Estimating COVID-19 Pneumonia Extent and Severity From Chest Computed Tomography.

COVID-19 CT-estimated lung volume CT-estimated lung weight computed tomography deep learning

Journal

Frontiers in physiology
ISSN: 1664-042X
Titre abrégé: Front Physiol
Pays: Switzerland
ID NLM: 101549006

Informations de publication

Date de publication:
2021
Historique:
received: 15 10 2020
accepted: 28 01 2021
entrez: 4 3 2021
pubmed: 5 3 2021
medline: 5 3 2021
Statut: epublish

Résumé

COVID-19 pneumonia extension is assessed by computed tomography (CT) with the ratio between the volume of abnormal pulmonary opacities (PO) and CT-estimated lung volume (CT To estimate the extent and severity of COVID-19 pneumonia adjusting the volume and weight of abnormal PO to the predicted CT Chest CT from 103 COVID-19 and 86 healthy subjects were examined retrospectively. In controls, predictive equations for estimating pCT In controls, CT The proposed estimation of COVID-19 pneumonia extent and severity might be useful for clinical and radiological patient stratification.

Sections du résumé

BACKGROUND BACKGROUND
COVID-19 pneumonia extension is assessed by computed tomography (CT) with the ratio between the volume of abnormal pulmonary opacities (PO) and CT-estimated lung volume (CT
PURPOSES OBJECTIVE
To estimate the extent and severity of COVID-19 pneumonia adjusting the volume and weight of abnormal PO to the predicted CT
METHODS METHODS
Chest CT from 103 COVID-19 and 86 healthy subjects were examined retrospectively. In controls, predictive equations for estimating pCT
RESULTS RESULTS
In controls, CT
CONCLUSION CONCLUSIONS
The proposed estimation of COVID-19 pneumonia extent and severity might be useful for clinical and radiological patient stratification.

Identifiants

pubmed: 33658944
doi: 10.3389/fphys.2021.617657
pmc: PMC7917083
doi:

Types de publication

Journal Article

Langues

eng

Pagination

617657

Informations de copyright

Copyright © 2021 Carvalho, Guimarães, Garcia, Madeira Werberich, Ceotto, Bozza, Rodrigues, Pinto, Schmitt, Zin and França.

Déclaration de conflit d'intérêts

The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.

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Auteurs

Alysson Roncally Silva Carvalho (ARS)

Cardiovascular R&D Centre (UnIC), Department of Surgery and Physiology, Faculty of Medicine, University of Porto, Porto, Portugal.
Laboratory of Pulmonary Engineering, Biomedical Engineering Program, Alberto Luiz Coimbra Institute of Post-Graduation and Research in Engineering, Universidade Federal do Rio de Janeiro, Rio de Janeiro, Brazil.
Laboratory of Respiration Physiology, Carlos Chagas Filho Institute of Biophysics, Universidade Federal do Rio de Janeiro, Rio de Janeiro, Brazil.

Alan Guimarães (A)

Laboratory of Pulmonary Engineering, Biomedical Engineering Program, Alberto Luiz Coimbra Institute of Post-Graduation and Research in Engineering, Universidade Federal do Rio de Janeiro, Rio de Janeiro, Brazil.

Thiego de Souza Oliveira Garcia (TSO)

Medical Faculty, Universidade Estácio de Sá, Rio de Janeiro, Brazil.

Gabriel Madeira Werberich (G)

Department of Radiology, Universidade Federal do Rio de Janeiro, Rio de Janeiro, Brazil.

Victor Fraga Ceotto (VF)

Hospital Niteroi D'Or, Niterói, Brazil.

Fernando Augusto Bozza (FA)

D'Or Institute for Research and Education, Rio de Janeiro, Brazil.
National Institute of Infectious Disease, Oswaldo Cruz Foundation, Rio de Janeiro, Brazil.

Rosana Souza Rodrigues (RS)

Department of Radiology, Universidade Federal do Rio de Janeiro, Rio de Janeiro, Brazil.
D'Or Institute for Research and Education, Rio de Janeiro, Brazil.

Joana Sofia F Pinto (JSF)

Radiology Department, Complexo Hospitalar Universitário do Porto, Porto, Portugal.

Willian Rebouças Schmitt (WR)

Radiology Department, Complexo Hospitalar Universitário do Porto, Porto, Portugal.

Walter Araujo Zin (WA)

Laboratory of Respiration Physiology, Carlos Chagas Filho Institute of Biophysics, Universidade Federal do Rio de Janeiro, Rio de Janeiro, Brazil.

Manuela França (M)

Radiology Department, Complexo Hospitalar Universitário do Porto, Porto, Portugal.
Instituto de Ciências Biomeìdicas Abel Salazar, Porto University, Porto, Portugal.

Classifications MeSH