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Updated: Feb 12, 2026

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Lung CT Segmentation to Identify Consolidations and Ground Glass Areas for Quantitative Assesment of SARS-CoV Pneumonia
Published on: December 19, 2020
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Evaluation of ground glass nodules
Varvara Mironova1, Justin D Blasberg1,2
1Department of Surgery.
Current Opinion in Pulmonary Medicine
|April 11, 2018
Summary
Ground glass nodules (GGNs) are often indolent lung cancers. Small GGNs with minimal growth and no solid component can be safely monitored with CT scans, avoiding unnecessary treatment.
Area of Science:
- Pulmonology
- Radiology
- Oncology
Background:
- Ground glass nodules (GGNs) are a subset of lung nodules, often associated with preinvasive non-small-cell lung cancer and a favorable prognosis.
- Increased use of screening computed tomography (CT) in high-risk patients has led to a rise in GGN identification.
- Current management strategies for GGNs lack universal recommendations, relying heavily on single-institution data.
Purpose of the Study:
- To review current understanding and management of ground glass nodules (GGNs) identified on lung cancer screening CT scans.
- To highlight the prognostic significance of the solid component within GGNs.
- To discuss surveillance strategies and the need for further research.
Main Methods:
- Evaluation of nodule density on mediastinal windows of chest CT scans to assess the solid component.
- Serial imaging for monitoring GGN size and changes over time.
- Review of existing literature and data, particularly from Asian studies, on GGN surveillance and treatment.
Main Results:
- The solid component of a GGN is a key prognostic indicator, best evaluated by CT density on mediastinal windows.
- Small GGNs (<3 cm) with minimal growth (<25% per year) and no significant solid component (<2 mm) can be safely observed.
- These imaging features aid in distinguishing early-stage lung cancers amenable to local treatment.
Conclusions:
- Most GGNs exhibit stable or slow progression during surveillance.
- Evidence of nodule progression may warrant consideration of local treatment, such as surgical resection.
- Large prospective studies, particularly in the US, are needed to validate existing data and establish formal surveillance and treatment guidelines for GGNs.
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