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Clinical hypoxemia score for outpatient child pneumonia care lacking pulse oximetry in Africa and South Asia

BACKGROUND: Pulse oximeters are not routinely available in outpatient clinics in low- and middle-income countries. We derived clinical scores to identify hypoxemic child pneumonia. METHODS: This was a retrospective pooled analysis of two outpatient datasets of 3–35 month olds with World Health Organ...

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Autores principales: Schuh, Holly B., Hooli, Shubhada, Ahmed, Salahuddin, King, Carina, Roy, Arunangshu D., Lufesi, Norman, Islam, ASMD Ashraful, Mvalo, Tisungane, Chowdhury, Nabidul H., Ginsburg, Amy Sarah, Colbourn, Tim, Checkley, William, Baqui, Abdullah H., McCollum, Eric D.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10582699/
https://www.ncbi.nlm.nih.gov/pubmed/37859772
http://dx.doi.org/10.3389/fped.2023.1233532
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author Schuh, Holly B.
Hooli, Shubhada
Ahmed, Salahuddin
King, Carina
Roy, Arunangshu D.
Lufesi, Norman
Islam, ASMD Ashraful
Mvalo, Tisungane
Chowdhury, Nabidul H.
Ginsburg, Amy Sarah
Colbourn, Tim
Checkley, William
Baqui, Abdullah H.
McCollum, Eric D.
author_facet Schuh, Holly B.
Hooli, Shubhada
Ahmed, Salahuddin
King, Carina
Roy, Arunangshu D.
Lufesi, Norman
Islam, ASMD Ashraful
Mvalo, Tisungane
Chowdhury, Nabidul H.
Ginsburg, Amy Sarah
Colbourn, Tim
Checkley, William
Baqui, Abdullah H.
McCollum, Eric D.
author_sort Schuh, Holly B.
collection PubMed
description BACKGROUND: Pulse oximeters are not routinely available in outpatient clinics in low- and middle-income countries. We derived clinical scores to identify hypoxemic child pneumonia. METHODS: This was a retrospective pooled analysis of two outpatient datasets of 3–35 month olds with World Health Organization (WHO)-defined pneumonia in Bangladesh and Malawi. We constructed, internally validated, and compared fit & discrimination of four models predicting SpO(2 )< 93% and <90%: (1) Integrated Management of Childhood Illness guidelines, (2) WHO-composite guidelines, (3) Independent variable least absolute shrinkage and selection operator (LASSO); (4) Composite variable LASSO. RESULTS: 12,712 observations were included. The independent and composite LASSO models discriminated moderately (both C-statistic 0.77) between children with a SpO(2 )< 93% and ≥94%; model predictive capacities remained moderate after adjusting for potential overfitting (C-statistic 0.74 and 0.75). The IMCI and WHO-composite models had poorer discrimination (C-statistic 0.56 and 0.68) and identified 20.6% and 56.8% of SpO(2 )< 93% cases. The highest score stratum of the independent and composite LASSO models identified 46.7% and 49.0% of SpO(2 )< 93% cases. Both LASSO models had similar performance for a SpO(2 )< 90%. CONCLUSIONS: In the absence of pulse oximeters, both LASSO models better identified outpatient hypoxemic pneumonia cases than the WHO guidelines. Score external validation and implementation are needed.
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spelling pubmed-105826992023-10-19 Clinical hypoxemia score for outpatient child pneumonia care lacking pulse oximetry in Africa and South Asia Schuh, Holly B. Hooli, Shubhada Ahmed, Salahuddin King, Carina Roy, Arunangshu D. Lufesi, Norman Islam, ASMD Ashraful Mvalo, Tisungane Chowdhury, Nabidul H. Ginsburg, Amy Sarah Colbourn, Tim Checkley, William Baqui, Abdullah H. McCollum, Eric D. Front Pediatr Pediatrics BACKGROUND: Pulse oximeters are not routinely available in outpatient clinics in low- and middle-income countries. We derived clinical scores to identify hypoxemic child pneumonia. METHODS: This was a retrospective pooled analysis of two outpatient datasets of 3–35 month olds with World Health Organization (WHO)-defined pneumonia in Bangladesh and Malawi. We constructed, internally validated, and compared fit & discrimination of four models predicting SpO(2 )< 93% and <90%: (1) Integrated Management of Childhood Illness guidelines, (2) WHO-composite guidelines, (3) Independent variable least absolute shrinkage and selection operator (LASSO); (4) Composite variable LASSO. RESULTS: 12,712 observations were included. The independent and composite LASSO models discriminated moderately (both C-statistic 0.77) between children with a SpO(2 )< 93% and ≥94%; model predictive capacities remained moderate after adjusting for potential overfitting (C-statistic 0.74 and 0.75). The IMCI and WHO-composite models had poorer discrimination (C-statistic 0.56 and 0.68) and identified 20.6% and 56.8% of SpO(2 )< 93% cases. The highest score stratum of the independent and composite LASSO models identified 46.7% and 49.0% of SpO(2 )< 93% cases. Both LASSO models had similar performance for a SpO(2 )< 90%. CONCLUSIONS: In the absence of pulse oximeters, both LASSO models better identified outpatient hypoxemic pneumonia cases than the WHO guidelines. Score external validation and implementation are needed. Frontiers Media S.A. 2023-10-04 /pmc/articles/PMC10582699/ /pubmed/37859772 http://dx.doi.org/10.3389/fped.2023.1233532 Text en © 2023 Schuh, Hooli, Ahmed, King, Roy, Lufesi, Islam, Mvalo, Chowdhury, Ginsburg, Colbourn, Checkley, Baqui and McCollum. 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
Schuh, Holly B.
Hooli, Shubhada
Ahmed, Salahuddin
King, Carina
Roy, Arunangshu D.
Lufesi, Norman
Islam, ASMD Ashraful
Mvalo, Tisungane
Chowdhury, Nabidul H.
Ginsburg, Amy Sarah
Colbourn, Tim
Checkley, William
Baqui, Abdullah H.
McCollum, Eric D.
Clinical hypoxemia score for outpatient child pneumonia care lacking pulse oximetry in Africa and South Asia
title Clinical hypoxemia score for outpatient child pneumonia care lacking pulse oximetry in Africa and South Asia
title_full Clinical hypoxemia score for outpatient child pneumonia care lacking pulse oximetry in Africa and South Asia
title_fullStr Clinical hypoxemia score for outpatient child pneumonia care lacking pulse oximetry in Africa and South Asia
title_full_unstemmed Clinical hypoxemia score for outpatient child pneumonia care lacking pulse oximetry in Africa and South Asia
title_short Clinical hypoxemia score for outpatient child pneumonia care lacking pulse oximetry in Africa and South Asia
title_sort clinical hypoxemia score for outpatient child pneumonia care lacking pulse oximetry in africa and south asia
topic Pediatrics
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10582699/
https://www.ncbi.nlm.nih.gov/pubmed/37859772
http://dx.doi.org/10.3389/fped.2023.1233532
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