Related Experiment Video
Updated: Nov 15, 2025

Lung CT Segmentation to Identify Consolidations and Ground Glass Areas for Quantitative Assesment of SARS-CoV Pneumonia
Published on: December 19, 2020
Prognostic Implications of CT Feature Analysis in Patients with COVID-19: a Nationwide Cohort Study
Yeon Joo Jeong1, Bo Da Nam2, Jin Young Yoo3
1Department of Radiology and Biomedical Research Institute, Pusan National University Hospital, Busan, Korea.
Insights
Chest CT scans reveal patterns like organizing pneumonia (OP) and diffuse alveolar damage (DAD) in COVID-19 patients. Elevated inflammatory markers and higher CT scores predict a severe clinical course.
Area of Science:
- Radiology
- Infectious Diseases
- Pulmonology
Background:
- Limited studies have classified COVID-19 chest CT findings and their prognostic correlations.
- This study retrospectively evaluated clinical and chest CT features of COVID-19 patients.
Purpose of the Study:
- To classify chest computed tomography (CT) findings in COVID-19 patients.
- To analyze the relationship between CT patterns and clinical severity.
- To identify prognostic factors for COVID-19 pneumonia.
Main Methods:
- Assessed chest CT and clinical data from 271 COVID-19 patients.
- Classified CT patterns as bronchopneumonia, organizing pneumonia (OP), or diffuse alveolar damage (DAD).
- Compared clinical and CT features between severe and mild groups, using logistic regression for prognostic factor identification.
Main Results:
- Ground-glass opacity (98%) and consolidation (53%) were common CT findings.
- Organizing pneumonia (OP) was the predominant pattern (93%); diffuse alveolar damage (DAD) was associated with severe cases.
- Elevated procalcitonin, higher visual CT scores, and AI-measured total extent were independent predictors of severe clinical course.
Conclusions:
- COVID-19 pneumonia CT findings can be categorized into OP, DAD, or bronchopneumonia patterns.
- The diffuse alveolar damage (DAD) pattern was exclusively observed in the severe COVID-19 group.
- Elevated inflammatory markers and increased CT scores are significant predictors of poor prognosis in COVID-19 pneumonia.
Background:
Few studies have classified chest computed tomography (CT) findings of coronavirus disease 2019 (COVID-19) and analyzed their correlations with prognosis. The present study aimed to evaluate retrospectively the clinical and chest CT findings of COVID-19 and to analyze CT findings and determine their relationships with clinical severity.
Methods:
Chest CT and clinical features of 271 COVID-19 patients were assessed. The presence of CT findings and distribution of parenchymal abnormalities were evaluated, and CT patterns were classified as bronchopneumonia, organizing pneumonia (OP), or diffuse alveolar damage (DAD). Total extents were assessed using a visual scoring system and artificial intelligence software. Patients were allocated to two groups based on clinical outcomes, that is, to a severe group (requiring O₂ therapy or mechanical ventilation, n = 55) or a mild group (not requiring O₂ therapy or mechanical ventilation, n = 216). Clinical and CT features of these two groups were compared and univariate and multivariate logistic regression analyses were performed to identify independent prognostic factors.
Results:
Age, lymphocyte count, levels of C-reactive protein, and procalcitonin were significantly different in the two groups. Forty-five of the 271 patients had normal chest CT findings. The most common CT findings among the remaining 226 patients were ground-glass opacity (98%), followed by consolidation (53%). CT findings were classified as OP (93%), DAD (4%), or bronchopneumonia (3%) and all nine patients with DAD pattern were included in the severe group. Uivariate and multivariate analyses showed an elevated procalcitonin (odds ratio [OR], 2.521; 95% confidence interval [CI], 1.001-6.303, P = 0.048), and higher visual CT scores (OR, 1.137; 95% CI, 1.042-1.236; P = 0.003) or higher total extent by AI measurement (OR, 1.048; 95% CI, 1.020-1.076; P < 0.001) were significantly associated with a severe clinical course.
Conclusion:
CT findings of COVID-19 pneumonia can be classified into OP, DAD, or bronchopneumonia patterns and all patients with DAD pattern were included in severe group. Elevated inflammatory markers and higher CT scores were found to be significant predictors of poor prognosis in patients with COVID-19 pneumonia.
Related Concept Videos
Imaging Studies for Cardiovascular System VI: Calcium -Scoring CT
Cancer Survival Analysis
Imaging Studies for Cardiovascular System V: CT
COPD: Pathogenesis and Clinical Features
The primary cause for the onset of COPD is cigarette smoking and exposure to air pollution. These hazardous factors initiate a chain reaction within the lungs, resulting in chronic inflammation, damage to the airways, and a...

