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Updated: Aug 15, 2026

Lung CT Segmentation to Identify Consolidations and Ground Glass Areas for Quantitative Assesment of SARS-CoV Pneumonia
Published on: December 19, 2020
Chest CT Severity and Quantitative Lung Involvement Mirror Systemic Inflammation in Hospitalized COVID-19: A
Andrzej Górecki1, Zuzanna Szostak2, Anna Bronikowska2
1Medical Diagnostic Center Voxel, Regional Hospital in Łańcut, Łańcut, Poland.
Quantitative chest CT measures and laboratory biomarkers correlate in hospitalized COVID-19 patients. These findings suggest integrating both can improve patient risk stratification and clinical decisions for managing COVID-19 severity.
Area of Science:
- Radiology and Imaging
- Infectious Diseases
- Clinical Pathology
Background:
- COVID-19 presents with variable severity, necessitating objective assessment tools.
- Chest CT scans quantify lung involvement, while lab tests indicate systemic responses.
- Understanding the relationship between imaging and lab data is crucial for patient management.
Purpose of the Study:
- To investigate associations between quantitative CT-derived lung involvement metrics and laboratory biomarkers in hospitalized COVID-19 patients.
- To determine if CT findings correlate with systemic inflammatory, immunological, and metabolic markers.
Main Methods:
- A prospective multicenter cohort of 555 hospitalized COVID-19 adults was analyzed.
- Baseline low-dose chest CT and laboratory tests were performed within 24 hours of admission.
- CT Severity Score (CTSS), lesion volume, and percentage involvement were correlated with biomarkers using Spearman and multivariable regression.
Main Results:
- CTSS showed positive correlations with CRP, LDH, ferritin, fibrinogen, and D-dimer, and negative correlations with lymphocyte percentage and albumin.
- Lactate dehydrogenase (LDH) exhibited the strongest correlation (ρ = 0.68).
- LDH, glucose, creatinine, and lymphocyte percentage independently predicted CTSS, explaining approximately 40% of its variance.
Conclusions:
- CT-derived lung involvement metrics reflect the systemic disease burden in hospitalized COVID-19 patients.
- Combining quantitative CT data with laboratory biomarkers can enhance risk stratification.
- This integration may aid in optimizing clinical decision-making for COVID-19 management.
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