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MRSCloud: A cloud‐basedMRStool for basis set simulation

基础(线性代数) 基函数 计算机科学 正交基 算法 数学 数学分析 物理 几何学 量子力学
作者
Steve C. N. Hui,Muhammad G. Saleh,Helge J. Zöllner,Georg Oeltzschner,Hongli Fan,Yue Li,Yulu Song,Hangyi Jiang,Jamie Near,Hanzhang Lu,Susumu Mori,Richard A.E. Edden
出处
期刊:Magnetic Resonance in Medicine [Wiley]
卷期号:88 (5): 1994-2004 被引量:37
标识
DOI:10.1002/mrm.29370
摘要

Purpose The purpose of this study is to present a cloud‐based spectral simulation tool “MRSCloud,” which allows MRS users to simulate a vendor‐specific and sequence‐specific basis set online in a convenient and time‐efficient manner. This tool can simulate basis sets for GE, Philips, and Siemens MR scanners, including conventional acquisitions and spectral editing schemes with PRESS and semi‐LASER localization at 3 T. Methods The MRSCloud tool was built on the spectral simulation functionality in the FID‐A software package. We added three extensions to accelerate computation (ie, one‐dimensional projection method, coherence pathways filters, and precalculation of propagators). The RF waveforms were generated based on vendors' generic pulse shapes and timings. Simulations were compared within MRSCloud using different numbers of spatial resolution (21 × 21, 41 × 41, and 101 × 101). Simulated metabolite basis functions from MRSCloud were compared with those generated by the generic FID‐A and MARSS, and a phantom‐acquired basis set from LCModel. Intraclass correlation coefficients were calculated to measure the agreement between individual metabolite basis functions. Statistical analysis was performed using R in RStudio. Results Simulation time for a full PRESS basis set is approximately 11 min on the server. The interclass correlation coefficients ICCs were at least 0.98 between MRSCloud and FID‐A and were at least 0.96 between MRSCloud and MARSS. The interclass correlation coefficients between simulated MRSCloud basis spectra and acquired LCModel basis spectra were lowest for glutamine at 0.68 and highest for N‐acetylaspartate at 0.96. Conclusions Substantial reductions in runtime have been achieved. High ICC values indicated that the accelerating features are running correctly and produce comparable and accurate basis sets.

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