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Development and validation of the predictive score for pediatric COVID-19 pneumonia: A nationwide, multicenter study

BACKGROUND: Due to the possibility of asymptomatic pneumonia in children with COVID-19 leading to overexposure to radiation and problems in limited-resource settings, we conducted a nationwide, multi-center study to determine the risk factors of pneumonia in children with COVID-19 in order to create...

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Autores principales: Satdhabudha, Araya, Chaiyakulsil, Chanapai, Uppala, Rattapon, Niyomkarn, Watit, Tovichien, Prakarn, Norasettekul, Vasinee, Ruangnapa, Kanokpan, Smathakanee, Chutima, Choursamran, Bararee, Kulbun, Aunya, Jaroenying, Rasintra, Kamalaporn, Harutai, Sriboonyong, Tidarat, Roekworachai, Koonkoaw, Sunkonkit, Kanokkarn, Tangsathapornpong, Auchara, Bunjoungmanee, Pornumpa, Pao-in, Wanida, Thaweekul, Patcharapa, Tantiyavarong, Pichaya, Ratanavongkosol, Thanyarat, Thongnual, Chutima, Sritipsukho, Paskorn, Deerojanawong, Jitladda
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9423652/
https://www.ncbi.nlm.nih.gov/pubmed/36037228
http://dx.doi.org/10.1371/journal.pone.0273842
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author Satdhabudha, Araya
Chaiyakulsil, Chanapai
Uppala, Rattapon
Niyomkarn, Watit
Tovichien, Prakarn
Norasettekul, Vasinee
Ruangnapa, Kanokpan
Smathakanee, Chutima
Choursamran, Bararee
Kulbun, Aunya
Jaroenying, Rasintra
Kamalaporn, Harutai
Sriboonyong, Tidarat
Roekworachai, Koonkoaw
Sunkonkit, Kanokkarn
Tangsathapornpong, Auchara
Bunjoungmanee, Pornumpa
Pao-in, Wanida
Thaweekul, Patcharapa
Tantiyavarong, Pichaya
Ratanavongkosol, Thanyarat
Thongnual, Chutima
Sritipsukho, Paskorn
Deerojanawong, Jitladda
author_facet Satdhabudha, Araya
Chaiyakulsil, Chanapai
Uppala, Rattapon
Niyomkarn, Watit
Tovichien, Prakarn
Norasettekul, Vasinee
Ruangnapa, Kanokpan
Smathakanee, Chutima
Choursamran, Bararee
Kulbun, Aunya
Jaroenying, Rasintra
Kamalaporn, Harutai
Sriboonyong, Tidarat
Roekworachai, Koonkoaw
Sunkonkit, Kanokkarn
Tangsathapornpong, Auchara
Bunjoungmanee, Pornumpa
Pao-in, Wanida
Thaweekul, Patcharapa
Tantiyavarong, Pichaya
Ratanavongkosol, Thanyarat
Thongnual, Chutima
Sritipsukho, Paskorn
Deerojanawong, Jitladda
author_sort Satdhabudha, Araya
collection PubMed
description BACKGROUND: Due to the possibility of asymptomatic pneumonia in children with COVID-19 leading to overexposure to radiation and problems in limited-resource settings, we conducted a nationwide, multi-center study to determine the risk factors of pneumonia in children with COVID-19 in order to create a pediatric pneumonia predictive score, with score validation. METHODS: This was a retrospective cohort study done by chart review of all children aged 0–15 years admitted to 13 medical centers across Thailand during the study period. Univariate and multivariate analyses as well as backward and forward stepwise logistic regression were used to generate a final prediction model of the pneumonia score. Data during the pre-Delta era was used to create a prediction model whilst data from the Delta one was used as a validation cohort. RESULTS: The score development cohort consisted of 1,076 patients in the pre-Delta era, and the validation cohort included 2,856 patients in the Delta one. Four predictors remained after backward and forward stepwise logistic regression: age < 5 years, number of comorbidities, fever, and dyspnea symptoms. The predictive ability of the novel pneumonia score was acceptable with the area under the receiver operating characteristics curve of 0.677 and a well-calibrated goodness-of-fit test (p = 0.098). The positive likelihood ratio for pneumonia was 0.544 (95% confidence interval (CI): 0.491–0.602) in the low-risk category, 1.563 (95% CI: 1.454–1.679) in the moderate, and 4.339 (95% CI: 2.527–7.449) in the high-risk. CONCLUSION: This study created an acceptable clinical prediction model which can aid clinicians in performing an appropriate triage for children with COVID-19.
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spelling pubmed-94236522022-08-30 Development and validation of the predictive score for pediatric COVID-19 pneumonia: A nationwide, multicenter study Satdhabudha, Araya Chaiyakulsil, Chanapai Uppala, Rattapon Niyomkarn, Watit Tovichien, Prakarn Norasettekul, Vasinee Ruangnapa, Kanokpan Smathakanee, Chutima Choursamran, Bararee Kulbun, Aunya Jaroenying, Rasintra Kamalaporn, Harutai Sriboonyong, Tidarat Roekworachai, Koonkoaw Sunkonkit, Kanokkarn Tangsathapornpong, Auchara Bunjoungmanee, Pornumpa Pao-in, Wanida Thaweekul, Patcharapa Tantiyavarong, Pichaya Ratanavongkosol, Thanyarat Thongnual, Chutima Sritipsukho, Paskorn Deerojanawong, Jitladda PLoS One Research Article BACKGROUND: Due to the possibility of asymptomatic pneumonia in children with COVID-19 leading to overexposure to radiation and problems in limited-resource settings, we conducted a nationwide, multi-center study to determine the risk factors of pneumonia in children with COVID-19 in order to create a pediatric pneumonia predictive score, with score validation. METHODS: This was a retrospective cohort study done by chart review of all children aged 0–15 years admitted to 13 medical centers across Thailand during the study period. Univariate and multivariate analyses as well as backward and forward stepwise logistic regression were used to generate a final prediction model of the pneumonia score. Data during the pre-Delta era was used to create a prediction model whilst data from the Delta one was used as a validation cohort. RESULTS: The score development cohort consisted of 1,076 patients in the pre-Delta era, and the validation cohort included 2,856 patients in the Delta one. Four predictors remained after backward and forward stepwise logistic regression: age < 5 years, number of comorbidities, fever, and dyspnea symptoms. The predictive ability of the novel pneumonia score was acceptable with the area under the receiver operating characteristics curve of 0.677 and a well-calibrated goodness-of-fit test (p = 0.098). The positive likelihood ratio for pneumonia was 0.544 (95% confidence interval (CI): 0.491–0.602) in the low-risk category, 1.563 (95% CI: 1.454–1.679) in the moderate, and 4.339 (95% CI: 2.527–7.449) in the high-risk. CONCLUSION: This study created an acceptable clinical prediction model which can aid clinicians in performing an appropriate triage for children with COVID-19. Public Library of Science 2022-08-29 /pmc/articles/PMC9423652/ /pubmed/36037228 http://dx.doi.org/10.1371/journal.pone.0273842 Text en © 2022 Satdhabudha et al https://creativecommons.org/licenses/by/4.0/This is an open access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
spellingShingle Research Article
Satdhabudha, Araya
Chaiyakulsil, Chanapai
Uppala, Rattapon
Niyomkarn, Watit
Tovichien, Prakarn
Norasettekul, Vasinee
Ruangnapa, Kanokpan
Smathakanee, Chutima
Choursamran, Bararee
Kulbun, Aunya
Jaroenying, Rasintra
Kamalaporn, Harutai
Sriboonyong, Tidarat
Roekworachai, Koonkoaw
Sunkonkit, Kanokkarn
Tangsathapornpong, Auchara
Bunjoungmanee, Pornumpa
Pao-in, Wanida
Thaweekul, Patcharapa
Tantiyavarong, Pichaya
Ratanavongkosol, Thanyarat
Thongnual, Chutima
Sritipsukho, Paskorn
Deerojanawong, Jitladda
Development and validation of the predictive score for pediatric COVID-19 pneumonia: A nationwide, multicenter study
title Development and validation of the predictive score for pediatric COVID-19 pneumonia: A nationwide, multicenter study
title_full Development and validation of the predictive score for pediatric COVID-19 pneumonia: A nationwide, multicenter study
title_fullStr Development and validation of the predictive score for pediatric COVID-19 pneumonia: A nationwide, multicenter study
title_full_unstemmed Development and validation of the predictive score for pediatric COVID-19 pneumonia: A nationwide, multicenter study
title_short Development and validation of the predictive score for pediatric COVID-19 pneumonia: A nationwide, multicenter study
title_sort development and validation of the predictive score for pediatric covid-19 pneumonia: a nationwide, multicenter study
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9423652/
https://www.ncbi.nlm.nih.gov/pubmed/36037228
http://dx.doi.org/10.1371/journal.pone.0273842
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