Cargando…
The Model for Early COvid-19 Recognition (MECOR) Score: A Proof-of-Concept for a Simple and Low-Cost Tool to Recognize a Possible Viral Etiology in Community-Acquired Pneumonia Patients during COVID-19 Outbreak
This study aims to assess the peripheral blood cell count “signature” of Severe Acute Respiratory Syndrome-Coronavirus 2 (SARS-CoV-2) to discriminate promptly between COronaVIrus Disease 19 (COVID-19) and community-acquired pneumonia (CAP). We designed a retrospective case-control study, enrolling 5...
Autores principales: | , , , , , , , , , , , , , , , , , , , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2020
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7555441/ https://www.ncbi.nlm.nih.gov/pubmed/32825763 http://dx.doi.org/10.3390/diagnostics10090619 |
_version_ | 1783594008729092096 |
---|---|
author | Sambataro, Gianluca Giuffrè, Mauro Sambataro, Domenico Palermo, Andrea Vignigni, Giovanna Cesareo, Roberto Crimi, Nunzio Torrisi, Sebastiano Emanuele Vancheri, Carlo Malatino, Lorenzo Colaci, Michele Del Papa, Nicoletta Pignataro, Francesca Roman-Pognuz, Erik Fabbiani, Massimiliano Montagnani, Francesca Cassol, Chiara Cavagna, Lorenzo Zuccaro, Valentina Zerbato, Verena Maurel, Cristina Luzzati, Roberto Di Bella, Stefano |
author_facet | Sambataro, Gianluca Giuffrè, Mauro Sambataro, Domenico Palermo, Andrea Vignigni, Giovanna Cesareo, Roberto Crimi, Nunzio Torrisi, Sebastiano Emanuele Vancheri, Carlo Malatino, Lorenzo Colaci, Michele Del Papa, Nicoletta Pignataro, Francesca Roman-Pognuz, Erik Fabbiani, Massimiliano Montagnani, Francesca Cassol, Chiara Cavagna, Lorenzo Zuccaro, Valentina Zerbato, Verena Maurel, Cristina Luzzati, Roberto Di Bella, Stefano |
author_sort | Sambataro, Gianluca |
collection | PubMed |
description | This study aims to assess the peripheral blood cell count “signature” of Severe Acute Respiratory Syndrome-Coronavirus 2 (SARS-CoV-2) to discriminate promptly between COronaVIrus Disease 19 (COVID-19) and community-acquired pneumonia (CAP). We designed a retrospective case-control study, enrolling 525 patients (283 COVID-19 and 242 with CAP). All patients had a fever and at least one of the following signs: cough, chest pain, or dyspnea. We excluded patients treated with immunosuppressants, steroids, or affected by diseases known to modify blood cell count. COVID-19 patients showed a significant reduction in white blood cells (neutrophils, lymphocytes, monocytes, eosinophils) and platelets. We studied these parameters univariately, combined the significant ones in a multivariate model (AUROC 0.86, Nagelkerke PSEUDO-R2 0.5, Hosmer–Lemeshow p-value 0.9) and examined its discriminative performance in an internally-randomized validation cohort (AUROC 0.84). The cut-off selected according to Youden’s Index (−0.13) showed a sensitivity of 84% and a specificity of 72% in the training cohort, and a sensitivity of 88% and a specificity of 73% in the validation cohort. In addition, we determined the probability of having COVID-19 pneumonia for each Model for possible Early COvid-19 Recognition (MECOR) Score value. In conclusion, our model could provide a simple, rapid, and cheap tool for prompt COVID-19 diagnostic triage in patients with CAP. The actual effectiveness should be evaluated in further, prospective studies also involving COVID-19 patients with negative nasopharyngeal swabs. |
format | Online Article Text |
id | pubmed-7555441 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-75554412020-10-19 The Model for Early COvid-19 Recognition (MECOR) Score: A Proof-of-Concept for a Simple and Low-Cost Tool to Recognize a Possible Viral Etiology in Community-Acquired Pneumonia Patients during COVID-19 Outbreak Sambataro, Gianluca Giuffrè, Mauro Sambataro, Domenico Palermo, Andrea Vignigni, Giovanna Cesareo, Roberto Crimi, Nunzio Torrisi, Sebastiano Emanuele Vancheri, Carlo Malatino, Lorenzo Colaci, Michele Del Papa, Nicoletta Pignataro, Francesca Roman-Pognuz, Erik Fabbiani, Massimiliano Montagnani, Francesca Cassol, Chiara Cavagna, Lorenzo Zuccaro, Valentina Zerbato, Verena Maurel, Cristina Luzzati, Roberto Di Bella, Stefano Diagnostics (Basel) Article This study aims to assess the peripheral blood cell count “signature” of Severe Acute Respiratory Syndrome-Coronavirus 2 (SARS-CoV-2) to discriminate promptly between COronaVIrus Disease 19 (COVID-19) and community-acquired pneumonia (CAP). We designed a retrospective case-control study, enrolling 525 patients (283 COVID-19 and 242 with CAP). All patients had a fever and at least one of the following signs: cough, chest pain, or dyspnea. We excluded patients treated with immunosuppressants, steroids, or affected by diseases known to modify blood cell count. COVID-19 patients showed a significant reduction in white blood cells (neutrophils, lymphocytes, monocytes, eosinophils) and platelets. We studied these parameters univariately, combined the significant ones in a multivariate model (AUROC 0.86, Nagelkerke PSEUDO-R2 0.5, Hosmer–Lemeshow p-value 0.9) and examined its discriminative performance in an internally-randomized validation cohort (AUROC 0.84). The cut-off selected according to Youden’s Index (−0.13) showed a sensitivity of 84% and a specificity of 72% in the training cohort, and a sensitivity of 88% and a specificity of 73% in the validation cohort. In addition, we determined the probability of having COVID-19 pneumonia for each Model for possible Early COvid-19 Recognition (MECOR) Score value. In conclusion, our model could provide a simple, rapid, and cheap tool for prompt COVID-19 diagnostic triage in patients with CAP. The actual effectiveness should be evaluated in further, prospective studies also involving COVID-19 patients with negative nasopharyngeal swabs. MDPI 2020-08-21 /pmc/articles/PMC7555441/ /pubmed/32825763 http://dx.doi.org/10.3390/diagnostics10090619 Text en © 2020 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (http://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Sambataro, Gianluca Giuffrè, Mauro Sambataro, Domenico Palermo, Andrea Vignigni, Giovanna Cesareo, Roberto Crimi, Nunzio Torrisi, Sebastiano Emanuele Vancheri, Carlo Malatino, Lorenzo Colaci, Michele Del Papa, Nicoletta Pignataro, Francesca Roman-Pognuz, Erik Fabbiani, Massimiliano Montagnani, Francesca Cassol, Chiara Cavagna, Lorenzo Zuccaro, Valentina Zerbato, Verena Maurel, Cristina Luzzati, Roberto Di Bella, Stefano The Model for Early COvid-19 Recognition (MECOR) Score: A Proof-of-Concept for a Simple and Low-Cost Tool to Recognize a Possible Viral Etiology in Community-Acquired Pneumonia Patients during COVID-19 Outbreak |
title | The Model for Early COvid-19 Recognition (MECOR) Score: A Proof-of-Concept for a Simple and Low-Cost Tool to Recognize a Possible Viral Etiology in Community-Acquired Pneumonia Patients during COVID-19 Outbreak |
title_full | The Model for Early COvid-19 Recognition (MECOR) Score: A Proof-of-Concept for a Simple and Low-Cost Tool to Recognize a Possible Viral Etiology in Community-Acquired Pneumonia Patients during COVID-19 Outbreak |
title_fullStr | The Model for Early COvid-19 Recognition (MECOR) Score: A Proof-of-Concept for a Simple and Low-Cost Tool to Recognize a Possible Viral Etiology in Community-Acquired Pneumonia Patients during COVID-19 Outbreak |
title_full_unstemmed | The Model for Early COvid-19 Recognition (MECOR) Score: A Proof-of-Concept for a Simple and Low-Cost Tool to Recognize a Possible Viral Etiology in Community-Acquired Pneumonia Patients during COVID-19 Outbreak |
title_short | The Model for Early COvid-19 Recognition (MECOR) Score: A Proof-of-Concept for a Simple and Low-Cost Tool to Recognize a Possible Viral Etiology in Community-Acquired Pneumonia Patients during COVID-19 Outbreak |
title_sort | model for early covid-19 recognition (mecor) score: a proof-of-concept for a simple and low-cost tool to recognize a possible viral etiology in community-acquired pneumonia patients during covid-19 outbreak |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7555441/ https://www.ncbi.nlm.nih.gov/pubmed/32825763 http://dx.doi.org/10.3390/diagnostics10090619 |
work_keys_str_mv | AT sambatarogianluca themodelforearlycovid19recognitionmecorscoreaproofofconceptforasimpleandlowcosttooltorecognizeapossibleviraletiologyincommunityacquiredpneumoniapatientsduringcovid19outbreak AT giuffremauro themodelforearlycovid19recognitionmecorscoreaproofofconceptforasimpleandlowcosttooltorecognizeapossibleviraletiologyincommunityacquiredpneumoniapatientsduringcovid19outbreak AT sambatarodomenico themodelforearlycovid19recognitionmecorscoreaproofofconceptforasimpleandlowcosttooltorecognizeapossibleviraletiologyincommunityacquiredpneumoniapatientsduringcovid19outbreak AT palermoandrea themodelforearlycovid19recognitionmecorscoreaproofofconceptforasimpleandlowcosttooltorecognizeapossibleviraletiologyincommunityacquiredpneumoniapatientsduringcovid19outbreak AT vignignigiovanna themodelforearlycovid19recognitionmecorscoreaproofofconceptforasimpleandlowcosttooltorecognizeapossibleviraletiologyincommunityacquiredpneumoniapatientsduringcovid19outbreak AT cesareoroberto themodelforearlycovid19recognitionmecorscoreaproofofconceptforasimpleandlowcosttooltorecognizeapossibleviraletiologyincommunityacquiredpneumoniapatientsduringcovid19outbreak AT criminunzio themodelforearlycovid19recognitionmecorscoreaproofofconceptforasimpleandlowcosttooltorecognizeapossibleviraletiologyincommunityacquiredpneumoniapatientsduringcovid19outbreak AT torrisisebastianoemanuele themodelforearlycovid19recognitionmecorscoreaproofofconceptforasimpleandlowcosttooltorecognizeapossibleviraletiologyincommunityacquiredpneumoniapatientsduringcovid19outbreak AT vanchericarlo themodelforearlycovid19recognitionmecorscoreaproofofconceptforasimpleandlowcosttooltorecognizeapossibleviraletiologyincommunityacquiredpneumoniapatientsduringcovid19outbreak AT malatinolorenzo themodelforearlycovid19recognitionmecorscoreaproofofconceptforasimpleandlowcosttooltorecognizeapossibleviraletiologyincommunityacquiredpneumoniapatientsduringcovid19outbreak AT colacimichele themodelforearlycovid19recognitionmecorscoreaproofofconceptforasimpleandlowcosttooltorecognizeapossibleviraletiologyincommunityacquiredpneumoniapatientsduringcovid19outbreak AT delpapanicoletta themodelforearlycovid19recognitionmecorscoreaproofofconceptforasimpleandlowcosttooltorecognizeapossibleviraletiologyincommunityacquiredpneumoniapatientsduringcovid19outbreak AT pignatarofrancesca themodelforearlycovid19recognitionmecorscoreaproofofconceptforasimpleandlowcosttooltorecognizeapossibleviraletiologyincommunityacquiredpneumoniapatientsduringcovid19outbreak AT romanpognuzerik themodelforearlycovid19recognitionmecorscoreaproofofconceptforasimpleandlowcosttooltorecognizeapossibleviraletiologyincommunityacquiredpneumoniapatientsduringcovid19outbreak AT fabbianimassimiliano themodelforearlycovid19recognitionmecorscoreaproofofconceptforasimpleandlowcosttooltorecognizeapossibleviraletiologyincommunityacquiredpneumoniapatientsduringcovid19outbreak AT montagnanifrancesca themodelforearlycovid19recognitionmecorscoreaproofofconceptforasimpleandlowcosttooltorecognizeapossibleviraletiologyincommunityacquiredpneumoniapatientsduringcovid19outbreak AT cassolchiara themodelforearlycovid19recognitionmecorscoreaproofofconceptforasimpleandlowcosttooltorecognizeapossibleviraletiologyincommunityacquiredpneumoniapatientsduringcovid19outbreak AT cavagnalorenzo themodelforearlycovid19recognitionmecorscoreaproofofconceptforasimpleandlowcosttooltorecognizeapossibleviraletiologyincommunityacquiredpneumoniapatientsduringcovid19outbreak AT zuccarovalentina themodelforearlycovid19recognitionmecorscoreaproofofconceptforasimpleandlowcosttooltorecognizeapossibleviraletiologyincommunityacquiredpneumoniapatientsduringcovid19outbreak AT zerbatoverena themodelforearlycovid19recognitionmecorscoreaproofofconceptforasimpleandlowcosttooltorecognizeapossibleviraletiologyincommunityacquiredpneumoniapatientsduringcovid19outbreak AT maurelcristina themodelforearlycovid19recognitionmecorscoreaproofofconceptforasimpleandlowcosttooltorecognizeapossibleviraletiologyincommunityacquiredpneumoniapatientsduringcovid19outbreak AT luzzatiroberto themodelforearlycovid19recognitionmecorscoreaproofofconceptforasimpleandlowcosttooltorecognizeapossibleviraletiologyincommunityacquiredpneumoniapatientsduringcovid19outbreak AT dibellastefano themodelforearlycovid19recognitionmecorscoreaproofofconceptforasimpleandlowcosttooltorecognizeapossibleviraletiologyincommunityacquiredpneumoniapatientsduringcovid19outbreak AT sambatarogianluca modelforearlycovid19recognitionmecorscoreaproofofconceptforasimpleandlowcosttooltorecognizeapossibleviraletiologyincommunityacquiredpneumoniapatientsduringcovid19outbreak AT giuffremauro modelforearlycovid19recognitionmecorscoreaproofofconceptforasimpleandlowcosttooltorecognizeapossibleviraletiologyincommunityacquiredpneumoniapatientsduringcovid19outbreak AT sambatarodomenico modelforearlycovid19recognitionmecorscoreaproofofconceptforasimpleandlowcosttooltorecognizeapossibleviraletiologyincommunityacquiredpneumoniapatientsduringcovid19outbreak AT palermoandrea modelforearlycovid19recognitionmecorscoreaproofofconceptforasimpleandlowcosttooltorecognizeapossibleviraletiologyincommunityacquiredpneumoniapatientsduringcovid19outbreak AT vignignigiovanna modelforearlycovid19recognitionmecorscoreaproofofconceptforasimpleandlowcosttooltorecognizeapossibleviraletiologyincommunityacquiredpneumoniapatientsduringcovid19outbreak AT cesareoroberto modelforearlycovid19recognitionmecorscoreaproofofconceptforasimpleandlowcosttooltorecognizeapossibleviraletiologyincommunityacquiredpneumoniapatientsduringcovid19outbreak AT criminunzio modelforearlycovid19recognitionmecorscoreaproofofconceptforasimpleandlowcosttooltorecognizeapossibleviraletiologyincommunityacquiredpneumoniapatientsduringcovid19outbreak AT torrisisebastianoemanuele modelforearlycovid19recognitionmecorscoreaproofofconceptforasimpleandlowcosttooltorecognizeapossibleviraletiologyincommunityacquiredpneumoniapatientsduringcovid19outbreak AT vanchericarlo modelforearlycovid19recognitionmecorscoreaproofofconceptforasimpleandlowcosttooltorecognizeapossibleviraletiologyincommunityacquiredpneumoniapatientsduringcovid19outbreak AT malatinolorenzo modelforearlycovid19recognitionmecorscoreaproofofconceptforasimpleandlowcosttooltorecognizeapossibleviraletiologyincommunityacquiredpneumoniapatientsduringcovid19outbreak AT colacimichele modelforearlycovid19recognitionmecorscoreaproofofconceptforasimpleandlowcosttooltorecognizeapossibleviraletiologyincommunityacquiredpneumoniapatientsduringcovid19outbreak AT delpapanicoletta modelforearlycovid19recognitionmecorscoreaproofofconceptforasimpleandlowcosttooltorecognizeapossibleviraletiologyincommunityacquiredpneumoniapatientsduringcovid19outbreak AT pignatarofrancesca modelforearlycovid19recognitionmecorscoreaproofofconceptforasimpleandlowcosttooltorecognizeapossibleviraletiologyincommunityacquiredpneumoniapatientsduringcovid19outbreak AT romanpognuzerik modelforearlycovid19recognitionmecorscoreaproofofconceptforasimpleandlowcosttooltorecognizeapossibleviraletiologyincommunityacquiredpneumoniapatientsduringcovid19outbreak AT fabbianimassimiliano modelforearlycovid19recognitionmecorscoreaproofofconceptforasimpleandlowcosttooltorecognizeapossibleviraletiologyincommunityacquiredpneumoniapatientsduringcovid19outbreak AT montagnanifrancesca modelforearlycovid19recognitionmecorscoreaproofofconceptforasimpleandlowcosttooltorecognizeapossibleviraletiologyincommunityacquiredpneumoniapatientsduringcovid19outbreak AT cassolchiara modelforearlycovid19recognitionmecorscoreaproofofconceptforasimpleandlowcosttooltorecognizeapossibleviraletiologyincommunityacquiredpneumoniapatientsduringcovid19outbreak AT cavagnalorenzo modelforearlycovid19recognitionmecorscoreaproofofconceptforasimpleandlowcosttooltorecognizeapossibleviraletiologyincommunityacquiredpneumoniapatientsduringcovid19outbreak AT zuccarovalentina modelforearlycovid19recognitionmecorscoreaproofofconceptforasimpleandlowcosttooltorecognizeapossibleviraletiologyincommunityacquiredpneumoniapatientsduringcovid19outbreak AT zerbatoverena modelforearlycovid19recognitionmecorscoreaproofofconceptforasimpleandlowcosttooltorecognizeapossibleviraletiologyincommunityacquiredpneumoniapatientsduringcovid19outbreak AT maurelcristina modelforearlycovid19recognitionmecorscoreaproofofconceptforasimpleandlowcosttooltorecognizeapossibleviraletiologyincommunityacquiredpneumoniapatientsduringcovid19outbreak AT luzzatiroberto modelforearlycovid19recognitionmecorscoreaproofofconceptforasimpleandlowcosttooltorecognizeapossibleviraletiologyincommunityacquiredpneumoniapatientsduringcovid19outbreak AT dibellastefano modelforearlycovid19recognitionmecorscoreaproofofconceptforasimpleandlowcosttooltorecognizeapossibleviraletiologyincommunityacquiredpneumoniapatientsduringcovid19outbreak |