arXiv:2502.12819cs.CV2025-02被引 2

用距离编码法从3D影像精准提取颈动脉斑块,支持定量分析与随访对比。

Carotid Artery Plaque Analysis in 3D Based on Distance Encoding in Mesh Representations

  • 基于内外壁距离编码生成斑块网格,实现高精度结构解析
  • 成功提取341个斑块,体积范围2.69–847.7μl,有效排除年轻健康人群误检
  • 网格展开提升可视化效果,适合临床随访与斑块动态研究

目的:通过提取和可视化定量斑块参数,实现对颈动脉斑块的全面、稳健的三维评估。这些参数在卒中风险分析、疗效评估及斑块进展预测中具有应用潜力。方法:提出一种新方法,基于内壁与外壁网格的距离编码,从3D血管壁分割结果中提取斑块网格,以实现精确的斑块结构分析。采用基于正常血管壁厚度的个体化阈值,在202例T1加权黑血MRI扫描数据(最大狭窄度50%)中提取斑块。应用于基线及一年随访数据,支持斑块形态的时序详细分析,包括斑块体积量化,并借助网格展开实现可视化优化。结果:成功从341个颈动脉中提取斑块网格,覆盖多种斑块形态,体积范围为2.69μl至847.7μl。个体化阈值有效避免了年轻健康受试者中的假阳性。结论:该方法可从3D血管壁分割掩膜中精确提取斑块网格,实现基线与一年随访检查之间的对应。网格展开增强可视化,基于网格的分析使斑块参数量化摆脱体素分辨率限制。

原文摘要 · Abstract (English)

Purpose: Enabling a comprehensive and robust assessment of carotid artery plaques in 3D through extraction and visualization of quantitative plaque parameters. These parameters have potential applications in stroke risk analysis, evaluation of therapy effectiveness, and plaque progression prediction. Methods: We propose a novel method for extracting a plaque mesh from 3D vessel wall segmentation using distance encoding on the inner and outer wall mesh for precise plaque structure analysis. A case-specific threshold, derived from the normal vessel wall thickness, was applied to extract plaques from a dataset of 202 T1-weighted black-blood MRI scans of subjects with up to 50% stenosis. Applied to baseline and one-year follow-up data, the method supports detailed plaque morphology analysis over time, including plaque volume quantification, aided by improved visualization via mesh unfolding. Results: We successfully extracted plaque meshes from 341 carotid arteries, capturing a wide range of plaque shapes with volumes ranging from 2.69μl to 847.7μl. The use of a case-specific threshold effectively eliminated false positives in young, healthy subjects. Conclusion: The proposed method enables precise extraction of plaque meshes from 3D vessel wall segmentation masks enabling a correspondence between baseline and one-year follow-up examinations. Unfolding the plaque meshes enhances visualization, while the mesh-based analysis allows quantification of plaque parameters independent of voxel resolution.

医学影像斑块分析3D建模网格编码

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