3D Segmentation of the Left Atrial Appendage in Computed Tomography for Planning of Transcatheter Occlusion
MEDICAL IMAGING 2022: IMAGE-GUIDED PROCEDURES, ROBOTIC INTERVENTIONS, AND MODELING(2022)
摘要
Anatomical evaluation of the Left Atrial Appendage (LAA) is paramount in patients undergoing percutaneous LAA occlusion as an alternative to oral anticoagulation. Three-dimension assessment and visualization of the LAA is valuable to understand the anatomy of this very variable anatomic structure aiding device-selection and - sizing. In this context computed tomography (CT) has been successfully used, however, the clinical practice is mainly based on manual analysis, making it tedious and observer dependent. In this work, we propose a methodology to perform a fast 3D segmentation of the LAA in CT based on our curvilinear B-spline Explicit Active Surface framework. Starting from a manually defined centerline, a blind-ended model is initialized and refined through: (i) a fast contour growing using a global formulation and (ii) a contour refinement based on local energies. Its feasibility in terms of segmentation error and clinical metrics (the diameter of the landing zone [LZ] and the LAA depth) is compared with manual references. The proposed methodology was tested in a database with 15 patients. It registered a point-to-surface error of 0.80 +/- 0.24mm, a Dice value of 88.08 +/- 3.57%, and a Hausdorff distance (95th percentile) of 2.55 +/- 1.19mm. It was found a bias error of -0.36mm (p>0.05) and -0.55mm (p<0.05) for the LZ and LAA depth, with narrow limits-of-agreement for both cases (LZ: [-1.98,1.27]mm; LAA depth: [-2.20,1.10]mm). The proposed methodology showed its high feasibility and performance in this preliminary study, reinforcing its potential for the planning of LAA occlusion.
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关键词
Left Atrial Appendage,3D Segmentation,Intervention planning,Computed Tomography,B-spline Explicit Active Surfaces
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