Related Experiment Video
Updated: Nov 22, 2025

Lung CT Segmentation to Identify Consolidations and Ground Glass Areas for Quantitative Assesment of SARS-CoV Pneumonia
Published on: December 19, 2020
Chest CT features associated with the clinical characteristics of patients with COVID-19 pneumonia
Ruichao Niu1, Shuming Ye2, Yongfeng Li3
1Department of Respiratory Medicine, Xiangya Hospital, Central South University, Changsha, PR China.
Insights
Chest CT scans reveal distinct patterns in COVID-19 patients, aiding in prognosis. Nodular patterns often indicate non-severe cases with better outcomes, while mixed patterns suggest severe disease and poorer prognosis.
Area of Science:
- Radiology
- Infectious Diseases
- Pulmonology
Background:
- Coronavirus disease 2019 (COVID-19) is a global pandemic.
- Chest CT imaging is crucial for diagnosing and monitoring COVID-19.
- Understanding CT findings' correlation with clinical characteristics is vital.
Purpose of the Study:
- To investigate the relationship between chest CT findings and clinical characteristics in COVID-19 patients.
- To explore how CT features correlate with disease severity and prognosis.
Main Methods:
- Retrospective enrollment of 361 COVID-19 patients confirmed by RT-PCR or next-generation sequencing.
- Analysis of serial chest CT procedures (more than 4 per patient).
- Categorization of CT findings including ground-glass opacities, consolidation, nodules, fibrous stripes, and mixed patterns.
Main Results:
- Initial CT scans showed bilateral lung lesions, predominantly peripheral.
- Ground-glass opacities (28.5%), nodules (23.0%), and mixed patterns (30.2%) were common.
- Mixed patterns were associated with severe cases (21.1%), while nodules were linked to non-severe cases (2.4%).
- Follow-up CT revealed significantly lower total severity scores for nodular and fibrous stripe patterns compared to mixed patterns (p < .01).
Conclusions:
- Chest CT findings are instrumental in diagnosing and predicting COVID-19 patient outcomes.
- Nodular CT patterns correlate with non-severe cases and favorable prognosis.
- Mixed CT patterns are more frequent in severe cases, indicating a poorer prognosis.
Objectives:
Coronavirus disease 2019 (COVID-19) has rapidly swept across the world. This study aimed to explore the relationship between the chest CT findings and clinical characteristics of COVID-19 patients.
Methods:
Patients with COVID-19 confirmed by next-generation sequencing or RT-PCR who had undergone more than 4 serial chest CT procedures were retrospectively enrolled.
Results:
This study included 361 patients - 192 men and 169 women. On initial chest CT, more lesions were identified as multiple bilateral lungs lesions and localised in the peripheral lung. The predominant patterns of abnormality were ground-glass opacities (GGO) (28.5%), consolidation (13.0%), nodule (23.0%), fibrous stripes (5.3%) and mixed (30.2%). Severe cases were more common in patients with a mixed pattern (21.1%) and less common in patients with nodules (2.4%). During follow-up CT, the mediumtotal severity score (TSS) in patients with nodules and fibrous strips was significantly lower than that in patients with mixed patterns in all three stages (p < .01).
Conclusion:
Chest CT plays an important role in diagnosing COVID-19. The CT features may vary by age. Different CT features are not only associated with clinical manifestation but also patient prognosis. Key messages The initial chest CT findings of COVID-19 could help us monitor and predict the outcome. Nodules were more common in non severe cases and had a favorable prognosis. The mixed pattern was more common in severe cases and usually had a relatively poor outcome.
Related Concept Videos
Pericarditis II: Clinical Features and Diagnostic Tests
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...
Pneumonia II: Pathophysiology
Pneumonia III: Complications and Assessment
Chronic Obstructive Pulmonary Disease-III: Symptoms and Complications.
Symptoms of COPD can be classified as primary or systemic. Primary symptoms relate to reduced airflow, while systemic or extrapulmonary symptoms relate to COPD's broader impact on the body.
Primary Symptoms of COPD:
Pneumothorax-II
Clinical Manifestations:

