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Akin MS, Kas G, Aydin E, Cetinkaya AK, Ece I, Sari FN, Alyamac Dizdar E. Association between early pulmonary arterial pressure measurements and bronchopulmonary dysplasia or mortality in very preterm infants: a prospective cohort study. Arch Dis Child Fetal Neonatal Ed 2025; 110:291-296. [PMID: 39389763 DOI: 10.1136/archdischild-2024-327169] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/20/2024] [Accepted: 09/12/2024] [Indexed: 10/12/2024]
Abstract
BACKGROUND Prematurity is a significant risk for bronchopulmonary dysplasia related pulmonary artery pressure. OBJECTIVE To determine the association between pulmonary artery pressure in the early days of life and the development of bronchopulmonary dysplasia or mortality. METHODS This prospective observational cohort study included infants born at <32 weeks and weighing <1500 g. Pulmonary artery pressure was measured between postnatal days 3 and 7. Pulmonary hypertension was defined as systolic pulmonary artery pressure ≥40 mm Hg or systolic pulmonary artery pressure/systolic blood pressure >0.5 (pulmonary hypertension criterion-1). Infants were categorised into pulmonary hypertension and non-pulmonary hypertension groups. The primary endpoint was bronchopulmonary dysplasia or mortality. Receiver operating characteristic analysis established a new threshold value for predicting bronchopulmonary dysplasia or mortality (pulmonary hypertension criterion-2). Infants were reanalysed according to new criteria. RESULTS A total of 329 infants were included in this study. Moderate-to-severe pulmonary hypertension was identified in 24% (n=79) of the infants. The pulmonary hypertension group exhibited a significantly lower gestational age, lower birth weight and a higher incidence of small for gestational age. Systolic pulmonary artery pressure >25 mm Hg or systolic pulmonary artery pressure/systolic blood pressure >0.35 was defined as the pulmonary hypertension criterion-2. Logistic regression analysis identified pulmonary hypertension criterion-2 as an independent risk factor for moderate-to-severe bronchopulmonary dysplasia or mortality (OR 2.67, 95% CI 1.3 to 5.51, p<0.01). CONCLUSION Pulmonary artery pressure exceeding 25 mm Hg in the early days of life may be considered a potential risk factor for bronchopulmonary dysplasia or mortality.
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Affiliation(s)
- Mustafa Senol Akin
- Department of Neonatology, Ankara City Hospital Children's Hospital, Ankara, Turkey
| | - Gökce Kas
- Department of Pediatric Cardiology, Ankara City Hospital Children's Hospital, Ankara, Turkey
| | - Emre Aydin
- Department of Pediatrics, Ankara City Hospital Children's Hospital, Ankara, Turkey
| | | | - Ibrahim Ece
- Department of Pediatric Cardiology, Ankara City Hospital Children's Hospital, Ankara, Turkey
| | - Fatma Nur Sari
- Department of Neonatology, Ankara City Hospital Children's Hospital, University of Health Sciences, Cankaya, Ankara, Turkey
| | - Evrim Alyamac Dizdar
- Department of Neonatology, Ankara City Hospital Children's Hospital, University of Health Sciences, Cankaya, Ankara, Turkey
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Mascarenhas D, Al-Balushi M, Al-Sabahi A, Weisz DE, Jain A, Jasani B. Pulmonary hypertension in preterm neonates with bronchopulmonary dysplasia: a meta-analysis. Arch Dis Child Fetal Neonatal Ed 2024:fetalneonatal-2024-327547. [PMID: 39603794 DOI: 10.1136/archdischild-2024-327547] [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: 06/18/2024] [Accepted: 11/06/2024] [Indexed: 11/29/2024]
Abstract
CONTEXT Knowledge gaps exist on the incidence and risk factors for developing pulmonary hypertension (PH) in preterm infants with bronchopulmonary dysplasia (BPD) and its impact on outcomes. OBJECTIVE To systematically review and meta-analyse the incidence, risk factors and short- and long-term outcomes of BPD-PH in preterm infants. DESIGN PubMed, Embase, Cochrane CENTRAL and CINAHL were searched for studies including infants<37 weeks gestational age (GA) or birth weight<2500 g with BPD-PH versus BPD-no PH from inception until 5 April 2023. MAIN OUTCOME MEASURES Incidence, risk factors and short- and long-term outcomes. RESULTS 44 observational studies evaluating 7677 preterm infants were included. The incidence of PH in mild, moderate and severe BPD was 5%, 18% and 41%, respectively. Small for GA (25 studies; N=5814; OR 1.8; 95% CI 1.3, 2.5), necrotising enterocolitis (22 studies; N=3387; OR 1.6; 95% CI 1.3, 2.2), early PH (four studies; N=820 OR 2.2; 95% CI 1.5, 3.3) and severe BPD (20 studies; N=2587; OR 5.4; 95% CI 3.2, 9.1) were significant risk factors for BPD-PH. Compared with BPD-no PH, the BPD-PH group had significantly higher mortality (22 studies; N=4882; OR 6.4; 95% CI 4.7, 8.6), longer duration of mechanical ventilation, oxygen supplementation, length of hospital stay, need for home oxygen and tracheostomy requirement. The BPD-PH infants also had a significantly higher risk of neurodevelopmental impairment in the motor domain. CONCLUSIONS PH increases across the severity of BPD and is associated with higher odds of mortality and adverse short-term and neurodevelopmental outcomes. PROSPERO REGISTRATION NUMBER CRD42023413119.
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Affiliation(s)
- Dwayne Mascarenhas
- The Hospital for Sick Children, Toronto, Ontario, Canada
- Department of Paediatrics, University of Toronto, Toronto, Ontario, Canada
| | - Marwa Al-Balushi
- The Hospital for Sick Children, Toronto, Ontario, Canada
- Department of Paediatrics, University of Toronto, Toronto, Ontario, Canada
| | - Aida Al-Sabahi
- The Hospital for Sick Children, Toronto, Ontario, Canada
- Department of Paediatrics, University of Toronto, Toronto, Ontario, Canada
| | - Dany E Weisz
- Newborn and Developmental Paediatrics, Sunnybrook Health Sciences Centre, Toronto, Ontario, Canada
| | - Amish Jain
- Department of Paediatrics, University of Toronto, Toronto, Ontario, Canada
- Mount Sinai Hospital, Toronto, Ontario, Canada
| | - Bonny Jasani
- The Hospital for Sick Children, Toronto, Ontario, Canada
- Department of Paediatrics, University of Toronto, Toronto, Ontario, Canada
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Bae SP, Kim SS, Yun J, Lee H, Hahn WH, Park S. Neonatal outcomes of preterm infants with pulmonary hypertension: clustering based on prenatal risk factors. Pediatr Res 2024; 96:1251-1257. [PMID: 38734814 DOI: 10.1038/s41390-024-03232-1] [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: 08/14/2023] [Revised: 04/04/2024] [Accepted: 04/09/2024] [Indexed: 05/13/2024]
Abstract
BACKGROUND To investigate association of prenatal risk factors and neonatal outcomes of preterm infants with pulmonary hypertension (PH). METHODS A prospective cohort study of very-low-birth-weight infants born at 22-29 weeks' gestation who received PH-specific treatment during hospitalization. Infants were classified using a two-step cluster analysis based on gestational age (GA), small-for-gestational-age (SGA), exposure to antenatal corticosteroids (ACS), histologic chorioamnionitis (HCA), and oligohydramnios. RESULTS Among 910 infants, six clusters were identified: cluster A (HCA, n = 240), cluster B (oligohydramnios, n = 79), cluster C (SGA, n = 74), cluster D (no-ACS, n = 109), cluster E (no dominant parameter, n = 287), and cluster F (HCA and oligohydroamnios, n = 121). Cluster A was used as a reference group for comparisons among clusters. Compared to cluster A, cluster C (aHR: 1.63 [95% CI: 1.17-2.26]) had higher risk of overall in-hospital mortality. Clusters B (aHR: 1.52 [95% CI: 1.09-2.11]), D (aHR: 1.71 [95% CI: 1.28-2.30]), and F (aHR: 1.51 [95% CI: 1.12-2.03]) had higher risks of receiving PH-specific treatment within the first week of birth compared to cluster A. CONCLUSION These findings may provide a better understanding of prenatal risk factors contributing to the development of PH. IMPACT Pulmonary hypertension (PH), presenting as hypoxic respiratory failure, has complex etiologies in preterm infants. Although multifactorial risks for the development of PH in preterm infants are known, few studies have classified infants with similar etiologies for PH. Each cluster has distinct patterns of prenatal condition and neonatal outcome.
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Affiliation(s)
- Seong Phil Bae
- Department of Pediatrics, Soonchunhyang University Seoul Hospital, Seoul, Republic of Korea
- Department of Pediatrics, Soonchunhyang University College of Medicine, Cheonan, Republic of Korea
| | - Sung Shin Kim
- Department of Pediatrics, Soonchunhyang University College of Medicine, Cheonan, Republic of Korea.
- Department of Pediatrics, Soonchunhyang University Bucheon Hospital, Bucheon, Republic of Korea.
| | - Jungha Yun
- Department of Pediatrics, The Catholic University of Korea Eunpyeong St. Mary's Hospital, Seoul, Republic of Korea
| | - Hanbyul Lee
- Department of Pediatrics, Soonchunhyang University Seoul Hospital, Seoul, Republic of Korea
- Department of Pediatrics, Soonchunhyang University College of Medicine, Cheonan, Republic of Korea
| | - Won-Ho Hahn
- Department of Pediatrics, Inha University Hospital, Incheon, Republic of Korea
| | - Suyeon Park
- Department of Biostatistics, Academic Research Office, Soonchunhyang University Seoul Hospital, Seoul, Republic of Korea
- Department of Applied Statistics, Chung-Ang University, Seoul, Republic of Korea
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Hong KT, Shin SH, Kim EK, Kim HS. Clinical phenotype of pulmonary vascular disease requiring treatment in extremely preterm infants. BMC Pediatr 2024; 24:467. [PMID: 39033281 PMCID: PMC11264936 DOI: 10.1186/s12887-024-04943-4] [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: 04/09/2024] [Accepted: 07/12/2024] [Indexed: 07/23/2024] Open
Abstract
BACKGROUND Pulmonary vascular disease (PVD) and pulmonary hypertension (PH) is a significant disorder affecting prognosis of extremely preterm infants. However, there is still a lack of a consensus on the definition and optimal treatments of PH, and there is also a lack of research comparing these conditions with persistent pulmonary hypertension of newborn (PPHN), early PH, and late PH. To investigate PH in extremely preterm infants, this study compared the baseline characteristics, short-term outcomes, and treatment duration, categorized by the timing of requiring PH treatment. METHODS This study retrospectively analyzed extremely preterm infants admitted to a single tertiary center. Between 2018 and 2022, infants with clinical or echocardiographic diagnosis of PH who required treatment were divided into three groups based on the timing of treatment initiation: initial 3 days (extremely early-period), from day 4 to day 27 (early-period), and after day 28 (late-period). The study compared the outcomes, including mortality rates, bronchopulmonary dysplasia (BPD) severity, PH treatment duration, and oxygen therapy duration, among the three groups. RESULTS Among the 157 infants, 67 (42.7%) were treated for PH during their stay. Of these, 39 (57.3%) were treatment in extremely early, 21 (31.3%) in early, and seven (11.4%) in late periods. No significant differences were observed in maternal factors, neonatal factors, or morbidity between the three groups. However, infants who received extremely early-period treatment had a higher mortality rate, but shorter duration of noninvasive respiratory support, oxygen therapy, and PH medication use. On the other hand, the late-period treatment group received longer durations of respiratory support and treatment. CONCLUSIONS This study revealed differences in mortality rates, respiratory outcomes, and treatment duration between the three groups, suggesting varying pathophysiologies over time in extremely preterm infants.
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Affiliation(s)
- Ki Teak Hong
- Department of Pediatrics, Seoul National University Children's Hospital, Seoul, Republic of Korea
| | - Seung Han Shin
- Department of Pediatrics, Seoul National University Children's Hospital, Seoul, Republic of Korea
- Department of Pediatrics, Seoul National University College of Medicine, 101 Daehak-ro, Jongno-gu, Seoul, 03080, Republic of Korea
| | - Ee-Kyung Kim
- Department of Pediatrics, Seoul National University Children's Hospital, Seoul, Republic of Korea
- Department of Pediatrics, Seoul National University College of Medicine, 101 Daehak-ro, Jongno-gu, Seoul, 03080, Republic of Korea
| | - Han-Suk Kim
- Department of Pediatrics, Seoul National University Children's Hospital, Seoul, Republic of Korea.
- Department of Pediatrics, Seoul National University College of Medicine, 101 Daehak-ro, Jongno-gu, Seoul, 03080, Republic of Korea.
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Kim C, Kim S, Kim H, Hwang J, Kim SH, Yang M, Ahn SY, Sung SI, Chang YS. Long-term impact of late pulmonary hypertension requiring medication in extremely preterm infants with severe bronchopulmonary dysplasia. Sci Rep 2024; 14:8705. [PMID: 38622180 PMCID: PMC11018761 DOI: 10.1038/s41598-024-58977-w] [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: 02/19/2024] [Accepted: 04/05/2024] [Indexed: 04/17/2024] Open
Abstract
This study investigated whether late pulmonary hypertension (LPH) independently increases the risk of long-term mortality or neurodevelopmental delay (NDD) in extremely preterm infants (EPIs) with severe bronchopulmonary dysplasia (BPD). Using prospectively collected data from the Korean Neonatal Network, we included EPIs with severe BPD born at 22-27 weeks' gestation between 2013 and 2021. EPIs having severe BPD with LPH (LPH, n = 124) were matched 1:3 with those without pulmonary hypertension (PH) as controls (CON, n = 372), via propensity score matching. LPH was defined as PH with the initiation of medication after 36 weeks' corrected age (CA). Long-term mortality after 36 weeks' CA or NDD at 18-24 months' CA was analyzed. NDD was assessed using composite scores based on various neurodevelopmental assessment modalities. LPH had significantly higher long-term mortality or NDD (45.2% vs. 23.1%, P < 0.001), mortality (24.2% vs. 4.84%, P < 0.001), and NDD (68.4% vs. 37.8%, P = 0.001), respectively than CON, even after adjusting for different demographic factors. Multivariable regression demonstrated that LPH independently increased the risk of mortality or NDD (adjusted odds ratio, 1.95; 95% confidence intervals, 1.17-3.25). When LPH occurs in EPIs with severe BPD, special monitoring and meticulous care for long-term survival and neurodevelopment are continuously needed.
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Affiliation(s)
- Chan Kim
- Department of Pediatrics, Samsung Medical Center, Sungkyunkwan University School of Medicine, 81 Irwon-ro, Gangnam-ku, Seoul, 06351, Republic of Korea
| | - Sumin Kim
- Department of Pediatrics, Samsung Medical Center, Sungkyunkwan University School of Medicine, 81 Irwon-ro, Gangnam-ku, Seoul, 06351, Republic of Korea
- Department of Clinical Research Design and Evaluation, Samsung Advanced Institute for Health Sciences & Technology (SAIHST), Sungkyunkwan University, Seoul, Republic of Korea
| | - Hanna Kim
- Department of Pediatrics, Samsung Medical Center, Sungkyunkwan University School of Medicine, 81 Irwon-ro, Gangnam-ku, Seoul, 06351, Republic of Korea
| | - Jieun Hwang
- Department of Pediatrics, Samsung Medical Center, Sungkyunkwan University School of Medicine, 81 Irwon-ro, Gangnam-ku, Seoul, 06351, Republic of Korea
| | - Seung Hyun Kim
- Department of Pediatrics, Samsung Medical Center, Sungkyunkwan University School of Medicine, 81 Irwon-ro, Gangnam-ku, Seoul, 06351, Republic of Korea
| | - Misun Yang
- Department of Pediatrics, Samsung Medical Center, Sungkyunkwan University School of Medicine, 81 Irwon-ro, Gangnam-ku, Seoul, 06351, Republic of Korea
- Cell and Gene Therapy Institute for Future Medicine, Samsung Medical Center, Seoul, Republic of Korea
| | - So Yoon Ahn
- Department of Pediatrics, Samsung Medical Center, Sungkyunkwan University School of Medicine, 81 Irwon-ro, Gangnam-ku, Seoul, 06351, Republic of Korea
- Cell and Gene Therapy Institute for Future Medicine, Samsung Medical Center, Seoul, Republic of Korea
| | - Se In Sung
- Department of Pediatrics, Samsung Medical Center, Sungkyunkwan University School of Medicine, 81 Irwon-ro, Gangnam-ku, Seoul, 06351, Republic of Korea
- Cell and Gene Therapy Institute for Future Medicine, Samsung Medical Center, Seoul, Republic of Korea
| | - Yun Sil Chang
- Department of Pediatrics, Samsung Medical Center, Sungkyunkwan University School of Medicine, 81 Irwon-ro, Gangnam-ku, Seoul, 06351, Republic of Korea.
- Cell and Gene Therapy Institute for Future Medicine, Samsung Medical Center, Seoul, Republic of Korea.
- Department of Health Science and Technology, Samsung Advanced Institute for Health Sciences & Technology (SAIHST), Sungkyunkwan University, Seoul, Republic of Korea.
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Mani S, Mirza H, Ziegler J, Chandrasekharan P. Early Pulmonary Hypertension in Preterm Infants. Clin Perinatol 2024; 51:171-193. [PMID: 38325940 PMCID: PMC10850766 DOI: 10.1016/j.clp.2023.11.005] [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] [Indexed: 02/09/2024]
Abstract
Pulmonary hypertension (PH) in preterm neonates has multifactorial pathogenesis with unique characteristics. Premature surfactant-deficient lungs are injured following exposure to positive pressure ventilation and high oxygen concentrations resulting in variable phenotypes of PH. The prevalence of early PH is variable and reported to be between 8% and 55% of extremely preterm infants. Disruption of the lung development and vascular signaling pathway could lead to abnormal pulmonary vascular transition. The management of early PH and the off-label use of selective pulmonary vasodilators continue to be controversial.
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Affiliation(s)
- Srinivasan Mani
- Section of Neonatology, Department of Pediatrics, The University of Toledo/ ProMedica Russell J. Ebeid Children's Hospital, Toledo, OH 43606, USA
| | - Hussnain Mirza
- Section of Neonatology, Department of Pediatrics, Advent Health for Children/ UCF College of Medicine, Orlando, FL 32408, USA
| | - James Ziegler
- Division of Cardiovascular Diseases, Department of Pediatrics, Hasbro Children's Hospital/ Brown University, Providence, RI 02903, USA
| | - Praveen Chandrasekharan
- Division of Neonatology, Department of Pediatrics, Jacobs School of Medicine & Biomedical Sciences, State University of New York at Buffalo, Buffalo, NY 32408, USA; Oishei Children's Hospital, 818 Ellicott Street, Buffalo, NY 14203, USA.
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Moore SS, De Carvalho Nunes G, Dancea A, Wutthigate P, Simoneau J, Beltempo M, Sant'Anna G, Altit G. Early cardiac function and death, severe bronchopulmonary dysplasia and pulmonary hypertension in extremely preterm infants. Pediatr Res 2024; 95:293-301. [PMID: 37726544 DOI: 10.1038/s41390-023-02817-6] [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: 01/20/2023] [Revised: 07/15/2023] [Accepted: 08/28/2023] [Indexed: 09/21/2023]
Abstract
BACKGROUND Association between early cardiac function and neonatal outcomes are scarcely reported. The aim of the current study was to describe this association with death, severe bronchopulmonary dysplasia (BPD) and BPD-related pulmonary hypertension (PH). METHODS Retrospective cohort study of infants <29 weeks born between 2015 and 2019. Infants with clinically acquired echocardiography at ≤21 days after birth were included and data were extracted by an expert masked to outcomes. RESULTS A total of 176 infants were included. Echocardiogram was performed at a median of 9 days (IQR 5-13.5). Of these, 31 (18%) had death/severe BPD and 59 (33.5%) had death/BPD-related PH. Infants with death/severe BPD were of lower birth weight (745 [227] vs 852 [211] grams, p = 0.01) and more exposed to invasive ventilation, late-onset sepsis, inotropes and/or postnatal steroids. Early echocardiograms demonstrated decreased right ventricular [Tricuspid Annular Plane Systolic Excursion: 5.2 (1.4) vs 6.2 (1.5) cm, p = 0.03] and left ventricular function [Ejection fraction 53 (14) vs 58 (10) %, p = 0.03]. Infants with death/BPD-related PH had an increased Eccentricity index (1.35 [0.20] vs 1.26 [0.19], p = 0.02), and flat/bowing septum (19/54 [35%] vs 20/109 [18%], p = 0.021). CONCLUSIONS In extremely premature infants, altered ventricular function and increased pulmonary pressure indices within the first 21 days after birth, were associated with the combined outcome of death/severe BPD and death/BPD-related PH. IMPACT Decreased cardiac function on echocardiography performed during first three weeks of life is associated with severe bronchopulmonary dysplasia in extremely premature infants. In extreme preterm infants, echocardiographic signs of pulmonary hypertension in early life are associated with later BPD-related pulmonary hypertension close to 36 weeks post-menstrual age. Early cardiac markers should be further studied as potential intervention targets in this population. Our study is adding comprehensive analysis of echocardiographic data in infants born below 29 weeks gestational age.
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Affiliation(s)
- Shiran S Moore
- Neonatology-McGill University Health Centre-Montreal Children's Hospital; Department of Pediatrics-McGill University, Montreal, QC, Canada
- Neonatology-Dana Dwek Children's Hospital, Tel Aviv Sourasky Medical Center, Tel Aviv, Israel
| | - Gabriela De Carvalho Nunes
- Neonatology-McGill University Health Centre-Montreal Children's Hospital; Department of Pediatrics-McGill University, Montreal, QC, Canada
| | - Adrian Dancea
- Pediatric Cardiology-McGill University Health Centre-Montreal Children's Hospital; Department of Pediatrics-McGill University, Montreal, QC, Canada
| | | | - Jessica Simoneau
- Pediatric Cardiology-McGill University Health Centre-Montreal Children's Hospital; Department of Pediatrics-McGill University, Montreal, QC, Canada
| | - Marc Beltempo
- Neonatology-McGill University Health Centre-Montreal Children's Hospital; Department of Pediatrics-McGill University, Montreal, QC, Canada
| | - Guilherme Sant'Anna
- Neonatology-McGill University Health Centre-Montreal Children's Hospital; Department of Pediatrics-McGill University, Montreal, QC, Canada
| | - Gabriel Altit
- Neonatology-McGill University Health Centre-Montreal Children's Hospital; Department of Pediatrics-McGill University, Montreal, QC, Canada.
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Hwang JK, Kim DH, Na JY, Son J, Oh YJ, Jung D, Kim CR, Kim TH, Park HK. Two-stage learning-based prediction of bronchopulmonary dysplasia in very low birth weight infants: a nationwide cohort study. Front Pediatr 2023; 11:1155921. [PMID: 37384307 PMCID: PMC10294267 DOI: 10.3389/fped.2023.1155921] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/31/2023] [Accepted: 05/16/2023] [Indexed: 06/30/2023] Open
Abstract
Introduction The aim of this study is to develop an enhanced machine learning-based prediction models for bronchopulmonary dysplasia (BPD) and its severity through a two-stage approach integrated with the duration of respiratory support (RSd) using prenatal and early postnatal variables from a nationwide very low birth weight (VLBW) infant cohort. Methods We included 16,384 VLBW infants admitted to the neonatal intensive care unit (NICU) of the Korean Neonatal Network (KNN), a nationwide VLBW infant registry (2013-2020). Overall, 45 prenatal and early perinatal clinical variables were selected. A multilayer perceptron (MLP)-based network analysis, which was recently introduced to predict diseases in preterm infants, was used for modeling and a stepwise approach. Additionally, we applied a complementary MLP network and established new BPD prediction models (PMbpd). The performances of the models were compared using the area under the receiver operating characteristic curve (AUROC) values. The Shapley method was used to determine the contribution of each variable. Results We included 11,177 VLBW infants (3,724 without BPD (BPD 0), 3,383 with mild BPD (BPD 1), 1,375 with moderate BPD (BPD 2), and 2,695 with severe BPD (BPD 3) cases). Compared to conventional machine learning (ML) models, our PMbpd and two-stage PMbpd with RSd (TS-PMbpd) model outperformed both binary (0 vs. 1,2,3; 0,1 vs. 2,3; 0,1,2 vs. 3) and each severity (0 vs. 1 vs. 2 vs. 3) prediction (AUROC = 0.895 and 0.897, 0.824 and 0.825, 0.828 and 0.823, 0.783, and 0.786, respectively). GA, birth weight, and patent ductus arteriosus (PDA) treatment were significant variables for the occurrence of BPD. Birth weight, low blood pressure, and intraventricular hemorrhage were significant for BPD ≥2, birth weight, low blood pressure, and PDA ligation for BPD ≥3. GA, birth weight, and pulmonary hypertension were the principal variables that predicted BPD severity in VLBW infants. Conclusions We developed a new two-stage ML model reflecting crucial BPD indicators (RSd) and found significant clinical variables for the early prediction of BPD and its severity with high predictive accuracy. Our model can be used as an adjunctive predictive model in the practical NICU field.
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Affiliation(s)
- Jae Kyoon Hwang
- Department of Pediatrics, Hanyang University College of Medicine, Seoul, Republic of Korea
| | - Dae Hyun Kim
- Department of Artificial Intelligence, Hanyang University, Seoul, Republic of Korea
| | - Jae Yoon Na
- Department of Pediatrics, Hanyang University College of Medicine, Seoul, Republic of Korea
| | - Joonhyuk Son
- Department of Pediatric Surgery, Hanyang University College of Medicine, Seoul, Republic of Korea
| | - Yoon Ju Oh
- Department of Artificial Intelligence, Hanyang University, Seoul, Republic of Korea
| | - Donggoo Jung
- Department of Artificial Intelligence, Hanyang University, Seoul, Republic of Korea
| | - Chang-Ryul Kim
- Department of Pediatrics, Hanyang University College of Medicine, Seoul, Republic of Korea
| | - Tae Hyun Kim
- Department of Computer Science, Hanyang University, Seoul, Republic of Korea
| | - Hyun-Kyung Park
- Department of Pediatrics, Hanyang University College of Medicine, Seoul, Republic of Korea
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9
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Martini S, Corsini I, Corvaglia L, Suryawanshi P, Chan B, Singh Y. A scoping review of echocardiographic and lung ultrasound biomarkers of bronchopulmonary dysplasia in preterm infants. Front Pediatr 2023; 11:1067323. [PMID: 36846161 PMCID: PMC9950276 DOI: 10.3389/fped.2023.1067323] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/11/2022] [Accepted: 01/18/2023] [Indexed: 02/12/2023] Open
Abstract
Despite recent improvements in neonatal care, moderate to severe bronchopulmonary dysplasia (BPD) is still associated with high mortality and with an increased risk of developing pulmonary hypertension (PH). This scoping review provides an updated overview of echocardiographic and lung ultrasound biomarkers associated with BPD and PH, and the parameters that may prognosticate their development and severity, which could be clinically helpful to undertake preventive strategies. A literature search for published clinical studies was conducted in PubMed using MeSH terms, free-text words, and their combinations obtained through appropriate Boolean operators. It was found that the echocardiography biomarkers for BPD, and especially those assessing right ventricular function, are reflective of the high pulmonary vascular resistance and PH, indicating a strong interplay between heart and lung pathophysiology; however, early assessment (e.g., during the first 1-2 weeks of life) may not successfully predict later BPD development. Lung ultrasound indicating poor lung aeration at day 7 after birth has been reported to be highly predictive of later development of BPD at 36 weeks' postmenstrual age. Evidence of PH in BPD infants increases risk of mortality and long-term PH; hence, routine PH surveillance in all at risk preterm infants at 36 weeks, including an echocardiographic assessment, may provide useful information. Progress has been made in identifying the echocardiographic parameters on day 7 and 14 to predict later development of pulmonary hypertension. More studies on sonographic markers, and especially on echocardiographic parameters, are needed for the validation of the currently proposed parameters and the timing of assessment before recommendations can be made for the routine clinical practice.
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Affiliation(s)
- Silvia Martini
- Neonatal Intensive Care Unit, IRCCS AOUBO, Department of Medical and Surgical Sciences, University of Bologna, Bologna, Italy
| | - Iuri Corsini
- Division of Neonatology, Careggi University Hospital of Florence, Florence, Italy
| | - Luigi Corvaglia
- Neonatal Intensive Care Unit, IRCCS AOUBO, Department of Medical and Surgical Sciences, University of Bologna, Bologna, Italy
| | - Pradeep Suryawanshi
- Department of Neonatology, Bharati Vidyapeeth University Medical College, Pune, India
| | - Belinda Chan
- Division of Neonatology, University of Utah, Salt Lake City, UT, United States
| | - Yogen Singh
- Department of Pediatrics – Division of Neonatology, Loma Linda University School of Medicine, Loma linda, CA, United States
- Neonatology/Pediatric Cardiology, Cambridge University Hospitals, Cambridge, United Kingdom
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10
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Kim YJ, Shin SH, Park HW, Kim EK, Kim HS. Risk factors of early pulmonary hypertension and its clinical outcomes in preterm infants: a systematic review and meta-analysis. Sci Rep 2022; 12:14186. [PMID: 35986155 PMCID: PMC9391329 DOI: 10.1038/s41598-022-18345-y] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/09/2022] [Accepted: 08/09/2022] [Indexed: 11/09/2022] Open
Abstract
AbstractThe aim of this meta-analysis was to determine the incidence and risk factors of early pulmonary hypertension (PHT) in preterm infants and evaluate the association of early PHT with morbidities such as bronchopulmonary dysplasia (BPD), late PHT, and in-hospital mortality. We searched the PubMed (1980–2021), Embase (1968–2021), CINAHL (2002–2021), Cochrane library (1989–2021), and KoreaMed (1993–2021). Observational studies on the association between early PHT diagnosed within the first 2 weeks after birth and its clinical outcomes in preterm infants born before 37 weeks of gestation or with very low birth weight (< 1500 g) were included. Two authors independently extracted the data and assessed the quality of each study using a modified Newcastle–Ottawa Scale. We performed meta-analysis using Comprehensive Meta-Analysis version 3.3. A total of 1496 potentially relevant studies were found, of which 8 studies (7 cohort studies and 1 case–control study) met the inclusion criteria comprising 1435 preterm infants. The event rate of early PHT was 24% (95% confidence interval [CI] 0.174–0.310). The primary outcome of our study was moderate to severe BPD at 36 weeks postmenstrual age, and it was associated with early PHT (6 studies; odds ratio [OR] 1.682; 95% CI 1.262–2.241; P < 0.001; heterogeneity: I2 = 0%; P = 0.492). Preterm infants with early PHT had higher OR of in-hospital mortality (6 studies; OR 2.372; 95% CI 1.595–3.528; P < 0.001; heterogeneity: I2 = 0%; P = 0.811) and developing late PHT diagnosed after 4 weeks of life (4 studies; OR 2.877; 95% CI 1.732–4.777; P < 0.001; heterogeneity: I2 = 0%; P = 0.648). Infants with oligohydramnios (4 studies; OR 2.134; 95% CI 1.379–3.303; P = 0.001) and those who were small-for-gestational-age (5 studies; OR 1.831; 95% CI 1.160–2.890; P = 0.009) had an elevated risk of developing early PHT. This study showed that early PHT is significantly associated with mortality and morbidities, such as BPD and late PHT. Preterm infants with a history of oligohydramnios and born small-for-gestational-age are at higher risk for developing early PHT; however, high-quality studies that control for confounders are necessary.
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Alonso-Ojembarrena A, Méndez-Abad P, Alonso-Quintela P, Zafra-Rodríguez P, Oulego-Erroz I, Lubián-López SP. Lung ultrasound score has better diagnostic ability than NT-proBNP to predict moderate-severe bronchopulmonary dysplasia. Eur J Pediatr 2022; 181:3013-3021. [PMID: 35648231 DOI: 10.1007/s00431-022-04491-y] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/15/2022] [Revised: 04/27/2022] [Accepted: 04/29/2022] [Indexed: 11/24/2022]
Abstract
UNLABELLED The N-terminal end of B-type natriuretic peptide (NT-proBNP) and lung ultrasound (LUS) score have been proven to be adequate early biomarkers of bronchopulmonary dysplasia (BPD) in preterm infants. Our aim was to study if the predictive capacity of each one is increased by analyzing them together. We included infants born before 32 weeks with NT-proBNP and LUS scores on the first day of life (DOL) and on the 3rd, 7th, and 14th DOL and compared the diagnostic ability for moderate-severe BPD (msBPD) of each biomarker and in combination. We also compared them with a multivariate model of msBPD using only clinical variables. The sample size was 133 patients, and twenty-seven (20%) developed msBPD. The LUS score on the 7th DOL had better performance than NT-proBNP at the same moment: area under the receiver operating characteristic curve (AUC) 0.83 (0.75-0.89) versus 0.66 (0.56-0.75), p = 0.003, without differences in the rest of the times studied. These values did not increase when using the combination of both. A multivariate regression model that included only clinical variables (birth weight and invasive mechanical ventilation (IMV) at the 7th DOL) predicted msBPD with the same AUC as after the addition of any of these biomarkers, neither together. CONCLUSION The LUS score is a better predictor of msBPD on the 7th DOL than NT-proBNP in preterm infants born before 32 weeks, although they have similar diagnostic accuracy on the 1st, 3rd, and 14th DOL. Neither of them, nor together, have a better AUC for msBPD than a clinical model with birthweight and the need for IMV at the 7th DOL. WHAT IS KNOWN • NT-proBNP and LUS score are early predictors of moderate-severe bronchopulmonary dysplasia (msBPD). WHAT IS NEW • The combination of both NT-proBNP and LUS score does not increase the predictive ability of each separately.
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Affiliation(s)
- Almudena Alonso-Ojembarrena
- Neonatal Intensive Care Unit, Puerta del Mar Universitary Hospital, Avenida Ana de Viya 11, 11010, Cádiz, Spain. .,Biomedical Research and Innovation Institute of Cádiz (INiBICA), Research Unit, Puerta del Mar University Hospital, Cádiz, Spain.
| | - Paula Méndez-Abad
- Neonatal Intensive Care Unit, Puerta del Mar Universitary Hospital, Avenida Ana de Viya 11, 11010, Cádiz, Spain.,Biomedical Research and Innovation Institute of Cádiz (INiBICA), Research Unit, Puerta del Mar University Hospital, Cádiz, Spain
| | - Paula Alonso-Quintela
- Neonatal Intensive Care Unit, Complejo Asistencial Universitario de León, León, Spain.,Biomedicine Institute of León (IBIOMED), University of León, León, Spain
| | - Pamela Zafra-Rodríguez
- Neonatal Intensive Care Unit, Puerta del Mar Universitary Hospital, Avenida Ana de Viya 11, 11010, Cádiz, Spain.,Biomedical Research and Innovation Institute of Cádiz (INiBICA), Research Unit, Puerta del Mar University Hospital, Cádiz, Spain
| | - Ignacio Oulego-Erroz
- Biomedicine Institute of León (IBIOMED), University of León, León, Spain.,Pediatric Intensive Care Unit, Complejo Asistencial Universitario de León, León, Spain.,Working Group On Bedside Ultrasound of the Spanish Society of Pediatric Intensive Care (SECIP), Madrid, Spain
| | - Simón P Lubián-López
- Neonatal Intensive Care Unit, Puerta del Mar Universitary Hospital, Avenida Ana de Viya 11, 11010, Cádiz, Spain.,Biomedical Research and Innovation Institute of Cádiz (INiBICA), Research Unit, Puerta del Mar University Hospital, Cádiz, Spain.,Department of Maternal and Child Health and Radiology, School of Medicine, University of Cádiz, Cádiz, Spain
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Endotypes of Prematurity and Phenotypes of Bronchopulmonary Dysplasia: Toward Personalized Neonatology. J Pers Med 2022; 12:jpm12050687. [PMID: 35629108 PMCID: PMC9143617 DOI: 10.3390/jpm12050687] [Citation(s) in RCA: 28] [Impact Index Per Article: 9.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/24/2022] [Revised: 04/15/2022] [Accepted: 04/18/2022] [Indexed: 11/16/2022] Open
Abstract
Bronchopulmonary dysplasia (BPD), the chronic lung disease of prematurity, is increasingly recognized as the consequence of a pathological reparative response of the developing lung to both antenatal and postnatal injury. According to this view, the pathogenesis of BPD is multifactorial and heterogeneous with different patterns of antenatal stress (endotypes) that combine with varying postnatal insults and might distinctively damage the development of airways, lung parenchyma, interstitium, lymphatic system, and pulmonary vasculature. This results in different clinical phenotypes of BPD. There is no clear consensus on which are the endotypes of prematurity but the combination of clinical information with placental and bacteriological data enables the identification of two main pathways leading to birth before 32 weeks of gestation: (1) infection/inflammation and (2) dysfunctional placentation. Regarding BPD phenotypes, the following have been proposed: parenchymal, peripheral airway, central airway, interstitial, congestive, vascular, and mixed phenotype. In line with the approach of personalized medicine, endotyping prematurity and phenotyping BPD will facilitate the design of more targeted therapeutic and prognostic approaches.
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