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Application of Zernike polynomials towards accelerated adaptive focusing of transcranial high intensity focused ultrasound

机译:Zernike多项式在经颅高强度聚焦超声加速自适应聚焦中的应用

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摘要

>Purpose: To study the phase aberrations produced by human skulls during transcranial magnetic resonance imaging guided focused ultrasound surgery (MRgFUS), to demonstrate the potential of Zernike polynomials (ZPs) to accelerate the adaptive focusing process, and to investigate the benefits of using phase corrections obtained in previous studies to provide the initial guess for correction of a new data set.>Methods: The five phase aberration data sets, analyzed here, were calculated based on preoperative computerized tomography (CT) images of the head obtained during previous transcranial MRgFUS treatments performed using a clinical prototype hemispherical transducer. The noniterative adaptive focusing algorithm was modified by replacing Hadamard encoding with Zernike encoding. The algorithm was tested in simulations to correct the patients’ phase aberrations. MR acoustic radiation force imaging (MR-ARFI) was used to visualize the effect of the phase aberration correction on the focusing of a hemispherical transducer. In addition, two methods for constructing initial phase correction estimate based on previous patient's data were investigated. The benefits of the initial estimates in the Zernike-based algorithm were analyzed by measuring their effect on the ultrasound intensity at the focus and on the number of ZP modes necessary to achieve 90% of the intensity of the nonaberrated case.>Results: Covariance of the pairs of the phase aberrations data sets showed high correlation between aberration data of several patients and suggested that subgroups can be based on level of correlation. Simulation of the Zernike-based algorithm demonstrated the overall greater correction effectiveness of the low modes of ZPs. The focal intensity achieves 90% of nonaberrated intensity using fewer than 170 modes of ZPs. The initial estimates based on using the average of the phase aberration data from the individual subgroups of subjects was shown to increase the intensity at the focal spot for the five subjects.>Conclusions: The application of ZPs to phase aberration correction was shown to be beneficial for adaptive focusing of transcranial ultrasound. The skull-based phase aberrations were found to be well approximated by the number of ZP modes representing only a fraction of the number of elements in the hemispherical transducer. Implementing the initial phase aberration estimate together with Zernike-based algorithm can be used to improve the robustness and can potentially greatly increase the viability of MR-ARFI-based focusing for a clinical transcranial MRgFUS therapy.
机译:>目的:研究人颅颅在经颅磁共振成像引导的聚焦超声手术(MRgFUS)期间产生的相差,以证明Zernike多项式(ZPs)加速自适应聚焦过程的潜力,并调查使用先前研究中获得的相位校正为校正新数据集提供初步猜测的好处。>方法:此处分析的五个相位像差数据集是根据术前计算机断层扫描术计算得出的(CT)使用临床原型半球形换能器在先前经颅MRgFUS治疗期间获得的头部图像。通过将Hadamard编码替换为Zernike编码来修改非迭代自适应聚焦算法。该算法已在模拟中进行了测试,以纠正患者的相差。 MR声辐射力成像(MR-ARFI)用于可视化相差校正对半球换能器聚焦的影响。此外,研究了两种基于先前患者数据构建初始相位校正估计值的方法。通过测量初始估计值对焦点处的超声强度以及实现90%非畸变病例强度所必需的ZP模式数量的影响,分析了初始估计值的好处。>结果: 成对的相差数据集的协方差显示了几位患者的像差数据之间的高度相关性,表明亚组可以基于相关性水平。基于Zernike的算法的仿真表明,ZP的低模总体上具有更大的校正效果。使用少于170种模式的ZP,聚焦强度可达到90%的非像差强度。结果表明,使用来自各个受试者子组的相差数据的平均值进行的初始估计会增加五个对象在焦点处的强度。>结论: ZP在相差中的应用校正显示对经颅超声的自适应聚焦是有益的。发现基于头骨的相差可以通过仅代表半球换能器中元素数量的一小部分的ZP模式的数量很好地近似。与基于Zernike的算法一起实施初始阶段像差估计可用于提高鲁棒性,并可能极大地提高基于MR-ARFI的聚焦技术在临床经颅MRgFUS治疗中的可行性。

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