Computed tomography semi-automated lung volume quantification in SARS-CoV-2-related pneumonia
Creators
- 1. School of Medicine, University of Milano-Bicocca, Via Cadore 48, 20900, Monza, MB (Italy)
- 2. Department of Diagnostic Radiology, San Gerardo Hospital, University of Milano-Bicocca, Via Pergolesi 33, 20900, Monza, MB (Italy)
- 3. Philips Healthcare, Viale Sacra 235, 20126, Milan, MI (Italy)
- 4. Department of Diagnostic Radiology, H Papa Giovanni XXIII, Piazza OMS 1, 24127, Bergamo, BG (Italy)
Description
To evaluate a semi-automated segmentation and ventilated lung quantification on chest computed tomography (CT) to assess lung involvement in patients affected by SARS-CoV-2. Results were compared with clinical and functional parameters and outcomes. All images underwent quantitative analyses with a dedicated workstation using a semi-automatic lung segmentation software to compute ventilated lung volume (VLV), Ground-glass opacity (GGO) volume (GGO-V), and consolidation volume (CONS-V) as absolute volume and as a percentage of total lung volume (TLV). The ratio between CONS-V, GGO-V, and VLV (CONS-V/VLV and GGO-V/VLV, respectively), TLV (CONS-V/TLV, GGO-V/TLV, and GGO-V + CONS-V/TLV respectively), and the ratio between VLV and TLV (VLV/TLV) were calculated. A total of 108 patients were enrolled. GGO-V/TLV significantly correlated with WBC (r = 0.369), neutrophils (r = 0.446), platelets (r = 0.182), CRP (r = 0.190), PaCO (r = 0.176), HCO (r = 0.284), and PaO2/FiO2 (P/F) values (r = - 0.344). CONS-V/TLV significantly correlated with WBC (r = 0.294), neutrophils (r = 0.300), lymphocytes (r = -0.225), CRP (r = 0.306), PaCO (r = 0.227), pH (r = 0.162), HCO (r = 0.394), and P/F (r = - 0.419) values. Statistically significant differences between CONS-V, GGO-V, GGO-V/TLV, CONS-V/TLV, GGO-V/VLV, CONS-V/VLV, GGO-V + CONS-V/TLV, VLV/TLV, CT score, and invasive ventilation by ET were found (all p < 0.05). The use of quantitative semi-automated algorithm for lung CT elaboration effectively correlates the severity of SARS-CoV-2-related pneumonia with laboratory parameters and the need for invasive ventilation.
Additional details
Identifiers
Publishing Information
- Journal Title
- European Radiology
- Journal Volume
- 31
- Journal Issue
- 5
- Journal Page Range
- p. 2726-2736
- ISSN
- 0938-7994
- CODEN
- EURAE3
INIS
- Country of Publication
- Germany
- Country of Input or Organization
- Germany
- INIS RN
- 52086289
- Subject category
- S62: RADIOLOGY AND NUCLEAR MEDICINE;
- Descriptors DEI
- AGE DEPENDENCE; ALGORITHMS; ARTIFICIAL INTELLIGENCE; AUTOMATION; CHEST; COMPARATIVE EVALUATIONS; COMPUTER CODES; COMPUTERIZED TOMOGRAPHY; CORONAVIRUSES; DATA COMPILATION; IMAGE PROCESSING; LIFE SUPPORT SYSTEMS; LUNGS; LYMPHOCYTES; NEUTROPHILS; OPACITY; PNEUMONIA; RESPIRATORS; VOLUME
- Descriptors DEC
- ANIMAL CELLS; BIOLOGICAL MATERIALS; BLOOD; BLOOD CELLS; BODY; BODY FLUIDS; CONNECTIVE TISSUE CELLS; DATA; DATA PROCESSING; DIAGNOSTIC TECHNIQUES; DISEASES; EVALUATION; INFECTIOUS DISEASES; INFORMATION; LEUKOCYTES; MATERIALS; MATHEMATICAL LOGIC; MICROORGANISMS; OPTICAL PROPERTIES; ORGANS; PARASITES; PHYSICAL PROPERTIES; PROCESSING; RESPIRATORY SYSTEM; RESPIRATORY SYSTEM DISEASES; SOMATIC CELLS; TOMOGRAPHY; VIRAL DISEASES; VIRUSES; ZOONOTIC DISEASES