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2359. Validation of a Novel Scoring Criteria for Assessing the Severity of Viral Respiratory Infections in Children

BACKGROUND: Novel investigative tools (e.g., whole-genome sequencing) help characterize host and viral genetic contributions to disease severity in pediatric viral respiratory infection. However, a validated scoring system for quantifying illness severity is needed to properly contextualize results....

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Autores principales: Mortaji, Parisa, Myers, Orrin, Woslager, Megan, Belmonte, Alfonso, Behnken, Annalisa, Subbaswamy, Anjali, Agarwal, Hemant, Vigil, Teresa, Caffey, Francine, Muller, Martha, Dinwiddie, Darrell, Dehority, Walter
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Oxford University Press 2018
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6255355/
http://dx.doi.org/10.1093/ofid/ofy210.2012
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author Mortaji, Parisa
Myers, Orrin
Woslager, Megan
Belmonte, Alfonso
Behnken, Annalisa
Subbaswamy, Anjali
Agarwal, Hemant
Vigil, Teresa
Caffey, Francine
Muller, Martha
Dinwiddie, Darrell
Dehority, Walter
author_facet Mortaji, Parisa
Myers, Orrin
Woslager, Megan
Belmonte, Alfonso
Behnken, Annalisa
Subbaswamy, Anjali
Agarwal, Hemant
Vigil, Teresa
Caffey, Francine
Muller, Martha
Dinwiddie, Darrell
Dehority, Walter
author_sort Mortaji, Parisa
collection PubMed
description BACKGROUND: Novel investigative tools (e.g., whole-genome sequencing) help characterize host and viral genetic contributions to disease severity in pediatric viral respiratory infection. However, a validated scoring system for quantifying illness severity is needed to properly contextualize results. Existing scoring systems are outdated, unvalidated and underpowered. We thus developed a scoring system to address these concerns. METHODS: Children hospitalized with viral respiratory infections were prospectively enrolled over 2 years, with 51 clinical variables abstracted from the medical record. 7 variables felt to be most predictive of disease severity and significantly correlated with each other (Spearman correlation coefficient P < 0.001) were included in the scoring system (duration of hospital and ICU stay, oxygen and high flow nasal cannula (HFNC) use and intubation; maximum nasal cannula and HFNC support), and combined into a disease severity index by converting each into an ordinal score and summing over the variables, with each variable sub-divided into 7 levels of exposure (based on equal interval length cutpoints). For a validation comparison, sampling algorithms utilizing a linear model selected a subset of 96 patients whose disease severity would be randomly assessed by 8 pediatricians in blocks of 12, using D-optimality and space filling criteria to protect against non-linearity (severity scored 1 to 10; 80% power for detection of correlation >0.28, two-sided α = 0.05). Mixed model regression analyses compared clinician-scored disease severity with the scoring system. Akaike Information criteria (AIC) and coefficients of determination (R(2)) ranked severity indices. RESULTS: 445 subjects (56.2% male, median age 1.2 years) were enrolled. Clinician scores of disease severity averaged 6.2 (SD = 2.2, range 1–10). A scoring system using 7 variables with 7 levels of exposure per variable produced the lowest AIC (0.00, R(2) = 0.70 for predicting clinician-scored disease severity after adjustment for rater effects) (Figure 1). CONCLUSION: A 7-variable scoring system quantifying disease severity in pediatric viral respiratory infections correlates well with clinician assessment, and may advance the study of such infections. Figure 1: Fitted model: Association of Clinician Score and Severity Scoring System. DISCLOSURES: All authors: No reported disclosures.
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spelling pubmed-62553552018-11-28 2359. Validation of a Novel Scoring Criteria for Assessing the Severity of Viral Respiratory Infections in Children Mortaji, Parisa Myers, Orrin Woslager, Megan Belmonte, Alfonso Behnken, Annalisa Subbaswamy, Anjali Agarwal, Hemant Vigil, Teresa Caffey, Francine Muller, Martha Dinwiddie, Darrell Dehority, Walter Open Forum Infect Dis Abstracts BACKGROUND: Novel investigative tools (e.g., whole-genome sequencing) help characterize host and viral genetic contributions to disease severity in pediatric viral respiratory infection. However, a validated scoring system for quantifying illness severity is needed to properly contextualize results. Existing scoring systems are outdated, unvalidated and underpowered. We thus developed a scoring system to address these concerns. METHODS: Children hospitalized with viral respiratory infections were prospectively enrolled over 2 years, with 51 clinical variables abstracted from the medical record. 7 variables felt to be most predictive of disease severity and significantly correlated with each other (Spearman correlation coefficient P < 0.001) were included in the scoring system (duration of hospital and ICU stay, oxygen and high flow nasal cannula (HFNC) use and intubation; maximum nasal cannula and HFNC support), and combined into a disease severity index by converting each into an ordinal score and summing over the variables, with each variable sub-divided into 7 levels of exposure (based on equal interval length cutpoints). For a validation comparison, sampling algorithms utilizing a linear model selected a subset of 96 patients whose disease severity would be randomly assessed by 8 pediatricians in blocks of 12, using D-optimality and space filling criteria to protect against non-linearity (severity scored 1 to 10; 80% power for detection of correlation >0.28, two-sided α = 0.05). Mixed model regression analyses compared clinician-scored disease severity with the scoring system. Akaike Information criteria (AIC) and coefficients of determination (R(2)) ranked severity indices. RESULTS: 445 subjects (56.2% male, median age 1.2 years) were enrolled. Clinician scores of disease severity averaged 6.2 (SD = 2.2, range 1–10). A scoring system using 7 variables with 7 levels of exposure per variable produced the lowest AIC (0.00, R(2) = 0.70 for predicting clinician-scored disease severity after adjustment for rater effects) (Figure 1). CONCLUSION: A 7-variable scoring system quantifying disease severity in pediatric viral respiratory infections correlates well with clinician assessment, and may advance the study of such infections. Figure 1: Fitted model: Association of Clinician Score and Severity Scoring System. DISCLOSURES: All authors: No reported disclosures. Oxford University Press 2018-11-26 /pmc/articles/PMC6255355/ http://dx.doi.org/10.1093/ofid/ofy210.2012 Text en © The Author(s) 2018. Published by Oxford University Press on behalf of Infectious Diseases Society of America. http://creativecommons.org/licenses/by-nc-nd/4.0/ This is an Open Access article distributed under the terms of the Creative Commons Attribution-NonCommercial-NoDerivs licence (http://creativecommons.org/licenses/by-nc-nd/4.0/), which permits non-commercial reproduction and distribution of the work, in any medium, provided the original work is not altered or transformed in any way, and that the work is properly cited. For commercial re-use, please contact journals.permissions@oup.com
spellingShingle Abstracts
Mortaji, Parisa
Myers, Orrin
Woslager, Megan
Belmonte, Alfonso
Behnken, Annalisa
Subbaswamy, Anjali
Agarwal, Hemant
Vigil, Teresa
Caffey, Francine
Muller, Martha
Dinwiddie, Darrell
Dehority, Walter
2359. Validation of a Novel Scoring Criteria for Assessing the Severity of Viral Respiratory Infections in Children
title 2359. Validation of a Novel Scoring Criteria for Assessing the Severity of Viral Respiratory Infections in Children
title_full 2359. Validation of a Novel Scoring Criteria for Assessing the Severity of Viral Respiratory Infections in Children
title_fullStr 2359. Validation of a Novel Scoring Criteria for Assessing the Severity of Viral Respiratory Infections in Children
title_full_unstemmed 2359. Validation of a Novel Scoring Criteria for Assessing the Severity of Viral Respiratory Infections in Children
title_short 2359. Validation of a Novel Scoring Criteria for Assessing the Severity of Viral Respiratory Infections in Children
title_sort 2359. validation of a novel scoring criteria for assessing the severity of viral respiratory infections in children
topic Abstracts
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6255355/
http://dx.doi.org/10.1093/ofid/ofy210.2012
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