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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...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2023
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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. |
format | Online Article Text |
id | pubmed-10652555 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
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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