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Semi-Automatic Graphical Tool for Measuring Coronary Artery Spatially Weighted Calcium Score from Gated Cardiac Computed Tomography Images
Published on: September 22, 2023
Nonrigid registration-based coronary artery motion correction for cardiac computed tomography
Roshni Bhagalia1, Jed D Pack, James V Miller
1GE Global Research, Niskayuna, NY, USA. bhagalia@ge.com
Insights
This study introduces Subphasic Warp and Add (SWA) reconstruction, an algorithmic solution to improve coronary computed tomography angiography (CTA) imaging by reducing motion blur. The method enhances diagnostic accuracy for coronary artery stenosis detection, even at high heart rates.
Area of Science:
- Cardiovascular Imaging
- Medical Image Processing
- Radiology
Background:
- Coronary artery disease diagnosis relies on computed tomography angiography (CTA) for assessing coronary artery health and detecting stenosis.
- High spatiotemporal resolution is crucial for accurate coronary CTA, but motion blurring from heartbeats limits image quality.
- Existing solutions like hardware upgrades, multisector algorithms, or beta-blockers have limitations including cost, oversimplified assumptions, or patient contraindications.
Purpose of the Study:
- To introduce an inexpensive algorithmic solution, Subphasic Warp and Add (SWA) reconstruction, to retrospectively improve the temporal resolution of coronary CTA.
- To enhance the diagnostic value of coronary CTA by reducing motion artifacts without significantly impacting spatial resolution.
Main Methods:
- The Subphasic Warp and Add (SWA) algorithm employs a 3D nonrigid bidirectional labeled point matching approach to estimate coronary artery motion during image acquisition.
- Motion compensation is achieved through 3D warping of partial reconstructions derived from short-interval data.
- The method requires no assumptions about cardiac motion and is effective even for high heart rates (over 75 beats/min).
Main Results:
- A systematic observer study evaluated SWA on nine human cardiac CTA exams (heart rates 68-86 beats/min), comparing it to standard filtered-backprojection (FBP).
- Three experienced reviewers assessed coronary artery segments using the AHA 16-segment model for diagnostic capability before and after SWA reconstruction.
- SWA significantly reduced motion artifacts, improving the diagnostic quality of initially nondiagnostic segments.
Conclusions:
- The Subphasic Warp and Add (SWA) method effectively reduces coronary artery motion and preserves pathology without compromising spatial resolution.
- SWA improved the diagnostic value of coronary CTA, rendering 75% of initially nondiagnostic segments assessable.
- In over 45% of cases, SWA successfully converted nondiagnostic segments into clinically diagnostic ones.
Purpose:
X-ray computed tomography angiography (CTA) is the modality of choice to noninvasively monitor and diagnose heart disease with coronary artery health and stenosis detection being of particular interest. Reliable, clinically relevant coronary artery imaging mandates high spatiotemporal resolution. However, advances in intrinsic scanner spatial resolution (CT scanners are available which combine nearly 900 detector columns with focal spot oversampling) can be tempered by motion blurring, particularly in patients with unstable heartbeats. As a result, recently numerous methods have been devised to improve coronary CTA imaging. Solutions involving hardware, multisector algorithms, or β-blockers are limited by cost, oversimplifying assumptions about cardiac motion, and populations showing contraindications to drugs, respectively. This work introduces an inexpensive algorithmic solution that retrospectively improves the temporal resolution of coronary CTA without significantly affecting spatial resolution.
Methods:
Given the goal of ruling out coronary stenosis, the method focuses on "deblurring" the coronary arteries. The approach makes no assumptions about cardiac motion, can be used on exams acquired at high heart rates (even over 75 beats/min), and draws on a fast and accurate three-dimensional (3D) nonrigid bidirectional labeled point matching approach to estimate the trajectories of the coronary arteries during image acquisition. Motion compensation is achieved by employing a 3D warping of a series of partial reconstructions based on the estimated motion fields. Each of these partial reconstructions is created from data acquired over a short time interval. For brevity, the algorithm "Subphasic Warp and Add" (SWA) reconstruction.
Results:
The performance of the new motion estimation-compensation approach was evaluated by a systematic observer study conducted using nine human cardiac CTA exams acquired over a range of average heart rates between 68 and 86 beats/min. Algorithm performance was based-lined against exams reconstructed using standard filtered-backprojection (FBP). The study was performed by three experienced reviewers using the American Heart Association's 15-segment model. All vessel segments were evaluated to quantify their viability to allow a clinical diagnosis before and after motion estimation-compensation using SWA. To the best of the authors' knowledge this is the first such observer study to show that an image processing-based software approach can improve the clinical diagnostic value of CTA for coronary artery evaluation.
Conclusions:
Results from the observer study show that the SWA method described here can dramatically reduce coronary artery motion and preserve real pathology, without affecting spatial resolution. In particular, the method successfully mitigated motion artifacts in 75% of all initially nondiagnostic coronary artery segments, and in over 45% of the cases this improvement was enough to make a previously nondiagnostic vessel segment clinically diagnostic.
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