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Updated: Oct 4, 2025

Lung CT Segmentation to Identify Consolidations and Ground Glass Areas for Quantitative Assesment of SARS-CoV Pneumonia
Published on: December 19, 2020
Computed tomography scan in COVID-19: a systematic review and meta-analysis
Pouya Mahdavi Sharif1,2, Mehran Nematizadeh1,2, Mahdia Saghazadeh1
1Systematic Review and Meta-analysis Expert Group (SRMEG), Universal Scientific Education and Research Network (USERN), Tehran, Iran.
Computed tomography (CT) scans are valuable for diagnosing coronavirus disease 2019 (COVID-19), showing common features like ground-glass opacities. Severe COVID-19 cases often present with pleural effusion and consolidation on CT scans.
Area of Science:
- Radiology and Imaging
- Infectious Diseases
- Pulmonology
Background:
- Computed tomography (CT) scans are increasingly utilized for diagnosing coronavirus disease 2019 (COVID-19).
- CT imaging offers an alternative diagnostic tool due to limitations associated with reverse transcription-polymerase chain reaction (RT-PCR).
- There is a growing need to understand the specific CT scan features indicative of COVID-19.
Purpose of the Study:
- To systematically review and meta-analyze available data on the computed tomography (CT) scan features of COVID-19.
- To summarize the prevalence of various CT findings in patients diagnosed with COVID-19.
- To compare CT features of COVID-19 with other types of pneumonia.
Main Methods:
- A systematic search of electronic databases was performed for studies published between December 1, 2019, and April 4, 2020.
- Included studies investigated CT features in patients with COVID-19, encompassing both preprint and peer-reviewed articles.
- Pooled prevalence of proportional data was calculated using Freeman-Tukey double arcsine transformation with 95% confidence intervals.
Main Results:
- Eighty-six studies involving 7956 patients were included in the meta-analysis.
- Common CT findings included bilateral involvement (78%), multi-lobar involvement (75%), ground-glass opacities (GGO) (73%), and peripheral distribution (69%).
- Severe COVID-19 cases showed higher rates of pleural effusion and consolidation; CT findings differed between COVID-19 and non-COVID-19 pneumonia.
Conclusions:
- COVID-19 shares some CT features with other viral pneumonias, primarily GGO, but presents differences.
- Consolidation and pleural effusion on CT scans are associated with more severe COVID-19 disease.
- CT imaging characteristics vary by age, disease severity, and patient outcomes within the COVID-19 cohort.
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