices need to be improved in the very preterm births. This study provides a baseline for the improvement in the further study.
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Affiliation(s)
- Tianchan Lyu
- grid.411333.70000 0004 0407 2968Children’s Hospital of Fudan University, Shanghai, China
| | - Yibo Tao
- grid.411333.70000 0004 0407 2968Children’s Hospital of Fudan University, Shanghai, China
| | - Wei Hua
- grid.411333.70000 0004 0407 2968Children’s Hospital of Fudan University, Shanghai, China
| | - Liling Li
- grid.411333.70000 0004 0407 2968Children’s Hospital of Fudan University, Shanghai, China
| | - Yunfei Tang
- Wuxi Children’s Hospital, Wuxi, Jiangsu China
| | - Yumei Jin
- Ningbo Women and Children’s Hospital, Ningbo, Zhejiang China
| | - Yan Wang
- grid.489986.20000 0004 6473 1769Anhui Provincial Children’s Hospital, Hefei, Anhui China
| | - Yuelan Ma
- grid.440227.70000 0004 1758 3572Suzhou Municipal Hospital, Suzhou, Jiangsu China
| | - Futing Ji
- grid.411333.70000 0004 0407 2968Children’s Hospital of Fudan University, Shanghai, China
| | - Yalan Dou
- grid.411333.70000 0004 0407 2968Children’s Hospital of Fudan University, Shanghai, China
| | - Yun Cao
- grid.411333.70000 0004 0407 2968Children’s Hospital of Fudan University, Shanghai, China
| | - Xiao-jing Hu
- grid.411333.70000 0004 0407 2968Children’s Hospital of Fudan University, Shanghai, China
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Liu CF, Hung CM, Ko SC, Cheng KC, Chao CM, Sung MI, Hsing SC, Wang JJ, Chen CJ, Lai CC, Chen CM, Chiu CC. An artificial intelligence system to predict the optimal timing for mechanical ventilation weaning for intensive care unit patients: A two-stage prediction approach. Front Med (Lausanne) 2022; 9:935366. [PMID: 36465940 PMCID: PMC9715756 DOI: 10.3389/fmed.2022.935366] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/03/2022] [Accepted: 10/11/2022] [Indexed: 11/03/2023] Open
Abstract
Background For the intensivists, accurate assessment of the ideal timing for successful weaning from the mechanical ventilation (MV) in the intensive care unit (ICU) is very challenging. Purpose Using artificial intelligence (AI) approach to build two-stage predictive models, namely, the try-weaning stage and weaning MV stage to determine the optimal timing of weaning from MV for ICU intubated patients, and implement into practice for assisting clinical decision making. Methods AI and machine learning (ML) technologies were used to establish the predictive models in the stages. Each stage comprised 11 prediction time points with 11 prediction models. Twenty-five features were used for the first-stage models while 20 features were used for the second-stage models. The optimal models for each time point were selected for further practical implementation in a digital dashboard style. Seven machine learning algorithms including Logistic Regression (LR), Random Forest (RF), Support Vector Machines (SVM), K Nearest Neighbor (KNN), lightGBM, XGBoost, and Multilayer Perception (MLP) were used. The electronic medical records of the intubated ICU patients of Chi Mei Medical Center (CMMC) from 2016 to 2019 were included for modeling. Models with the highest area under the receiver operating characteristic curve (AUC) were regarded as optimal models and used to develop the prediction system accordingly. Results A total of 5,873 cases were included in machine learning modeling for Stage 1 with the AUCs of optimal models ranging from 0.843 to 0.953. Further, 4,172 cases were included for Stage 2 with the AUCs of optimal models ranging from 0.889 to 0.944. A prediction system (dashboard) with the optimal models of the two stages was developed and deployed in the ICU setting. Respiratory care members expressed high recognition of the AI dashboard assisting ventilator weaning decisions. Also, the impact analysis of with- and without-AI assistance revealed that our AI models could shorten the patients' intubation time by 21 hours, besides gaining the benefit of substantial consistency between these two decision-making strategies. Conclusion We noticed that the two-stage AI prediction models could effectively and precisely predict the optimal timing to wean intubated patients in the ICU from ventilator use. This could reduce patient discomfort, improve medical quality, and lower medical costs. This AI-assisted prediction system is beneficial for clinicians to cope with a high demand for ventilators during the COVID-19 pandemic.
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Affiliation(s)
- Chung-Feng Liu
- Department of Medical Research, Chi Mei Medical Center, Tainan, Taiwan
| | - Chao-Ming Hung
- Department of General Surgery, E-Da Cancer Hospital, Kaohsiung, Taiwan
- College of Medicine, I-Shou University, Kaohsiung, Taiwan
| | - Shian-Chin Ko
- Department of Respiratory Therapy, Chi Mei Medical Center, Tainan, Taiwan
| | - Kuo-Chen Cheng
- Department of Internal Medicine, Chi Mei Medical Center, Tainan, Taiwan
| | - Chien-Ming Chao
- Department of Intensive Care Medicine, Chi Mei Medical Center, Liouying, Taiwan
- Department of Dental Laboratory Technology, Min-Hwei College of Health Care Management, Liouying, Taiwan
| | - Mei-I Sung
- Department of Respiratory Therapy, Chi Mei Medical Center, Tainan, Taiwan
| | - Shu-Chen Hsing
- Department of Respiratory Therapy, Chi Mei Medical Center, Tainan, Taiwan
| | - Jhi-Joung Wang
- Department of Anesthesiology, Chi Mei Medical Center, Tainan, Taiwan
- Department of Anesthesiology, National Defense Medical Center, Taipei, Taiwan
| | - Chia-Jung Chen
- Department of Information Systems, Chi Mei Medical Center, Tainan, Taiwan
| | - Chih-Cheng Lai
- Division of Hospital Medicine, Department of Internal Medicine, Chi Mei Medical Center, Tainan, Taiwan
| | - Chin-Ming Chen
- Department of Intensive Care Medicine, Chi Mei Medical Center, Tainan, Taiwan
| | - Chong-Chi Chiu
- Department of General Surgery, E-Da Cancer Hospital, Kaohsiung, Taiwan
- School of Medicine, College of Medicine, I-Shou University, Kaohsiung, Taiwan
- Department of Medical Education and Research, E-Da Cancer Hospital, Kaohsiung, Taiwan
- Department of General Surgery, Chi Mei Medical Center, Tainan, Taiwan
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Analysis of predictive parameters for extubation in very low birth weight preterm infants. Pediatr Neonatol 2022; 64:274-279. [PMID: 36443202 DOI: 10.1016/j.pedneo.2022.08.007] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/05/2022] [Revised: 08/09/2022] [Accepted: 08/16/2022] [Indexed: 11/16/2022] Open
Abstract
BACKGROUND Mechanical ventilation is the primary treatment for preterm infants with respiratory failure. Prolonged intubation may lead to complications; thus, early extubation is desirable. No standard criteria exist for determining the appropriateness of extubating very-low-birth-weight (VLBW) infants. This study explored the predictors of successful extubation in preterm VLBW infants. METHODS This retrospective cohort study included 60 preterm VLBW infants who underwent their first extubation in the neonatal intensive care unit in a regional hospital in Hsinchu, Taiwan, between January 2017 and November 2020. Successful extubation was defined as having no requirement of reintubation within 3 days of extubation. Potentially predictive variables, including demographics, prenatal characteristics, and ventilator parameters were compared between a successful extubation group and failed extubation group. RESULTS Of the 60 infants, 47 (78.33%) underwent successful extubation. The successful extubation group had higher Apgar scores at 1 (7 vs. 6, P = 0.02) and 5 min (9 vs. 7, P = 0.007) than those of the failed extubation group. Ventilator inspiratory pressure and mean airway pressure were significantly lower at 24, 16, 8, and 1 h before extubation and upon its completion in the successful extubation group. The areas under a number of the receiver operating characteristic curve curves in this study were moderate, specifically, 0.72, 0.74, and 0.69. Statistical analysis revealed an association between ventilator parameters before 1 h extubation (IP > 17.5cmH2O, MAP >7.5 cmH2O, RSS >1.82) and extubation failure (odds ratio 1.73, 2.27, 2.46 and 95% confidence interval:1.16-2.6, 1.26-4.08, 1.06-5.68, respectively). CONCLUSION Higher Apgar scores at birth, lower ventilator inspiratory pressure, and mean airway pressure 24, 16, 8, and 1 h and 1 h RSS prior to extubation are associated with successful extubation in VLBW preterm infants.
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40
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Shukla VV, Rysavy MA, Das A, Tyson JE, Bell EF, Ambalavanan N, Carlo WA. Outcome prediction in newborn infants: Past, present, and future. Semin Perinatol 2022; 46:151641. [PMID: 35850743 PMCID: PMC10969981 DOI: 10.1016/j.semperi.2022.151641] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/15/2022]
Abstract
The perinatal and neonatal periods are the periods of considerable organ development and maturation. Perinatal and neonatal illnesses can result in mortality and morbidities that burden families and the healthcare system. Outcome prediction is essential for informing perinatal and intensive care management, prognosis, and post-discharge interventions. The Eunice Kennedy Shriver National Institute of Child Health and Human Development Neonatal Research Network (NRN) research databases include hospital and neurodevelopment follow-up outcomes of infants with various underlying diseases and conditions receiving intensive care, providing a unique opportunity to assess outcome risk prediction. The NRN has developed outcome risk prediction tools for use in infants with various diseases and conditions that allow data-driven, transparent discussions to inform family-focused communications and clinical management. This review presents the published neonatal outcome risk prediction research from the NRN, their present clinical utility, and possible future directions for advanced individualized risk prediction.
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Affiliation(s)
- Vivek V Shukla
- University of Alabama at Birmingham, Birmingham, AL, USA.
| | | | - Abhik Das
- RTI International, Research Triangle Park, NC, USA
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He F, Wu D, Sun Y, Lin Y, Wen X, Cheng ASK. Predictors of extubation outcomes among extremely and very preterm infants: a retrospective cohort study. J Pediatr (Rio J) 2022; 98:648-654. [PMID: 35640721 PMCID: PMC9617279 DOI: 10.1016/j.jped.2022.04.001] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/31/2022] [Revised: 04/13/2022] [Accepted: 04/13/2022] [Indexed: 11/25/2022] Open
Abstract
OBJECTIVE To explore the clinical or sociodemographic predictors for both successful and failed extubation among Chinese extremely and very preterm infants METHODS: A retrospective cohort study was carried out among extremely and very preterm infants born at less than 32 weeks of gestational age (GA). RESULTS Compared with the infants who experienced extubation failure, the successful infants had higher birth weight (OR 0.997; CI 0.996-0.998), higher GA (OR 0.582; 95% CI 0.499-0.678), a caesarean section delivery (OR 0.598; 95% CI 0.380-0.939), a higher five-minute Apgar score (OR 0.501; 95% CI 0.257-0.977), and a higher pH prior to extubation (OR 0.008; 95% CI 0.001-0.058). Failed extubation was associated with older mothers (OR 1.055; 95% CI 1.013-1.099), infants intubated in the delivery room (OR 2.820; 95% CI 1.742-4.563), a higher fraction of inspired oxygen (FiO2) prior to extubation (OR 5.246; 95% CI 2.540-10.835), higher partial pressure of carbon dioxide (PCO2) prior to extubation (OR 7.820; 95% CI 3.725-16.420), and higher amounts of lactic acid (OR 1.478;95% CI 1.063-2.056). CONCLUSIONS Higher GA, higher pre-extubation pH, lower pre-extubation FiO2 and PCO, and lower age at extubation are significant predictors of successful extubation among extremely and very preterm infants.
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Affiliation(s)
- Fang He
- Guangzhou Women and Children's Medical Center, Guangzhou Medical University, Neonatal Intensive Care Unit, Guangzhou, China
| | - Dehua Wu
- Guangzhou Women and Children's Medical Center, Institute of Pediatrics, Clinical Data Center, Guangzhou Medical University, Guangzhou, China
| | - Yi Sun
- Guangzhou Women and Children's Medical Center, Institute of Pediatrics, Clinical Data Center, Guangzhou Medical University, Guangzhou, China
| | - Yan Lin
- Guangzhou Women and Children's Medical Center, Department of Nursing, Guangzhou Medical University, Guangzhou, China.
| | - Xiulan Wen
- Guangzhou Women and Children's Medical Center, Department of Nursing, Guangzhou Medical University, Guangzhou, China
| | - Andy S K Cheng
- Department of Rehabilitation Sciences, The Hong Kong Polytechnic University, Hong Kong, China
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Li Z, Xue J, Guo XY, Wang F, Zhang X, Li Q, Tang JL, Ji J, Du GJ. Accuracy of the spontaneous breathing trial using a combined CPAP + PSV model to predict extubation outcomes in very preterm infants. BMC Pediatr 2022; 22:627. [PMID: 36324104 PMCID: PMC9632075 DOI: 10.1186/s12887-022-03642-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/08/2022] [Revised: 09/20/2022] [Accepted: 09/27/2022] [Indexed: 11/06/2022] Open
Abstract
Background Very preterm infants often require mechanical ventilation. However, objective criteria to predict the outcomes of extubation in very premature neonates remain lacking. The aim of this study was to investigate the accuracy of the spontaneous breathing trial (SBT) using a combined model of continuous positive airway pressure (CPAP) and low-level pressure support ventilation (PSV) to predict the extubation outcomes of preterm infants with gestational age < 32 weeks. Methods Preterm infants with gestational age < 32 weeks, birth weight < 1500 g and requiring mechanical ventilation were selected for the study. All infants underwent a 10-minute SBT using CPAP combined with low-level PSV prior to the planned extubation. Then, the infants were extubated within 1 h after SBT. The outcomes of extubation were considered successful if the neonates did not require reintubation 72 h after extubation. Results A total of 119 eligible preterm infants were enrolled in the study, with a median gestational age of 28.9 (27.1–30.3) weeks and a median birth weight of 1100 (900–1350) g. In total, 101 of all infants had successful extubation, 18 of whom failed and eventually had to be reintubated. Of the 102 infants who achieved SBT, 99 were successfully extubated, and 15 of the 17 infants who did not pass SBT had failed extubation. Finally, the diagnostic value for SBT could be assessed with a sensitivity of 98%, a specificity of 83.3%, a positive predictive value of 97.1% and a negative predictive value of 88.2%. Conclusion SBT using a combined CPAP + low-level PSV model can predict the outcomes of extubation in very preterm infants with high sensitivity and specificity.
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Affiliation(s)
- Zhe Li
- grid.27255.370000 0004 1761 1174Department of Neonatology, The Second Hospital, Cheeloo College of Medicine, Shandong University, 250033 Jinan, Shandong China
| | - Jiang Xue
- grid.27255.370000 0004 1761 1174Department of Neonatology, The Second Hospital, Cheeloo College of Medicine, Shandong University, 250033 Jinan, Shandong China
| | - Xin-Yuan Guo
- grid.27255.370000 0004 1761 1174Department of Neonatology, The Second Hospital, Cheeloo College of Medicine, Shandong University, 250033 Jinan, Shandong China
| | - Fang Wang
- grid.27255.370000 0004 1761 1174Department of Rheumatology, Qilu Hospital, Cheeloo College of Medicine, Shandong University, 250012 Jinan, Shandong China
| | - Xue Zhang
- grid.27255.370000 0004 1761 1174Department of Neonatology, The Second Hospital, Cheeloo College of Medicine, Shandong University, 250033 Jinan, Shandong China
| | - Qi Li
- grid.27255.370000 0004 1761 1174Department of Neonatology, The Second Hospital, Cheeloo College of Medicine, Shandong University, 250033 Jinan, Shandong China
| | - Jing-Liang Tang
- grid.413059.a0000 0000 9952 9510School of Ethnic Medicine, Key Laboratory of Chemistry in Ethnic Medicinal Resources, State Ethnic Affairs Commission & Ministry of Education, Yunnan Minzu University, 650500 Kunming, Yunnan, China
| | - Juan Ji
- Department of Neonatology, Feixian People’s Hospital, 273400 Feixian, Shandong China
| | - Guang-Jun Du
- grid.460018.b0000 0004 1769 9639Department of Anesthesiology, Shandong Provincial Hospital Affiliated to Shandong First Medical University, 250021 Jinan, Shandong China
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Leigh RM, Pham A, Rao SS, Vora FM, Hou G, Kent C, Rodriguez A, Narang A, Tan JBC, Chou FS. Machine learning for prediction of bronchopulmonary dysplasia-free survival among very preterm infants. BMC Pediatr 2022; 22:542. [PMID: 36100848 PMCID: PMC9469562 DOI: 10.1186/s12887-022-03602-w] [Citation(s) in RCA: 9] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/30/2022] [Accepted: 09/07/2022] [Indexed: 11/10/2022] Open
Abstract
Background Bronchopulmonary dysplasia (BPD) is one of the most common and serious sequelae of prematurity. Prompt diagnosis using prediction tools is crucial for early intervention and prevention of further adverse effects. This study aims to develop a BPD-free survival prediction tool based on the concept of the developmental origin of BPD with machine learning. Methods Datasets comprising perinatal factors and early postnatal respiratory support were used for initial model development, followed by combining the two models into a final ensemble model using logistic regression. Simulation of clinical scenarios was performed. Results Data from 689 infants were included in the study. We randomly selected data from 80% of infants for model development and used the remaining 20% for validation. The performance of the final model was assessed by receiver operating characteristics which showed 0.921 (95% CI: 0.899–0.943) and 0.899 (95% CI: 0.848–0.949) for the training and the validation datasets, respectively. Simulation data suggests that extubating to CPAP is superior to NIPPV in BPD-free survival. Additionally, successful extubation may be defined as no reintubation for 9 days following initial extubation. Conclusions Machine learning-based BPD prediction based on perinatal features and respiratory data may have clinical applicability to promote early targeted intervention in high-risk infants.
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Affiliation(s)
- Rebekah M Leigh
- Loma Linda University School of Medicine, Loma Linda, CA, USA
| | - Andrew Pham
- Division of Neonatology, Department of Pediatrics, Loma Linda University School of Medicine, Loma Linda, CA, USA
| | - Srinandini S Rao
- Division of Neonatology, Department of Pediatrics, Loma Linda University School of Medicine, Loma Linda, CA, USA
| | - Farha M Vora
- Division of Neonatology, Department of Pediatrics, Loma Linda University School of Medicine, Loma Linda, CA, USA
| | - Gina Hou
- Division of Neonatology, Department of Pediatrics, Loma Linda University School of Medicine, Loma Linda, CA, USA
| | - Chelsea Kent
- Loma Linda University School of Medicine, Loma Linda, CA, USA
| | | | - Arvind Narang
- Business Intelligence and Data Governance, Loma Linda University Health, Loma Linda, CA, USA
| | | | - Fu-Sheng Chou
- Division of Neonatology, Department of Pediatrics, Loma Linda University School of Medicine, Loma Linda, CA, USA. .,Kaiser Permanente Riverside Medical Center, 10800 Magnolia Ave., Riverside, CA, 92505, USA.
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Shin SH, Shin SH, Kim SH, Song IG, Jung YH, Kim EK, Kim HS. Noninvasive Neurally Adjusted Ventilation in Postextubation Stabilization of Preterm Infants: A Randomized Controlled Study. J Pediatr 2022; 247:53-59.e1. [PMID: 35460702 DOI: 10.1016/j.jpeds.2022.04.025] [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: 12/22/2021] [Revised: 04/07/2022] [Accepted: 04/15/2022] [Indexed: 11/16/2022]
Abstract
OBJECTIVE To compare the effects of noninvasive neurally adjusted ventilatory assist (NIV-NAVA) to nasal continuous positive airway pressure (NCPAP) in achieving successful extubation in preterm infants. STUDY DESIGN This prospective, single-center, randomized controlled trial enrolled preterm infants born at <30 weeks of gestation who received invasive ventilation. Participants were assigned at random to either NIV-NAVA or NCPAP after their first extubation from invasive ventilation. The primary outcome of the study was extubation failure within 72 hours of extubation. Electrical activity of the diaphragm (Edi) values were collected before extubation and at 1, 4, 12, and 24 hours after extubation. RESULTS A total of 78 infants were enrolled, including 35 infants in the NIV-NAVA group and 35 infants in the NCPAP group. Extubation failure within 72 hours of extubation was higher in the NCPAP group than in the NIV-NAVA group (28.6% vs 8.6%; P = .031). The duration of respiratory support and incidence of severe bronchopulmonary dysplasia were similar in the 2 groups. Peak and swing Edi values were comparable before and at 1 hour after extubation, but values at 4, 12, and 24 hours after extubation were lower in the NIV-NAVA group compared with the NCPAP group. CONCLUSIONS In the present trial, NIV-NAVA was more effective than NCPAP in preventing extubation failure in preterm infants. TRIAL REGISTRATION ClinicalTrials.gov: NCT02590757.
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Affiliation(s)
- Seung Han Shin
- Department of Pediatrics, Seoul National University College of Medicine, Seoul, Republic of Korea; Department of Pediatrics, Seoul National University Children's Hospital, Seoul, Republic of Korea
| | - Seung Hyun Shin
- Department of Pediatrics, Seoul National University College of Medicine, Seoul, Republic of Korea
| | - Seh Hyun Kim
- Department of Pediatrics, Seoul National University Children's Hospital, Seoul, Republic of Korea
| | - In Gyu Song
- Department of Pediatrics, Seoul National University College of Medicine, Seoul, Republic of Korea; Department of Pediatrics, Korea University Guro Hospital, Seoul, Republic of Korea
| | - Young Hwa Jung
- Department of Pediatrics, Seoul National University College of Medicine, Seoul, Republic of Korea; Department of Pediatrics, Seoul National University Bundang Hospital, Sungnam-si, Republic of Korea
| | - Ee-Kyung Kim
- Department of Pediatrics, Seoul National University College of Medicine, Seoul, Republic of Korea; Department of Pediatrics, Seoul National University Children's Hospital, Seoul, Republic of Korea
| | - Han-Suk Kim
- Department of Pediatrics, Seoul National University College of Medicine, Seoul, Republic of Korea; Department of Pediatrics, Seoul National University Children's Hospital, Seoul, Republic of Korea.
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Ohnstad MO, Stensvold HJ, Pripp AH, Tvedt CR, Jelsness-Jørgensen LP, Astrup H, Eriksen BH, Klingenberg C, Mreihil K, Pedersen T, Rettedal S, Selberg TR, Solberg R, Støen R, Rønnestad AE. Predictors of extubation success: a population-based study of neonates below a gestational age of 26 weeks. BMJ Paediatr Open 2022; 6:10.1136/bmjpo-2022-001542. [PMID: 36053650 PMCID: PMC9367191 DOI: 10.1136/bmjpo-2022-001542] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/11/2022] [Accepted: 07/19/2022] [Indexed: 11/12/2022] Open
Abstract
OBJECTIVE The aim of the study was to investigate first extubation attempts among extremely premature (EP) infants and to explore factors that may increase the quality of clinical judgement of extubation readiness. DESIGN AND METHOD A population-based study was conducted to explore first extubation attempts for EP infants born before a gestational age (GA) of 26 weeks in Norway between 1 January 2013 and 31 December 2018. Eligible infants were identified via the Norwegian Neonatal Network database. The primary outcome was successful extubation, defined as no reintubation within 72 hours after extubation. RESULTS Among 482 eligible infants, 316 first extubation attempts were identified. Overall, 173 (55%) infants were successfully extubated, whereas the first attempt failed in 143 (45%) infants. A total of 261 (83%) infants were extubated from conventional ventilation (CV), and 55 (17%) infants were extubated from high-frequency oscillatory ventilation (HFOV). In extubation from CV, pre-extubation fraction of inspired oxygen (FiO2) ≤0.35, higher Apgar score, higher GA, female sex and higher postnatal age were important predictors of successful extubation. In extubation from HFOV, a pre-extubation FiO2 level ≤0.35 was a relevant predictor of successful extubation. CONCLUSIONS The correct timing of extubation in EP infants is important. In this national cohort, 55% of the first extubation attempts were successful. Our results suggest that additional emphasis on oxygen requirement, sex and general condition at birth may further increase extubation success when clinicians are about to extubate EP infants for the first time.
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Affiliation(s)
- Mari Oma Ohnstad
- Department for Postgraduate Studies, Lovisenberg Diaconal University College, Oslo, Norway .,Institute of Clinical Medicine, Medical Faculty, University of Oslo, Oslo, Norway
| | - Hans Jørgen Stensvold
- Department of Neonatal Intensive Care, Division of Pediatric and Adolescent Medicine, Oslo University Hospital, Oslo, Norway.,Norwegian Neonatal Network, Oslo University Hospital, Oslo, Norway
| | - Are Hugo Pripp
- Oslo Centre of Biostatistics and Epidemiology, Research Support Services, Oslo, Norway.,Faculty of Health Sciences, Oslo Metropolitan University, Oslo, Norway
| | - Christine Raaen Tvedt
- Department for Postgraduate Studies, Lovisenberg Diaconal University College, Oslo, Norway
| | - Lars-Petter Jelsness-Jørgensen
- Department for Postgraduate Studies, 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 Paediatrics, Møre og Romsdal Hospital Trust, Alesund, Norway.,Clinical Research Unit, Norwegian University of Science and Technology, Trondheim, Norway
| | - Claus Klingenberg
- Faculty of Health Sciences, University of Tromsø, Tromso, Norway.,Department of Pediatrics, University Hospital of North Norway, Tromso, Norway
| | - Khalaf Mreihil
- Department of Pediatric and Adolescent Medicine, Akershus University Hospital, Lorenskog, Norway
| | - Tanja Pedersen
- Neonatal Intensive Care Unit, Department of Pediatrics, Haukeland University Hospital, Bergen, Norway
| | - Siren Rettedal
- Department of Paediatrics, Stavanger University Hospital, Stavanger, Norway.,Faculty of Health Sciences, University of Stavanger, Stavanger, Norway
| | - Terje Reidar Selberg
- Department of Pediatric and Adolescent Medicine, Ostfold County Hospital, Gralum, Norway
| | - Rønnaug Solberg
- Department of Paediatrics, Vestfold Hospital Trust, Tonsberg, Norway.,Department of Paediatric Research, Oslo University Hospital, Oslo, Norway
| | - Ragnhild Støen
- Department of Paediatrics, St Olavs Hospital Trondheim University Hospital, Trondheim, Norway.,Department of Clinical and Molecular Medicine, Norwegian University of Science and Technology, Trondheim, Norway
| | - Arild E Rønnestad
- Institute of Clinical Medicine, Medical Faculty, University of Oslo, Oslo, Norway.,Department of Neonatal Intensive Care, Division of Pediatric and Adolescent Medicine, Oslo University Hospital, Oslo, Norway.,Norwegian Neonatal Network, Oslo University Hospital, Oslo, Norway.,Research group for clinical neonatal medicine and epidemiology, Institute of clinical medicine, Oslo, Norway
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46
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Wang L, Li J, Yu Y, Huang L, Huang X, Fan X, Zhang X, Zhang C, Liu Q, Sun A, Zhang Y, Cao Y, Xu P, Liu X, Wu J, Yang Z, Sun R, Ren X, Li J, Wan X, Qiu B, Niu S, Zhu R, Wang X, Zhang Y, Gao Y, Deng L, Shi J, Bi M. Initial respiratory support modality and outcome in preterm infants with less than 32 weeks of gestation in China: A multicentre retrospective cohort study. Paediatr Perinat Epidemiol 2022; 36:390-398. [PMID: 34431114 PMCID: PMC9291106 DOI: 10.1111/ppe.12801] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/24/2021] [Revised: 06/19/2021] [Accepted: 06/27/2021] [Indexed: 11/29/2022]
Abstract
BACKGROUND For initial respiratory management, continuous positive airway pressure (CPAP) is increasingly used for preterm infants, especially for gestational age less than 32 weeks. However, neonatologists are concerned about the potential risks of CPAP support failure. OBJECTIVES To examine the association between different initial respiratory support modalities and the outcomes of preterm infants at <32 weeks of gestation across multiple neonatal intensive care units (NICU) in China. METHODS This study was carried out over a period of 12 months in 2018. Unadjusted relative risks (RR) for demographic and clinical characteristics were calculated for CPAP failure and CPAP success in the total cohort using log-linear model based on generalised estimating equations for clustered observations. RESULTS Among 1560 preterm infants delivered at <32 weeks, the incidence of CPAP failure was 10.3%. After adjustment for demographic and clinical factors, the relative risk of mortality (RR 7.54, 95% CI 5.56, 10.44), pneumothorax (RR 9.85, 95% CI 2.89, 61.53), pulmonary haemorrhage (RR 7.78, 95% CI 4.51, 14.64) and BPD (RR 3.65, 95% CI 3.65, 4.51) were considerably higher for infants in the CPAP failure group than those in the CPAP-S group. However, the risk of poor outcomes in CPAP failure infants was similar to that of those in the initial mechanical ventilation (MV) group. CONCLUSIONS Continuous positive airway pressure failure was associated with an increased risk of mortality and major morbidities, including BPD, pulmonary haemorrhage and pneumothorax, and was comparable to the risk associated with initial MV.
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Affiliation(s)
- Li Wang
- The First Affiliated Hospital of Sun Yat‐sen UniversityGuangzhouChina,Eyast Branch of Provincial Hospital Affiliated to Shandong UniversityJinanChina
| | - Jia‐hui Li
- The First Affiliated Hospital of Shandong First Medical UniversityJinanChina
| | - Yong‐hui Yu
- Eyast Branch of Provincial Hospital Affiliated to Shandong UniversityJinanChina
| | - Lei Huang
- Shandong Provincial Maternal and Child Health Care HospitalCheeloo College of MedicineShandong UniversityJinanChina
| | | | - Xiu‐fang Fan
- Jinan Maternity and Child Healthcare HospitalJinanChina
| | | | | | | | - Ai‐rong Sun
- Linyi Maternal and Child Health Care HospitalLinyiChina
| | - Yong‐feng Zhang
- Affiliated Hospital of Weifang Medical UniversityWeifangChina
| | | | - Ping Xu
- Liaocheng People's HospitalLiaochengChina
| | | | - Jing‐cai Wu
- Maternity and Child Health Care of ZaozhuangZaozhuangChina
| | | | | | - Xue‐yun Ren
- Affiliated Hospital of Jining Medical CollegeJiningChina
| | - Jing Li
- The Second Affiliated Hospital of Shandong First Medical UniversityJinanChina
| | - Xiao‐li Wan
- Jinan second Maternity and Child Health Care HospitalJinanChina
| | | | - Shi‐ping Niu
- Zibo Maternal and Child Health HospitalZiboChina
| | | | - Xiao‐kang Wang
- Central Branch of Provincial Hospital Affiliated to Shandong UniversityJinanChina
| | | | | | | | - Jing Shi
- Liaocheng Second People's HospitalLiaochengChina
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47
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Mandhari HA, Al Riyami B, Khan A, Nonoyama M, Rizvi SGA. Risk Factors of Extubation Failure in Intubated Preterm Infants at a Tertiary Care Hospital in Oman. Sultan Qaboos Univ Med J 2022; 22:247-252. [PMID: 35673279 PMCID: PMC9155026 DOI: 10.18295/squmj.8.2021.122] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/08/2020] [Revised: 02/10/2021] [Accepted: 04/07/2021] [Indexed: 11/29/2022] Open
Abstract
Objectives This study aimed to determine extubation failure (EF) rate among intubated preterm infants (<37 weeks gestational age [GA]) admitted to a tertiary care neonatal intensive care unit (NICU) in Oman and identify the risk factors associated with EF. Methods This retrospective study included all intubated preterm infants (<37 weeks GA) admitted to the NICU at Sultan Qaboos University Hospital (SQUH) from January 2013 to December 2017. EF was defined as reintubation within seven days of planned extubation. Demographics, ventilation parameters, blood gas values and other possible risk factors of EF were collected. Statistical analysis included comparisons between EF and extubation success (ES) groups and a binary logistic regression analysis. Results A total of 190 preterm infants were intubated during the study period with 140 eligible for analysis. A total of 106 infants (75.7%) were successfully extubated while 34 (24.3%) failed extubation. GA <28 weeks (P = 0.029), lower 1-minute Apgar score (P = 0.023) and patent ductus arteriosus diagnosis (P = 0.018) were significantly associated with EF. After the multivariate analysis, only GA <28 weeks predicted EF with an adjusted odds ratio of 2.621 (95% confidence interval: 1.118 - 6.146). Conclusion EF rate in preterm infants admitted at the NICU of SQUH was within international rates. GA <28 weeks was the only predictor of the identified extubation failure. Neonatal practitioners need to seriously consider extreme prematurity in the extubation process and consider implementing strategies to decrease extubation failure in this group of fragile infants.
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Affiliation(s)
- Hilal Al Mandhari
- Department of Child Health, Sultan Qaboos University Hospital, Muscat, Oman
| | - Buthina Al Riyami
- College of Medicine and Health Sciences, Sultan Qaboos University, Muscat, Oman
| | - Ashfaq Khan
- Department of Child Health, Sultan Qaboos University Hospital, Muscat, Oman
| | - Mika Nonoyama
- Department of Respiratory Therapy and Child Health Evaluative Sciences, Hospital for Sick Children, Toronto, Canada
- Faculty of Health Sciences, Ontario Tech University, Oshawa, Canada
| | - Syed G. A. Rizvi
- Department of Family Medicine & Public Health, Sultan Qaboos University, Muscat, Oman
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48
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Sindelar R, Nakanishi H, Stanford AH, Colaizy TT, Klein JM. Respiratory management for extremely premature infants born at 22 to 23 weeks of gestation in proactive centers in Sweden, Japan, and USA. Semin Perinatol 2022; 46:151540. [PMID: 34872750 DOI: 10.1016/j.semperi.2021.151540] [Citation(s) in RCA: 10] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/16/2023]
Abstract
Survival of preterm newborn infants have increased steadily since the introduction of surfactant treatment and antenatal steroids. In the absence of randomized controlled trials on ventilatory strategies in extremely preterm infants, we present ventilatory strategies applied during the initial phase and the continued ventilatory care as applied in three centers with proactive prenatal and postnatal management and well documented good outcomes in terms of mortality and morbidity in this cohort of infants.
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Affiliation(s)
- Richard Sindelar
- Department of Women's and Children's Health, Uppsala University, Uppsala, Sweden.
| | - Hidehiko Nakanishi
- Research and Development Center for New Medical Frontiers, Division of Neonatal Intensive Care Medicine, Kitasato University School of Medicine, Kanagawa, Japan
| | - Amy H Stanford
- Division of Neonatology, Stead Family Department of Pediatrics, University of Iowa, Iowa City, IA, USA
| | - Tarah T Colaizy
- Division of Neonatology, Stead Family Department of Pediatrics, University of Iowa, Iowa City, IA, USA
| | - Jonathan M Klein
- Division of Neonatology, Stead Family Department of Pediatrics, University of Iowa, Iowa City, IA, USA
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49
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Dagle JM, Rysavy MA, Hunter SK, Colaizy TT, Elgin TG, Giesinger RE, McElroy SJ, Harmon HM, Klein JM, McNamara PJ, Segar JL, Thomas BA, Bischoff AR, Rios DR, Lindower JB, Bermick JR, Lee SS, Wong SW, Roghair RD, Morgan-Harris AT, Niwas R, Arikat S, Boly TJ, Segar JL. Cardiorespiratory management of infants born at 22 weeks' gestation: The Iowa approach. Semin Perinatol 2022; 46:151545. [PMID: 34893337 DOI: 10.1016/j.semperi.2021.151545] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Abstract
The approach to clinical care of infants born at 22 weeks' gestation must be consistent and well-designed if optimal results are to be expected. Publications from several international centers have demonstrated that, although there may be variance in aspects of care in this vulnerable population, treatment should be neither random nor inconsistent. In designing a standardized approach, careful attention should be paid to the unique anatomy, physiology, and biochemistry of this vulnerable patient population. Emerging evidence, suggesting a link between cardiopulmonary health and longer-term sequela, highlights the importance of understanding the relationship between cardiorespiratory illnesses of the 22-week infant, treatments provided, and subsequent cardiopulmonary development. In this review we will provide an overview to our approach to cardiopulmonary assessment and treatment, with a particular emphasis on the importance of early recognition of atypical phenotypes, timely interventions with evidence-based treatments, and longitudinal monitoring.
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Affiliation(s)
- John M Dagle
- Stead Family Division of Neonatology and Departments of Pediatrics, Staff Neonatologist, Stead Family Children's Hospital, Biochemistry, and Epidemiology, University of Iowa, USA.
| | - Matthew A Rysavy
- Stead Family Division of Neonatology and Departments of Pediatrics, Staff Neonatologist, Stead Family Children's Hospital, Biochemistry, and Epidemiology, University of Iowa, USA
| | | | - Tarah T Colaizy
- Stead Family Division of Neonatology and Departments of Pediatrics, Staff Neonatologist, Stead Family Children's Hospital, Biochemistry, and Epidemiology, University of Iowa, USA
| | - Timothy G Elgin
- Stead Family Division of Neonatology and Departments of Pediatrics, Staff Neonatologist, Stead Family Children's Hospital, Biochemistry, and Epidemiology, University of Iowa, USA
| | - Regan E Giesinger
- Stead Family Division of Neonatology and Departments of Pediatrics, Staff Neonatologist, Stead Family Children's Hospital, Biochemistry, and Epidemiology, University of Iowa, USA
| | - Steve J McElroy
- Stead Family Division of Neonatology and Departments of Pediatrics, Staff Neonatologist, Stead Family Children's Hospital, Biochemistry, and Epidemiology, University of Iowa, USA
| | - Heidi M Harmon
- Stead Family Division of Neonatology and Departments of Pediatrics, Staff Neonatologist, Stead Family Children's Hospital, Biochemistry, and Epidemiology, University of Iowa, USA
| | - Jonathan M Klein
- Stead Family Division of Neonatology and Departments of Pediatrics, Staff Neonatologist, Stead Family Children's Hospital, Biochemistry, and Epidemiology, University of Iowa, USA
| | - Patrick J McNamara
- Stead Family Division of Neonatology and Departments of Pediatrics, Staff Neonatologist, Stead Family Children's Hospital, Biochemistry, and Epidemiology, University of Iowa, USA; Obstetrics and Gynecology and Internal Medicine, USA; University of Iowa, Iowa City, IA, USA
| | | | | | - Brady A Thomas
- Stead Family Division of Neonatology and Departments of Pediatrics, Staff Neonatologist, Stead Family Children's Hospital,Biochemistry, and Epidemiology, University of Iowa, USA
| | - Adrianne R Bischoff
- Stead Family Division of Neonatology and Departments of Pediatrics, Staff Neonatologist, Stead Family Children's Hospital,Biochemistry, and Epidemiology, University of Iowa, USA
| | - Danielle R Rios
- Stead Family Division of Neonatology and Departments of Pediatrics, Staff Neonatologist, Stead Family Children's Hospital,Biochemistry, and Epidemiology, University of Iowa, USA
| | - Julie B Lindower
- Stead Family Division of Neonatology and Departments of Pediatrics, Staff Neonatologist, Stead Family Children's Hospital,Biochemistry, and Epidemiology, University of Iowa, USA
| | - Jennifer R Bermick
- Stead Family Division of Neonatology and Departments of Pediatrics, Staff Neonatologist, Stead Family Children's Hospital,Biochemistry, and Epidemiology, University of Iowa, USA
| | - Stephanie S Lee
- Stead Family Division of Neonatology and Departments of Pediatrics, Staff Neonatologist, Stead Family Children's Hospital,Biochemistry, and Epidemiology, University of Iowa, USA
| | - Samuel W Wong
- Stead Family Division of Neonatology and Departments of Pediatrics, Staff Neonatologist, Stead Family Children's Hospital,Biochemistry, and Epidemiology, University of Iowa, USA
| | - Robert D Roghair
- Stead Family Division of Neonatology and Departments of Pediatrics, Staff Neonatologist, Stead Family Children's Hospital,Biochemistry, and Epidemiology, University of Iowa, USA
| | - Ana Tracey Morgan-Harris
- Stead Family Division of Neonatology and Departments of Pediatrics, Staff Neonatologist, Stead Family Children's Hospital,Biochemistry, and Epidemiology, University of Iowa, USA
| | - Ram Niwas
- Stead Family Division of Neonatology and Departments of Pediatrics, Staff Neonatologist, Stead Family Children's Hospital,Biochemistry, and Epidemiology, University of Iowa, USA
| | - Sunny Arikat
- Stead Family Division of Neonatology and Departments of Pediatrics, Staff Neonatologist, Stead Family Children's Hospital,Biochemistry, and Epidemiology, University of Iowa, USA
| | - Timothy J Boly
- Stead Family Division of Neonatology and Departments of Pediatrics, Staff Neonatologist, Stead Family Children's Hospital,Biochemistry, and Epidemiology, University of Iowa, USA
| | - Jeffrey L Segar
- Department of Pediatrics, Medical College of Wisconsin, Milwaukee, WI, USA
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50
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Wang L, Zhao LL, Xu JJ, Yu YH, Li ZL, Zhang FJ, Wen HM, Wu HH, Deng LP, Yang HY, Li L, Ding LL, Wang XK, Zhang CY, Wang H. Association between pulmonary hemorrhage and CPAP failure in very preterm infants. Front Pediatr 2022; 10:938431. [PMID: 36160772 PMCID: PMC9500376 DOI: 10.3389/fped.2022.938431] [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: 05/07/2022] [Accepted: 07/21/2022] [Indexed: 11/13/2022] Open
Abstract
BACKGROUND Pulmonary hemorrhage (PH) in neonates is a life-threatening respiratory complication. We aimed to analyze the perinatal risk factors and morbidity with PH among very preterm infants in a large multicenter study. METHODS This was a multicenter case-control study based on a prospective cohort. Participants included 3,680 in-born infants with a gestational age at 24-32 weeks (birth weight <1,500 g) who were admitted between January 1, 2019, and October 31, 2021. All infants were divided into two groups, namely, the PH and no-PH groups, at a ratio of 1:2 according to the following factors: gestational age (GA), birth weight (BW), and the Score for Neonatal Acute Physiology with Perinatal extension II (SNAPPE II). Perinatal factors and outcomes were compared between the two groups by logistic regression analyses. RESULTS A total of 3,680 infants were included in the study, and the number of identified cases of PH was 262 (7.1%). The incidence was 16.9% (136/806) for neonates with extremely low BW (BW < 1,000 g) infants. The multivariate analysis showed that CPAP failure (OR 2.83, 95% CI 1.57, 5.08) was significantly associated with PH. PH was associated with a high likelihood of death (OR 3.81, 95% CI 2.67, 5.43) and bronchopulmonary dysplasia (BPD) (≥grade II) (OR 1.58, 95% CI 1.00, 2.48). CONCLUSIONS In this multicenter case-control study based on a prospective cohort, PH to be common among VLBW infants. PH is associated with significant morbidity and mortality, and perinatal management, especially CPAP failure. Respiratory management strategies to decrease the risk of PH should be optimized.
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Affiliation(s)
- Li Wang
- The First Affiliated Hospital of Sun Yat-sen University, Guangzhou, China.,Shandong Provincial Hospital Affiliated to Shandong First Medical University, Jinan, China
| | - Li-Li Zhao
- Liaocheng People's Hospital, Liaocheng, China
| | - Jia-Ju Xu
- Yantai Yuhuangding Hospital, Yantai, China
| | - Yong-Hui Yu
- Shandong Provincial Hospital Affiliated to Shandong First Medical University, Jinan, China
| | | | - Feng-Juan Zhang
- The First Affiliated Hospital of Shandong First Medical University, Jinan, China
| | - Hui-Min Wen
- Hebei PetroChina Central Hospital, Langfang, China
| | - Hai-Huan Wu
- Baogang Third Hospital of Hongci Group, Baotou, China
| | | | - Hui-Yu Yang
- Women and Children's Healthcare Hospital of Linyi, Linyi, China
| | - Li Li
- Linyi People's Hospital, Linyi, China
| | - Lan-Lan Ding
- Jinan Maternity and Child Health Care Hospital, Jinan, China
| | - Xiao-Kang Wang
- Central Hospital of Shandong Provincial Hospital Affiliated to Shandong First Medical University, Jinan, China
| | | | - Hui Wang
- Hebei PetroChina Central Hospital, Langfang, China
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