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.