Fast Marching and Runge-Kutta Based Method for Centreline Extraction of Right Coronary Artery in Human Patients
Hengfei Cui1, Desheng Wang1, Min Wan2
1School of Physical and Mathematical Sciences, Nanyang Technological University, 21 Nanyang Link, Singapore, 637371, Singapore.
Insights
A new hybrid method using fast marching and Runge-Kutta techniques accurately extracts coronary artery centerlines from CT angiography (CTA). This approach offers improved efficiency and accuracy for real-time coronary stenosis assessment.
Area of Science:
- Cardiovascular Imaging and Interventions
- Medical Image Analysis
- Computational Anatomy
Background:
- Coronary luminal stenosis assessment via CT angiography (CTA) necessitates accurate centerline extraction.
- Current automated centerline extraction methods lack real-time performance and high accuracy.
Purpose of the Study:
- To develop a hybrid algorithm combining fast marching and Runge-Kutta methods for coronary artery centerline extraction from CTA.
- To evaluate the accuracy of the developed method against Van's method using ground truth centerlines.
- To assess the accuracy of the derived coronary lumen area compared to intravascular ultrasound (IVUS) as the gold standard.
Main Methods:
- A hybrid approach integrating fast marching and Runge-Kutta methods was developed for centerline extraction.
- Method accuracy was evaluated using overlap measures (OV, OF, OT) against a ground truth centerline.
- Coronary lumen area accuracy was compared against IVUS-derived measurements.
Main Results:
- The proposed hybrid method demonstrated superior computational efficiency compared to Van's method.
- The method achieved significantly better overlap measures than Van's method (OV, OF, OT).
- The hybrid approach provided more accurate coronary lumen area measurements than Van's method when compared to IVUS.
Conclusions:
- The hybrid fast marching and Runge-Kutta method offers a computationally efficient and accurate solution for coronary artery centerline extraction from CTA.
- This technique provides precise lumen area measurements, outperforming existing methods.
- The developed approach holds significant potential for real-time clinical application in coronary stenosis assessment.
Abstract:
The CT angiography (CTA) is a clinically indicated test for the assessment of coronary luminal stenosis that requires centerline extractions. There is currently no centerline extraction algorithm that is automatic, real-time and very accurate. Therefore, we sought to (i) develop a hybrid approach by incorporating fast marching and Runge-Kutta based methods for the extraction of coronary artery centerlines from CTA; (ii) evaluate the accuracy of the present method compared to Van's method by using ground truth centerline as a reference; (iii) evaluate the coronary lumen area of our centerline method in comparison with the intravascular ultrasound (IVUS) as the standard of reference. The proposed method was found to be more computationally efficient, and performed better than the Van's method in terms of overlap measures (i.e., OV: [Formula: see text] vs. [Formula: see text]; OF: [Formula: see text] vs. [Formula: see text]; and OT: [Formula: see text] vs. [Formula: see text], all [Formula: see text]). In comparison with IVUS derived coronary lumen area, the proposed approach was more accurate than the Van's method. This hybrid approach by incorporating fast marching and Runge-Kutta based methods could offer fast and accurate extraction of centerline as well as the lumen area. This method may garner wider clinical potential as a real-time coronary stenosis assessment tool.
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