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使用可变形配准的超声二维应变测量评估手臂淋巴水肿:一项可行性研究。

Ultrasound 2D strain measurement for arm lymphedema using deformable registration: A feasibility study.

作者信息

Yang Xiaofeng, Torres Mylin, Kirkpatrick Stephanie, Curran Walter J, Liu Tian

机构信息

Radiation Oncology and Winship Cancer Institute, Emory University, Atlanta, GA, United States of America.

出版信息

PLoS One. 2017 Aug 30;12(8):e0181250. doi: 10.1371/journal.pone.0181250. eCollection 2017.

Abstract

PURPOSE

Lymphedema, a swelling of the extremity, is a debilitating morbidity of cancer treatment. Current clinical evaluation of lymphedema is often based on medical history and physical examinations, which is subjective. In this paper, the authors report an objective, quantitative 2D strain imaging approach using a hybrid deformable registration to measure soft-tissue stiffness and assess the severity of lymphedema.

METHODS

The authors have developed a new 2D strain imaging method using registration of pre- and post-compression ultrasound B-mode images, which combines the statistical intensity- and structure-based similarity measures using normalized mutual information (NMI) metric and normalized sum-of-squared-differences (NSSD), with an affine-based global and B-spline-based local transformation model. This 2D strain method was tested through a series of experiments using elastography phantom under various pressures. Clinical feasibility was tested with four participants: two patients with arm lymphedema following breast-cancer radiotherapy and two healthy volunteers.

RESULTS

The phantom experiments have shown that the proposed registration-based strain method significantly increased the signal-to-noise and contrast-to-noise ratio under various pressures as compared with the commonly used cross-correlation-based elastography method. In the pilot study, the strain images were successfully generated for all participants. The averaged strain values of the lymphedema affected arms were much higher than those of the normal arms.

CONCLUSIONS

The authors have developed a deformable registration-based 2D strain method for the evaluation of arm lymphedema. The initial findings are encouraging and a large clinical study is warranted to further evaluate this 2D ultrasound strain imaging technology.

摘要

目的

淋巴水肿是肢体肿胀,是癌症治疗中一种使人衰弱的并发症。目前对淋巴水肿的临床评估通常基于病史和体格检查,具有主观性。在本文中,作者报告了一种客观、定量的二维应变成像方法,该方法使用混合可变形配准来测量软组织硬度并评估淋巴水肿的严重程度。

方法

作者开发了一种新的二维应变成像方法,通过对压缩前和压缩后的超声B模式图像进行配准,该方法结合了使用归一化互信息(NMI)度量和归一化平方差和(NSSD)的基于统计强度和结构的相似性度量,以及基于仿射的全局和基于B样条的局部变换模型。通过在各种压力下使用弹性成像体模进行的一系列实验对这种二维应变方法进行了测试。对四名参与者进行了临床可行性测试:两名乳腺癌放疗后手臂淋巴水肿的患者和两名健康志愿者。

结果

体模实验表明,与常用的基于互相关的弹性成像方法相比,所提出的基于配准的应变方法在各种压力下显著提高了信噪比和对比噪声比。在初步研究中,成功为所有参与者生成了应变图像。淋巴水肿患侧手臂的平均应变值远高于正常手臂。

结论

作者开发了一种基于可变形配准的二维应变方法来评估手臂淋巴水肿。初步研究结果令人鼓舞,有必要进行大规模临床研究以进一步评估这种二维超声应变成像技术。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/0381/5576739/2e143ed2beb0/pone.0181250.g001.jpg

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