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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...
Autores principales: | , , , , , , , , , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2022
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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. |
format | Online Article Text |
id | pubmed-9423652 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
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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