Malyarenko Dariya I, Ross Brian D, Chenevert Thomas L
Department of Radiology, University of Michigan, Ann Arbor, Michigan, USA.
Magn Reson Med. 2014 Mar;71(3):1312-23. doi: 10.1002/mrm.24773.
Gradient nonlinearity of MRI systems leads to spatially dependent b-values and consequently high non-uniformity errors (10-20%) in apparent diffusion coefficient (ADC) measurements over clinically relevant field-of-views. This work seeks practical correction procedure that effectively reduces observed ADC bias for media of arbitrary anisotropy in the fewest measurements.
All-inclusive bias analysis considers spatial and time-domain cross-terms for diffusion and imaging gradients. The proposed correction is based on rotation of the gradient nonlinearity tensor into the diffusion gradient frame where spatial bias of b-matrix can be approximated by its Euclidean norm. Correction efficiency of the proposed procedure is numerically evaluated for a range of model diffusion tensor anisotropies and orientations.
Spatial dependence of nonlinearity correction terms accounts for the bulk (75-95%) of ADC bias for FA = 0.3-0.9. Residual ADC non-uniformity errors are amplified for anisotropic diffusion. This approximation obviates need for full diffusion tensor measurement and diagonalization to derive a corrected ADC. Practical scenarios are outlined for implementation of the correction on clinical MRI systems.
The proposed simplified correction algorithm appears sufficient to control ADC non-uniformity errors in clinical studies using three orthogonal diffusion measurements. The most efficient reduction of ADC bias for anisotropic medium is achieved with non-lab-based diffusion gradients.
MRI系统的梯度非线性会导致b值随空间变化,从而在临床相关视野范围内的表观扩散系数(ADC)测量中产生较高的非均匀性误差(10 - 20%)。本研究旨在寻找一种实用的校正方法,以最少的测量次数有效减少任意各向异性介质中观察到的ADC偏差。
全面的偏差分析考虑了扩散和成像梯度的空间和时域交叉项。所提出的校正方法基于将梯度非线性张量旋转到扩散梯度框架中,在该框架中,b矩阵的空间偏差可以用其欧几里得范数近似。针对一系列模型扩散张量各向异性和方向,对所提方法的校正效率进行了数值评估。
对于FA = 0.3 - 0.9,非线性校正项的空间依赖性占ADC偏差的大部分(75 - 95%)。各向异性扩散会放大残余ADC非均匀性误差。这种近似方法无需进行完整的扩散张量测量和对角化来推导校正后的ADC。概述了在临床MRI系统上实施校正的实际方案。
所提出的简化校正算法似乎足以在使用三次正交扩散测量的临床研究中控制ADC非均匀性误差。使用非基于实验室的扩散梯度可最有效地减少各向异性介质中的ADC偏差。