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将高分辨率扩散张量成像的心脏纤维方向映射到高频三维超声

Mapping Cardiac Fiber Orientations from High-Resolution DTI to High-Frequency 3D Ultrasound.

作者信息

Qin Xulei, Wang Silun, Shen Ming, Zhang Xiaodong, Wagner Mary B, Fei Baowei

机构信息

Department of Radiology and Imaging Sciences, Emory University, Atlanta, GA.

Yerkes National Primate Research Center, Emory University, Atlanta, GA.

出版信息

Proc SPIE Int Soc Opt Eng. 2014 Mar 12;9036:90361O. doi: 10.1117/12.2043821.

Abstract

The orientation of cardiac fibers affects the anatomical, mechanical, and electrophysiological properties of the heart. Although echocardiography is the most common imaging modality in clinical cardiac examination, it can only provide the cardiac geometry or motion information without cardiac fiber orientations. If the patient's cardiac fiber orientations can be mapped to his/her echocardiography images in clinical examinations, it may provide quantitative measures for diagnosis, personalized modeling, and image-guided cardiac therapies. Therefore, this project addresses the feasibility of mapping personalized cardiac fiber orientations to three-dimensional (3D) ultrasound image volumes. First, the geometry of the heart extracted from the MRI is translated to 3D ultrasound by rigid and deformable registration. Deformation fields between both geometries from MRI and ultrasound are obtained after registration. Three different deformable registration methods were utilized for the MRI-ultrasound registration. Finally, the cardiac fiber orientations imaged by DTI are mapped to ultrasound volumes based on the extracted deformation fields. Moreover, this study also demonstrated the ability to simulate electricity activations during the cardiac resynchronization therapy (CRT) process. The proposed method has been validated in two rat hearts and three canine hearts. After MRI/ultrasound image registration, the Dice similarity scores were more than 90% and the corresponding target errors were less than 0.25 mm. This proposed approach can provide cardiac fiber orientations to ultrasound images and can have a variety of potential applications in cardiac imaging.

摘要

心脏纤维的取向会影响心脏的解剖学、力学和电生理特性。尽管超声心动图是临床心脏检查中最常用的成像方式,但它只能提供心脏的几何形状或运动信息,而无法提供心脏纤维的取向。如果在临床检查中能够将患者的心脏纤维取向映射到其超声心动图图像上,可能会为诊断、个性化建模以及图像引导的心脏治疗提供定量测量方法。因此,本项目探讨了将个性化心脏纤维取向映射到三维(3D)超声图像容积的可行性。首先,通过刚性和可变形配准将从MRI中提取的心脏几何形状转换为3D超声。配准后可获得MRI和超声两种几何形状之间的变形场。三种不同的可变形配准方法被用于MRI与超声的配准。最后,基于提取的变形场,将通过DTI成像的心脏纤维取向映射到超声容积上。此外,本研究还展示了在心脏再同步治疗(CRT)过程中模拟电激活的能力。所提出的方法已在两只大鼠心脏和三只犬心脏中得到验证。MRI/超声图像配准后,Dice相似性分数超过90%,相应的目标误差小于0.25毫米。这种方法能够为超声图像提供心脏纤维取向,并且在心脏成像中可能有多种潜在应用。

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