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Development and validation of a predictive model for early diagnosis of neonatal acute respiratory distress syndrome based on the Montreux definition

OBJECTIVE: Based on the Montreux definition, we aim to develop and validate a predictive model for the early diagnosis of neonatal acute respiratory distress syndrome (ARDS). METHODS: A retrospective analysis of clinical data on 198 neonates with respiratory distress from January 2018 to January 202...

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Autores principales: Shen, Leilei, Cai, Na, Wan, Shaoyou, Chen, Sheng
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10652555/
https://www.ncbi.nlm.nih.gov/pubmed/38027256
http://dx.doi.org/10.3389/fped.2023.1276915
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author Shen, Leilei
Cai, Na
Wan, Shaoyou
Chen, Sheng
author_facet Shen, Leilei
Cai, Na
Wan, Shaoyou
Chen, Sheng
author_sort Shen, Leilei
collection PubMed
description OBJECTIVE: Based on the Montreux definition, we aim to develop and validate a predictive model for the early diagnosis of neonatal acute respiratory distress syndrome (ARDS). METHODS: A retrospective analysis of clinical data on 198 neonates with respiratory distress from January 2018 to January 2022 was conducted. Neonates meeting Montreux definition were classified as ARDS group (n = 79), while the rest were non-ARDS group (n = 119). Univariate analysis identified indicators for neonatal ARDS, followed by logistic regression to construct a predictive model for early diagnosis. The ability of predictors and models to predict neonatal ARDS was evaluated using area under the curve (AUC), and model performance was estimated through bootstrap resampling. RESULTS: Maternal prenatal fever, abnormal fetal heart beat, meconium-stained amniotic fluid (MSAF), white blood cell (WBC), absolute neutrophil count (ANC), neutrophil percentage (NE%), platelet count (PLT), C-reactive protein (CRP), procalcitonin (PCT), creatine kinase (CK), activated partial thromboplastin time (APTT), serum calcium (Ca) and sodium (Na)exhibited significant differences between the ARDS group and the non-ARDS group (P < 0.05). MSAF (OR=5.037; 95% CI: 1.523–16.657; P < 0.05), ANC (OR = 1.324; 95% CI: 1.172–1.495; P < 0.05), PLT (OR = 0.979; 95% CI: 0.971–0.986; P < 0.05), Ca (OR = 0.020; 95% CI: 0.004–0.088; P < 0.05) emerged as independent risk factors for the development of ARDS. The respective AUC values for MSAF, ANC, PLT, Ca, and the combined prediction models were 0.606, 0.691, 0.808, 0.761 and 0.931. Internal validation showed that the C-index for the model was 0.931. CONCLUSIONS: Early application of the model combining MSAF, ANC, PLT and Ca may have a good predictive effect on the early diagnosis of neonatal ARDS.
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spelling pubmed-106525552023-11-02 Development and validation of a predictive model for early diagnosis of neonatal acute respiratory distress syndrome based on the Montreux definition Shen, Leilei Cai, Na Wan, Shaoyou Chen, Sheng Front Pediatr Pediatrics OBJECTIVE: Based on the Montreux definition, we aim to develop and validate a predictive model for the early diagnosis of neonatal acute respiratory distress syndrome (ARDS). METHODS: A retrospective analysis of clinical data on 198 neonates with respiratory distress from January 2018 to January 2022 was conducted. Neonates meeting Montreux definition were classified as ARDS group (n = 79), while the rest were non-ARDS group (n = 119). Univariate analysis identified indicators for neonatal ARDS, followed by logistic regression to construct a predictive model for early diagnosis. The ability of predictors and models to predict neonatal ARDS was evaluated using area under the curve (AUC), and model performance was estimated through bootstrap resampling. RESULTS: Maternal prenatal fever, abnormal fetal heart beat, meconium-stained amniotic fluid (MSAF), white blood cell (WBC), absolute neutrophil count (ANC), neutrophil percentage (NE%), platelet count (PLT), C-reactive protein (CRP), procalcitonin (PCT), creatine kinase (CK), activated partial thromboplastin time (APTT), serum calcium (Ca) and sodium (Na)exhibited significant differences between the ARDS group and the non-ARDS group (P < 0.05). MSAF (OR=5.037; 95% CI: 1.523–16.657; P < 0.05), ANC (OR = 1.324; 95% CI: 1.172–1.495; P < 0.05), PLT (OR = 0.979; 95% CI: 0.971–0.986; P < 0.05), Ca (OR = 0.020; 95% CI: 0.004–0.088; P < 0.05) emerged as independent risk factors for the development of ARDS. The respective AUC values for MSAF, ANC, PLT, Ca, and the combined prediction models were 0.606, 0.691, 0.808, 0.761 and 0.931. Internal validation showed that the C-index for the model was 0.931. CONCLUSIONS: Early application of the model combining MSAF, ANC, PLT and Ca may have a good predictive effect on the early diagnosis of neonatal ARDS. Frontiers Media S.A. 2023-11-02 /pmc/articles/PMC10652555/ /pubmed/38027256 http://dx.doi.org/10.3389/fped.2023.1276915 Text en © 2023 Shen, Cai, Wan and Chen. https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY) (https://creativecommons.org/licenses/by/4.0/) . The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.
spellingShingle Pediatrics
Shen, Leilei
Cai, Na
Wan, Shaoyou
Chen, Sheng
Development and validation of a predictive model for early diagnosis of neonatal acute respiratory distress syndrome based on the Montreux definition
title Development and validation of a predictive model for early diagnosis of neonatal acute respiratory distress syndrome based on the Montreux definition
title_full Development and validation of a predictive model for early diagnosis of neonatal acute respiratory distress syndrome based on the Montreux definition
title_fullStr Development and validation of a predictive model for early diagnosis of neonatal acute respiratory distress syndrome based on the Montreux definition
title_full_unstemmed Development and validation of a predictive model for early diagnosis of neonatal acute respiratory distress syndrome based on the Montreux definition
title_short Development and validation of a predictive model for early diagnosis of neonatal acute respiratory distress syndrome based on the Montreux definition
title_sort development and validation of a predictive model for early diagnosis of neonatal acute respiratory distress syndrome based on the montreux definition
topic Pediatrics
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10652555/
https://www.ncbi.nlm.nih.gov/pubmed/38027256
http://dx.doi.org/10.3389/fped.2023.1276915
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