Related Experiment Video
Updated: Aug 30, 2025

Lung CT Segmentation to Identify Consolidations and Ground Glass Areas for Quantitative Assesment of SARS-CoV Pneumonia
Published on: December 19, 2020
Identifying putative ventilation-perfusion distributions in COVID-19 pneumonia
Haopeng Xu1, Nayia Petousi1, Peter A Robbins2
1Nuffield Department of Medicine, University of Oxford, Oxford, United Kingdom.
This study developed a direct calculation method to analyze lung ventilation-perfusion distributions in COVID-19 patients. The new method identified accurate gas exchange solutions, suggesting previous assumptions about shunt flow may be inaccurate in severe cases.
Area of Science:
- Pulmonary Physiology
- Computational Biology
- Medical Imaging
Background:
- Previous studies quantified non-aerated lung tissue in COVID-19 patients using CT scans.
- Ventilation-perfusion ([Formula: see text]) distributions were previously modeled using random generation of bimodal distributions.
- Assumptions were made linking shunt flow fraction to non-aerated lung tissue.
Purpose of the Study:
- To develop a direct calculation method for ventilation-perfusion ([Formula: see text]) distributions.
- To provide more accurate solutions within the measurement error of blood-gas data.
- To re-evaluate assumptions regarding shunt flow fraction in COVID-19 pneumonia.
Main Methods:
- Developed a direct calculation method to replace random distribution generation.
- Applied the method to analyze blood-gas data (PaCO2 and PaO2) from COVID-19 patients.
- Evaluated the physical realizability of derived ventilation-perfusion ([Formula: see text]) distributions.
Main Results:
- Identified precise solutions for four out of five patients, with prediction errors < 1x10-3 mmHg.
- Demonstrated that for one patient, the assumed shunt flow fraction led to insufficient non-shunt blood flow.
- Derived ventilation-perfusion ([Formula: see text]) distributions were wide and potentially not physically realisable.
Conclusions:
- The direct calculation method provides accurate solutions for gas exchange parameters in COVID-19 patients.
- The assumption linking shunt flow fraction to non-aerated tissue may be inaccurate in COVID-19 pneumonia.
- Extremely wide ventilation-perfusion ([Formula: see text]) distributions suggest potential issues with current shunt flow assumptions.
Related Concept Videos
Radiological Investigation II: MRI and Ventilation Perfusion Scan
Magnetic Resonance Imaging (MRI) and Ventilation Perfusion Scans are two radiological investigations that offer detailed diagnostic images of the body, particularly lung structures.
MRI
MRI uses magnetic fields and radiofrequency signals to distinguish between normal and abnormal tissues. This technology provides a more detailed diagnostic image than CT scans, enabling it to characterize pulmonary nodules, stage bronchogenic carcinoma, and evaluate inflammatory activity in...
Assessment of Ventilation I: Respiratory Rate
A Ventilation assessment is critical for monitoring a patient's health status. Respiration, one of the most accessible vital signs, provides insights into the function of numerous body systems and can indicate serious health issues, such as brainstem injuries from head trauma.
Critical Guidelines for Assessing Ventilation:
Assessment of Diffusion and Perfusion
The Role of Diffusion in Respiration
Diffusion is the process by which molecules move from an area of higher concentration to an area of lower concentration. In the respiratory system, this...
Radiological Investigation III: Pulmonary Angiogram and PET Scan
Pulmonary Angiogram
A Pulmonary Angiogram is an invasive procedure involving injecting a contrast medium through a catheter threaded into the pulmonary artery or the right side of the heart to visualize the pulmonary vasculature. Computed Tomography (CT) scans have mainly replaced this...

