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COVID-19 pneumonia: computer-aided quantification of healthy lung parenchyma, emphysema, ground glass and consolidation on chest computed tomography (CT)
OBJECTIVE: To calculate by means of a computer-aided tool the volumes of healthy residual lung parenchyma, of emphysema, of ground glass opacity (GGO) and of consolidation on chest computed tomography (CT) in patients with suspected viral pneumonia by COVID-19. MATERIALS AND METHODS: This study incl...
Autores principales: | , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Springer Milan
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7673247/ https://www.ncbi.nlm.nih.gov/pubmed/33206301 http://dx.doi.org/10.1007/s11547-020-01305-9 |
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author | Grassi, Roberto Belfiore, Maria Paola Montanelli, Alessandro Patelli, Gianluigi Urraro, Fabrizio Giacobbe, Giuliana Fusco, Roberta Granata, Vincenza Petrillo, Antonella Sacco, Palmino Mazzei, Maria Antonietta Feragalli, Beatrice Reginelli, Alfonso Cappabianca, Salvatore |
author_facet | Grassi, Roberto Belfiore, Maria Paola Montanelli, Alessandro Patelli, Gianluigi Urraro, Fabrizio Giacobbe, Giuliana Fusco, Roberta Granata, Vincenza Petrillo, Antonella Sacco, Palmino Mazzei, Maria Antonietta Feragalli, Beatrice Reginelli, Alfonso Cappabianca, Salvatore |
author_sort | Grassi, Roberto |
collection | PubMed |
description | OBJECTIVE: To calculate by means of a computer-aided tool the volumes of healthy residual lung parenchyma, of emphysema, of ground glass opacity (GGO) and of consolidation on chest computed tomography (CT) in patients with suspected viral pneumonia by COVID-19. MATERIALS AND METHODS: This study included 116 patients that for suspected COVID-19 infection were subjected to the reverse transcription real-time fluorescence polymerase chain reaction (RT-PCR) test. A computer-aided tool was used to calculate on chest CT images healthy residual lung parenchyma, emphysema, GGO and consolidation volumes for both right and left lung. Expert radiologists, in consensus, assessed the CT images using a structured report and attributed a radiological severity score at the disease pulmonary involvement using a scale of five levels. Nonparametric test was performed to assess differences statistically significant among groups. RESULTS: GGO was the most represented feature in suspected CT by COVID-19 infection; it is present in 102/109 (93.6%) patients with a volume percentage value of 19.50% and a median value of 0.64 L, while the emphysema and consolidation volumes were low (0.01 L and 0.03 L, respectively). Among quantified volume, only GGO volume had a difference statistically significant between the group of patients with suspected versus non-suspected CT for COVID-19 (p < < 0.01). There were differences statistically significant among the groups based on radiological severity score in terms of healthy residual parenchyma volume, of GGO volume and of consolidations volume (p < < 0.001). CONCLUSION: We demonstrated that, using a computer-aided tool, the COVID-19 pneumonia was mirrored with a percentage median value of GGO of 19.50% and that only GGO volume had a difference significant between the patients with suspected or non-suspected CT for COVID-19 infection. |
format | Online Article Text |
id | pubmed-7673247 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | Springer Milan |
record_format | MEDLINE/PubMed |
spelling | pubmed-76732472020-11-19 COVID-19 pneumonia: computer-aided quantification of healthy lung parenchyma, emphysema, ground glass and consolidation on chest computed tomography (CT) Grassi, Roberto Belfiore, Maria Paola Montanelli, Alessandro Patelli, Gianluigi Urraro, Fabrizio Giacobbe, Giuliana Fusco, Roberta Granata, Vincenza Petrillo, Antonella Sacco, Palmino Mazzei, Maria Antonietta Feragalli, Beatrice Reginelli, Alfonso Cappabianca, Salvatore Radiol Med Chest Radiology OBJECTIVE: To calculate by means of a computer-aided tool the volumes of healthy residual lung parenchyma, of emphysema, of ground glass opacity (GGO) and of consolidation on chest computed tomography (CT) in patients with suspected viral pneumonia by COVID-19. MATERIALS AND METHODS: This study included 116 patients that for suspected COVID-19 infection were subjected to the reverse transcription real-time fluorescence polymerase chain reaction (RT-PCR) test. A computer-aided tool was used to calculate on chest CT images healthy residual lung parenchyma, emphysema, GGO and consolidation volumes for both right and left lung. Expert radiologists, in consensus, assessed the CT images using a structured report and attributed a radiological severity score at the disease pulmonary involvement using a scale of five levels. Nonparametric test was performed to assess differences statistically significant among groups. RESULTS: GGO was the most represented feature in suspected CT by COVID-19 infection; it is present in 102/109 (93.6%) patients with a volume percentage value of 19.50% and a median value of 0.64 L, while the emphysema and consolidation volumes were low (0.01 L and 0.03 L, respectively). Among quantified volume, only GGO volume had a difference statistically significant between the group of patients with suspected versus non-suspected CT for COVID-19 (p < < 0.01). There were differences statistically significant among the groups based on radiological severity score in terms of healthy residual parenchyma volume, of GGO volume and of consolidations volume (p < < 0.001). CONCLUSION: We demonstrated that, using a computer-aided tool, the COVID-19 pneumonia was mirrored with a percentage median value of GGO of 19.50% and that only GGO volume had a difference significant between the patients with suspected or non-suspected CT for COVID-19 infection. Springer Milan 2020-11-18 2021 /pmc/articles/PMC7673247/ /pubmed/33206301 http://dx.doi.org/10.1007/s11547-020-01305-9 Text en © Italian Society of Medical Radiology 2020 This article is made available via the PMC Open Access Subset for unrestricted research re-use and secondary analysis in any form or by any means with acknowledgement of the original source. These permissions are granted for the duration of the World Health Organization (WHO) declaration of COVID-19 as a global pandemic. |
spellingShingle | Chest Radiology Grassi, Roberto Belfiore, Maria Paola Montanelli, Alessandro Patelli, Gianluigi Urraro, Fabrizio Giacobbe, Giuliana Fusco, Roberta Granata, Vincenza Petrillo, Antonella Sacco, Palmino Mazzei, Maria Antonietta Feragalli, Beatrice Reginelli, Alfonso Cappabianca, Salvatore COVID-19 pneumonia: computer-aided quantification of healthy lung parenchyma, emphysema, ground glass and consolidation on chest computed tomography (CT) |
title | COVID-19 pneumonia: computer-aided quantification of healthy lung parenchyma, emphysema, ground glass and consolidation on chest computed tomography (CT) |
title_full | COVID-19 pneumonia: computer-aided quantification of healthy lung parenchyma, emphysema, ground glass and consolidation on chest computed tomography (CT) |
title_fullStr | COVID-19 pneumonia: computer-aided quantification of healthy lung parenchyma, emphysema, ground glass and consolidation on chest computed tomography (CT) |
title_full_unstemmed | COVID-19 pneumonia: computer-aided quantification of healthy lung parenchyma, emphysema, ground glass and consolidation on chest computed tomography (CT) |
title_short | COVID-19 pneumonia: computer-aided quantification of healthy lung parenchyma, emphysema, ground glass and consolidation on chest computed tomography (CT) |
title_sort | covid-19 pneumonia: computer-aided quantification of healthy lung parenchyma, emphysema, ground glass and consolidation on chest computed tomography (ct) |
topic | Chest Radiology |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7673247/ https://www.ncbi.nlm.nih.gov/pubmed/33206301 http://dx.doi.org/10.1007/s11547-020-01305-9 |
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