Cargando…

A prediction nomogram for moderate-to-severe bronchopulmonary dysplasia in preterm infants < 32 weeks of gestation: A multicenter retrospective study

BACKGROUND: Moderate-to-severe bronchopulmonary dysplasia (msBPD) is a serious complication in preterm infants. We aimed to develop a dynamic nomogram for early prediction of msBPD using perinatal factors in preterm infants born at <32 weeks' gestation. METHODS: This multicenter retrospectiv...

Descripción completa

Detalles Bibliográficos
Autores principales: Zhang, Jing, Mu, Kai, Wei, Lihua, Fan, Chunyan, Zhang, Rui, Wang, Lingling
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10106682/
https://www.ncbi.nlm.nih.gov/pubmed/37077339
http://dx.doi.org/10.3389/fped.2023.1102878
_version_ 1785026457728188416
author Zhang, Jing
Mu, Kai
Wei, Lihua
Fan, Chunyan
Zhang, Rui
Wang, Lingling
author_facet Zhang, Jing
Mu, Kai
Wei, Lihua
Fan, Chunyan
Zhang, Rui
Wang, Lingling
author_sort Zhang, Jing
collection PubMed
description BACKGROUND: Moderate-to-severe bronchopulmonary dysplasia (msBPD) is a serious complication in preterm infants. We aimed to develop a dynamic nomogram for early prediction of msBPD using perinatal factors in preterm infants born at <32 weeks' gestation. METHODS: This multicenter retrospective study conducted at three hospitals in China between January 2017 and December 2021 included data on preterm infants with gestational age (GA) < 32 weeks. All infants were randomly divided into training and validation cohorts (3:1 ratio). Variables were selected by Lasso regression. Multivariate logistic regression was used to build a dynamic nomogram to predict msBPD. The discrimination was verified by receiver operating characteristic curves. Hosmer-Lemeshow test and decision curve analysis (DCA) were used for evaluating calibration and clinical applicability. RESULTS: A total of 2,067 preterm infants. GA, Apgar 5-min score, small for gestational age (SGA), early onset sepsis, and duration of invasive ventilation were predictors for msBPD by Lasso regression. The area under the curve was 0.894 (95% CI 0.869–0.919) and 0.893 (95% CI 0.855–0.931) in training and validation cohorts. The Hosmer−Lemeshow test calculated P value of 0.059 showing a good fit of the nomogram. The DCA demonstrated significantly clinical benefit of the model in both cohorts. A dynamic nomogram predicting msBPD by perinatal days within postnatal day 7 is available at https://sdxxbxzz.shinyapps.io/BPDpredict/. CONCLUSION: We assessed the perinatal predictors of msBPD in preterm infants with GA < 32 weeks and built a dynamic nomogram for early risk prediction, providing clinicians a visual tool for early identification of msBPD.
format Online
Article
Text
id pubmed-10106682
institution National Center for Biotechnology Information
language English
publishDate 2023
publisher Frontiers Media S.A.
record_format MEDLINE/PubMed
spelling pubmed-101066822023-04-18 A prediction nomogram for moderate-to-severe bronchopulmonary dysplasia in preterm infants < 32 weeks of gestation: A multicenter retrospective study Zhang, Jing Mu, Kai Wei, Lihua Fan, Chunyan Zhang, Rui Wang, Lingling Front Pediatr Pediatrics BACKGROUND: Moderate-to-severe bronchopulmonary dysplasia (msBPD) is a serious complication in preterm infants. We aimed to develop a dynamic nomogram for early prediction of msBPD using perinatal factors in preterm infants born at <32 weeks' gestation. METHODS: This multicenter retrospective study conducted at three hospitals in China between January 2017 and December 2021 included data on preterm infants with gestational age (GA) < 32 weeks. All infants were randomly divided into training and validation cohorts (3:1 ratio). Variables were selected by Lasso regression. Multivariate logistic regression was used to build a dynamic nomogram to predict msBPD. The discrimination was verified by receiver operating characteristic curves. Hosmer-Lemeshow test and decision curve analysis (DCA) were used for evaluating calibration and clinical applicability. RESULTS: A total of 2,067 preterm infants. GA, Apgar 5-min score, small for gestational age (SGA), early onset sepsis, and duration of invasive ventilation were predictors for msBPD by Lasso regression. The area under the curve was 0.894 (95% CI 0.869–0.919) and 0.893 (95% CI 0.855–0.931) in training and validation cohorts. The Hosmer−Lemeshow test calculated P value of 0.059 showing a good fit of the nomogram. The DCA demonstrated significantly clinical benefit of the model in both cohorts. A dynamic nomogram predicting msBPD by perinatal days within postnatal day 7 is available at https://sdxxbxzz.shinyapps.io/BPDpredict/. CONCLUSION: We assessed the perinatal predictors of msBPD in preterm infants with GA < 32 weeks and built a dynamic nomogram for early risk prediction, providing clinicians a visual tool for early identification of msBPD. Frontiers Media S.A. 2023-04-03 /pmc/articles/PMC10106682/ /pubmed/37077339 http://dx.doi.org/10.3389/fped.2023.1102878 Text en © 2023 Zhang, Mu, Wei, Fan, Zhang and Wang. 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
Zhang, Jing
Mu, Kai
Wei, Lihua
Fan, Chunyan
Zhang, Rui
Wang, Lingling
A prediction nomogram for moderate-to-severe bronchopulmonary dysplasia in preterm infants < 32 weeks of gestation: A multicenter retrospective study
title A prediction nomogram for moderate-to-severe bronchopulmonary dysplasia in preterm infants < 32 weeks of gestation: A multicenter retrospective study
title_full A prediction nomogram for moderate-to-severe bronchopulmonary dysplasia in preterm infants < 32 weeks of gestation: A multicenter retrospective study
title_fullStr A prediction nomogram for moderate-to-severe bronchopulmonary dysplasia in preterm infants < 32 weeks of gestation: A multicenter retrospective study
title_full_unstemmed A prediction nomogram for moderate-to-severe bronchopulmonary dysplasia in preterm infants < 32 weeks of gestation: A multicenter retrospective study
title_short A prediction nomogram for moderate-to-severe bronchopulmonary dysplasia in preterm infants < 32 weeks of gestation: A multicenter retrospective study
title_sort prediction nomogram for moderate-to-severe bronchopulmonary dysplasia in preterm infants < 32 weeks of gestation: a multicenter retrospective study
topic Pediatrics
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10106682/
https://www.ncbi.nlm.nih.gov/pubmed/37077339
http://dx.doi.org/10.3389/fped.2023.1102878
work_keys_str_mv AT zhangjing apredictionnomogramformoderatetoseverebronchopulmonarydysplasiainpreterminfants32weeksofgestationamulticenterretrospectivestudy
AT mukai apredictionnomogramformoderatetoseverebronchopulmonarydysplasiainpreterminfants32weeksofgestationamulticenterretrospectivestudy
AT weilihua apredictionnomogramformoderatetoseverebronchopulmonarydysplasiainpreterminfants32weeksofgestationamulticenterretrospectivestudy
AT fanchunyan apredictionnomogramformoderatetoseverebronchopulmonarydysplasiainpreterminfants32weeksofgestationamulticenterretrospectivestudy
AT zhangrui apredictionnomogramformoderatetoseverebronchopulmonarydysplasiainpreterminfants32weeksofgestationamulticenterretrospectivestudy
AT wanglingling apredictionnomogramformoderatetoseverebronchopulmonarydysplasiainpreterminfants32weeksofgestationamulticenterretrospectivestudy
AT zhangjing predictionnomogramformoderatetoseverebronchopulmonarydysplasiainpreterminfants32weeksofgestationamulticenterretrospectivestudy
AT mukai predictionnomogramformoderatetoseverebronchopulmonarydysplasiainpreterminfants32weeksofgestationamulticenterretrospectivestudy
AT weilihua predictionnomogramformoderatetoseverebronchopulmonarydysplasiainpreterminfants32weeksofgestationamulticenterretrospectivestudy
AT fanchunyan predictionnomogramformoderatetoseverebronchopulmonarydysplasiainpreterminfants32weeksofgestationamulticenterretrospectivestudy
AT zhangrui predictionnomogramformoderatetoseverebronchopulmonarydysplasiainpreterminfants32weeksofgestationamulticenterretrospectivestudy
AT wanglingling predictionnomogramformoderatetoseverebronchopulmonarydysplasiainpreterminfants32weeksofgestationamulticenterretrospectivestudy