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A biomarker assay to risk-stratify patients with symptoms of respiratory tract infection
BACKGROUND: Patients who present to an emergency department (ED) with respiratory symptoms are often conservatively triaged in favour of hospitalisation. We sought to determine if an inflammatory biomarker panel that identifies the host response better predicts hospitalisation in order to improve th...
Autores principales: | , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
European Respiratory Society
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9753477/ https://www.ncbi.nlm.nih.gov/pubmed/36104292 http://dx.doi.org/10.1183/13993003.00459-2022 |
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author | Husain, Shahid Sage, Andrew T. del Sorbo, Lorenzo Cypel, Marcelo Martinu, Tereza Juvet, Stephen C. Mariscal, Andrea Wright, Julie Chao, Bonnie T. Shamandy, Alaa A. Mousavi, S. Hossein Ma, Jin Wang, Bo Valero, Jerome Liu, Mingyao Landes, Megan Balachandran, Sharaniyaa Hudson, Kimberley Ngai, Michelle Capuano, Marialessia Gelardi, Maria Lupia, Enrico Marinowic, Daniel R. Friedrich, Frederico O. Schmitz, Carine R.R. dos Santos, Leticya S.M. Barbe-Tuana, Florencia M. Jones, Marcus H. Kain, Kevin C. Mazzulli, Tony Sabbah, Sam Keshavjee, Shaf |
author_facet | Husain, Shahid Sage, Andrew T. del Sorbo, Lorenzo Cypel, Marcelo Martinu, Tereza Juvet, Stephen C. Mariscal, Andrea Wright, Julie Chao, Bonnie T. Shamandy, Alaa A. Mousavi, S. Hossein Ma, Jin Wang, Bo Valero, Jerome Liu, Mingyao Landes, Megan Balachandran, Sharaniyaa Hudson, Kimberley Ngai, Michelle Capuano, Marialessia Gelardi, Maria Lupia, Enrico Marinowic, Daniel R. Friedrich, Frederico O. Schmitz, Carine R.R. dos Santos, Leticya S.M. Barbe-Tuana, Florencia M. Jones, Marcus H. Kain, Kevin C. Mazzulli, Tony Sabbah, Sam Keshavjee, Shaf |
author_sort | Husain, Shahid |
collection | PubMed |
description | BACKGROUND: Patients who present to an emergency department (ED) with respiratory symptoms are often conservatively triaged in favour of hospitalisation. We sought to determine if an inflammatory biomarker panel that identifies the host response better predicts hospitalisation in order to improve the precision of clinical decision making in the ED. METHODS: From April 2020 to March 2021, plasma samples of 641 patients with symptoms of respiratory illness were collected from EDs in an international multicentre study: Canada (n=310), Italy (n=131) and Brazil (n=200). Patients were followed prospectively for 28 days. Subgroup analysis was conducted on confirmed coronavirus disease 2019 (COVID-19) patients (n=245). An inflammatory profile was determined using a rapid, 50-min, biomarker panel (RALI-Dx (Rapid Acute Lung Injury Diagnostic)), which measures interleukin (IL)-6, IL-8, IL-10, soluble tumour necrosis factor receptor 1 (sTNFR1) and soluble triggering receptor expressed on myeloid cells 1 (sTREM1). RESULTS: RALI-Dx biomarkers were significantly elevated in patients who required hospitalisation across all three sites. A machine learning algorithm that was applied to predict hospitalisation using RALI-Dx biomarkers had a mean±sd area under the receiver operating characteristic curve of 76±6% (Canada), 84±4% (Italy) and 86±3% (Brazil). Model performance was 82±3% for COVID-19 patients and 87±7% for patients with a confirmed pneumonia diagnosis. CONCLUSIONS: The rapid diagnostic biomarker panel accurately identified the need for inpatient care in patients presenting with respiratory symptoms, including COVID-19. The RALI-Dx test is broadly and easily applicable across many jurisdictions, and represents an important diagnostic adjunct to advance ED decision-making protocols. |
format | Online Article Text |
id | pubmed-9753477 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | European Respiratory Society |
record_format | MEDLINE/PubMed |
spelling | pubmed-97534772022-12-16 A biomarker assay to risk-stratify patients with symptoms of respiratory tract infection Husain, Shahid Sage, Andrew T. del Sorbo, Lorenzo Cypel, Marcelo Martinu, Tereza Juvet, Stephen C. Mariscal, Andrea Wright, Julie Chao, Bonnie T. Shamandy, Alaa A. Mousavi, S. Hossein Ma, Jin Wang, Bo Valero, Jerome Liu, Mingyao Landes, Megan Balachandran, Sharaniyaa Hudson, Kimberley Ngai, Michelle Capuano, Marialessia Gelardi, Maria Lupia, Enrico Marinowic, Daniel R. Friedrich, Frederico O. Schmitz, Carine R.R. dos Santos, Leticya S.M. Barbe-Tuana, Florencia M. Jones, Marcus H. Kain, Kevin C. Mazzulli, Tony Sabbah, Sam Keshavjee, Shaf Eur Respir J Original Research Articles BACKGROUND: Patients who present to an emergency department (ED) with respiratory symptoms are often conservatively triaged in favour of hospitalisation. We sought to determine if an inflammatory biomarker panel that identifies the host response better predicts hospitalisation in order to improve the precision of clinical decision making in the ED. METHODS: From April 2020 to March 2021, plasma samples of 641 patients with symptoms of respiratory illness were collected from EDs in an international multicentre study: Canada (n=310), Italy (n=131) and Brazil (n=200). Patients were followed prospectively for 28 days. Subgroup analysis was conducted on confirmed coronavirus disease 2019 (COVID-19) patients (n=245). An inflammatory profile was determined using a rapid, 50-min, biomarker panel (RALI-Dx (Rapid Acute Lung Injury Diagnostic)), which measures interleukin (IL)-6, IL-8, IL-10, soluble tumour necrosis factor receptor 1 (sTNFR1) and soluble triggering receptor expressed on myeloid cells 1 (sTREM1). RESULTS: RALI-Dx biomarkers were significantly elevated in patients who required hospitalisation across all three sites. A machine learning algorithm that was applied to predict hospitalisation using RALI-Dx biomarkers had a mean±sd area under the receiver operating characteristic curve of 76±6% (Canada), 84±4% (Italy) and 86±3% (Brazil). Model performance was 82±3% for COVID-19 patients and 87±7% for patients with a confirmed pneumonia diagnosis. CONCLUSIONS: The rapid diagnostic biomarker panel accurately identified the need for inpatient care in patients presenting with respiratory symptoms, including COVID-19. The RALI-Dx test is broadly and easily applicable across many jurisdictions, and represents an important diagnostic adjunct to advance ED decision-making protocols. European Respiratory Society 2022-12-15 /pmc/articles/PMC9753477/ /pubmed/36104292 http://dx.doi.org/10.1183/13993003.00459-2022 Text en Copyright ©The authors 2022. https://creativecommons.org/licenses/by-nc/4.0/This version is distributed under the terms of the Creative Commons Attribution Non-Commercial Licence 4.0. For commercial reproduction rights and permissions contact permissions@ersnet.org (mailto:permissions@ersnet.org) |
spellingShingle | Original Research Articles Husain, Shahid Sage, Andrew T. del Sorbo, Lorenzo Cypel, Marcelo Martinu, Tereza Juvet, Stephen C. Mariscal, Andrea Wright, Julie Chao, Bonnie T. Shamandy, Alaa A. Mousavi, S. Hossein Ma, Jin Wang, Bo Valero, Jerome Liu, Mingyao Landes, Megan Balachandran, Sharaniyaa Hudson, Kimberley Ngai, Michelle Capuano, Marialessia Gelardi, Maria Lupia, Enrico Marinowic, Daniel R. Friedrich, Frederico O. Schmitz, Carine R.R. dos Santos, Leticya S.M. Barbe-Tuana, Florencia M. Jones, Marcus H. Kain, Kevin C. Mazzulli, Tony Sabbah, Sam Keshavjee, Shaf A biomarker assay to risk-stratify patients with symptoms of respiratory tract infection |
title | A biomarker assay to risk-stratify patients with symptoms of respiratory tract infection |
title_full | A biomarker assay to risk-stratify patients with symptoms of respiratory tract infection |
title_fullStr | A biomarker assay to risk-stratify patients with symptoms of respiratory tract infection |
title_full_unstemmed | A biomarker assay to risk-stratify patients with symptoms of respiratory tract infection |
title_short | A biomarker assay to risk-stratify patients with symptoms of respiratory tract infection |
title_sort | biomarker assay to risk-stratify patients with symptoms of respiratory tract infection |
topic | Original Research Articles |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9753477/ https://www.ncbi.nlm.nih.gov/pubmed/36104292 http://dx.doi.org/10.1183/13993003.00459-2022 |
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