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首页> 外文期刊>Physics in medicine and biology. >Coronary CT angiography (cCTA): Automated registration of coronary arterial trees from multiple phases
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Coronary CT angiography (cCTA): Automated registration of coronary arterial trees from multiple phases

机译:冠状动脉CT血管造影(cCTA):从多个阶段自动注册冠状动脉树

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Coronary computed tomography angiography (cCTA) is a commonly used imaging modality for the evaluation of coronary artery disease. cCTA is generally reconstructed in multiple cardiac phases because different coronary arteries may be better visualized in some phases than in others due to the periodic cardiac motion. We are developing an automated registration method for coronary arterial trees from multiple-phase cCTA that has potential application in building a 'best-quality' tree to facilitate image analysis and detection of stenotic plaques. Given the segmented left or right coronary arterial (LCA or RCA) trees from the multiple phases as input, the adjacent phase pairs, where displacements are relatively small, are registered by a specifically designed method based on a cubic B-spline with fast localized optimization (CBSO). For the phase pairs with large displacements, a global registration using an affine transform with quadratic terms and nonlinear simplex optimization (AQSO) is followed by a local registration using CBSO to refine the AQSO registered volumes. 26 LCA and 26 RCA trees with six cCTA phases from 26 patients were used for registration evaluation. The average distances for the tree pairs between the adjacent phases with small displacements before and after CBSO registration were 0.96 ± 0.79 and 0.76 ± 0.61 mm respectively for LCA, and 0.93 ± 0.97 and 0.64 ± 0.43 mm, respectively for RCA. The average distance differences before and after registration were statistically significant (p<0.001) for both LCA and RCA trees. The average distances for the distant phases with large displacements before registration, after AQSO registration, and finally after the CBSO registration were 2.85 ± 1.46, 1.62 ± 0.76, and 0.97 ± 0.43 mm, respectively for LCA, and 4.03 ± 2.36, 2.18 ± 1.11, and 0.97 ± 0.44 mm, respectively for RCA. The average distance differences between every two consecutive stages of registration were statistically significant. The corresponding phases of LCA and RCA trees were aligned to an average of less than 1 mm, providing a basis for a best-quality tree construction.
机译:冠状动脉计算机断层造影血管造影(cCTA)是用于评估冠状动脉疾病的常用成像方式。 cCTA通常在多个心脏阶段进行重建,因为由于周期性的心脏运动,不同的冠状动脉在某些阶段可能比在其他阶段更好地可视化。我们正在开发一种来自多相cCTA的冠状动脉树自动注册方法,该方法在构建“最佳质量”树以促进图像分析和狭窄斑块检测方面具有潜在的应用价值。给定来自多个相的分段左或右冠状动脉(LCA或RCA)树作为输入,位移的相对较小的相邻相对通过基于立方B样条的特殊设计方法进行配准,并进行快速局部优化(CBSO)。对于具有大位移的相对,使用带有二次项的仿射变换和非线性单纯形优化(AQSO)进行全局配准,然后使用CBSO进行局部配准以细化AQSO配准体积。使用来自26位患者的6个cCTA阶段的26个LCA和26个RCA树进行注册评估。在CBSO注册之前和之后,相距很小的相邻相之间的树对的平均距离对于LCA而言分别为0.96±0.79和0.76±0.61 mm,对于RCA而言分别为0.93±0.97和0.64±0.43 mm。对于LCA和RCA树,注册前后的平均距离差异具有统计学意义(p <0.001)。对于LCA而言,大位移远相在注册之前,AQSO注册之后以及最终在CBSO注册之后的平均距离分别为2.85±1.46、1.62±0.76和0.97±0.43 mm,以及3.43±2.36、2.18±1.11 ,RCA分别为0.97±0.44 mm。每两个连续注册阶段之间的平均距离差异在统计学上是显着的。 LCA和RCA树的相应阶段对齐到平均小于1毫米,为构建最佳质量的树提供了基础。

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