Suppr超能文献

基于块压缩感知的磁共振引导微波热疗温度估计

Temperature estimation for MR-guided microwave hyperthermia using block-based compressed sensing.

作者信息

Faridi Pegah, Shrestha Tej B, Pyle Marla, Basel Matthew T, Bossmann Stefan H, Prakash Punit, Natarajan Balasubramaniam

出版信息

Annu Int Conf IEEE Eng Med Biol Soc. 2020 Jul;2020:5057-5060. doi: 10.1109/EMBC44109.2020.9176206.

Abstract

Mild hyperthermia has been clinically employed as an adjuvant for radiation/chemotherapy and is under investigation for precise thermally-mediated delivery of cancer therapeutic agents. Magnetic Resonance Imaging (MRI) facilitates non-invasive, real-time spatial thermometry for monitoring and guiding hyperthermia procedures. Long image acquisition time during MR-guided hyperthermia may fail to capture rapid changes in temperature. This may lead to unwanted heating of healthy tissue and/or temperature rise above hyperthermic range. We have developed a block-based compressed sensing approach to reconstruct volumetric MR-derived microwave hyperthermia temperature profiles using a subset of measured data. This algorithm exploits the sparsity of MR images due to the presence of inter- and intra-slice correlation of hyperthermic MR-derived temperature profiles. We have evaluated the performance of our developed algorithm on a phantom and in vivo in mice using previously implemented microwave applicators. This algorithm reconstructs 3D temperature profiles with PSNR of 33 dB - 49 dB in comparison to the original profiles. In summary, this study suggests that microwave hyperthermia induced temperature profiles can be reconstructed using subsamples to reduce MR image acquisition time.

摘要

轻度体温过高已在临床上用作放疗/化疗的辅助手段,并且正在研究其用于癌症治疗药物的精确热介导递送。磁共振成像(MRI)有助于进行非侵入性实时空间温度测量,以监测和指导体温过高治疗程序。在磁共振引导的体温过高治疗期间,较长的图像采集时间可能无法捕捉到温度的快速变化。这可能会导致健康组织意外受热和/或温度升高超过体温过高范围。我们开发了一种基于块的压缩感知方法,使用测量数据的一个子集来重建基于磁共振的微波体温过高温度分布。该算法利用了由于磁共振衍生的体温过高温度分布的层间和层内相关性而导致的磁共振图像的稀疏性。我们使用先前实施的微波施加器在模型和小鼠体内评估了我们开发的算法的性能。与原始分布相比,该算法重建的三维温度分布的峰值信噪比为33分贝至49分贝。总之,本研究表明,可以使用子样本重建微波体温过高诱导的温度分布,以减少磁共振图像采集时间。

文献AI研究员

20分钟写一篇综述,助力文献阅读效率提升50倍。

立即体验

用中文搜PubMed

大模型驱动的PubMed中文搜索引擎

马上搜索

文档翻译

学术文献翻译模型,支持多种主流文档格式。

立即体验