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Updated: Mar 1, 2026

A Methodological Approach to Non-invasive Assessments of Vascular Function and Morphology
Published on: February 7, 2015
Extracranial internal carotid artery calcium volume measurement using computer tomography
Hediyeh Baradaran1, Chuen R Ng2, Ajay Gupta1
1Department of Radiology, Feil Family Brain and Mind Research Institute, Weill Cornell Medical College, New York, NY, USA.
This study developed automated and semi-automated systems to calculate carotid artery calcium volume from CT scans, finding the semi-automated method closely matches manual measurements for stroke risk assessment.
Area of Science:
- Medical Imaging
- Cardiovascular Radiology
- Stroke Prevention
Background:
- Carotid artery calcium volume on contrast-enhanced CT is a key stroke risk indicator.
- Automated systems are needed for fast and accurate calcium volume computation.
- Contrast agents can obscure calcium, necessitating correction methods.
Purpose of the Study:
- To present an automated and semi-automated system for carotid artery calcium volume calculation.
- To address challenges posed by contrast agent interference in CT scans.
- To evaluate the accuracy and reliability of the developed systems against manual measurements.
Main Methods:
- Segmentation of calcium regions using Hounsfield Unit-based thresholding.
- Correction of calcium regions using neighboring slices to account for contrast agent variations.
- Development of both fully automated and semi-automated (fallback) systems.
- Validation against manual calcium volume tracings by a neuroradiologist.
Main Results:
- The automated system achieved correlation coefficients (CC) of 0.89-0.90 with manual readings.
- The semi-automated system achieved higher CC of 0.96 with manual readings.
- No significant difference was found between automated, semi-automated, and manual methods (t-test).
- Excellent intra-observer reliability (CC 0.98) was demonstrated.
Conclusions:
- The semi-automated method for carotid artery calcium volume is acceptable and aligns well with manual assessments.
- Both automated and semi-automated systems provide reliable calcium volume estimations.
- Further validation of the semi-automated protocol is recommended.
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