Department of Radiology, Academic Medical Center, Meibergdreef 9, 1105 AZ Amsterdam, The Netherlands.
J Magn Reson. 2010 Sep;206(1):9-19. doi: 10.1016/j.jmr.2010.05.016. Epub 2010 May 26.
Both in diffusion tensor imaging (DTI) and in generalized diffusion tensor imaging (GDTI) the relation between the diffusion tensor and the measured apparent diffusion coefficients is given by a tensorial equation, which needs to be inverted in order to solve the diffusion tensor. The traditional way to do this does not preserve the tensorial structure of the equation, which we consider a weakness in the method. For a physically correct measurement procedure, the condition number of the acquisition scheme, which is a determinant of the noise behavior, needs to be rotationally invariant. The method which traditionally is used to find such schemes, however, is cumbersome and mathematically unsatisfactory. This is considered a second weakness, closely connected to the first. In this paper we present an alternative inversion of the diffusion tensor equation, which does preserve the tensor form, for arbitrary order, and which is named the direct tensor solution (DTS). The DTS is derived under the assumption that the apparent diffusion coefficient in any direction is known, i.e. in the infinite acquisition scheme. Whenever the DTS is valid for a given finite acquisition scheme and for a given order, the condition number is rotationally invariant. The DTS provides a compact, algebraic procedure to check this rotational invariance. We also present a method to construct acquisition schemes, for which the DTS is valid for the measurement of higher-order diffusion tensors. Furthermore, the DTS leads to other mathematical insights, such as tensorial relationships between diffusion tensors of different orders, and a more general understanding of the Platonic Variance Method, which we published before.
在扩散张量成像(DTI)和广义扩散张量成像(GDTI)中,扩散张量和测量得到的表观扩散系数之间的关系由张量方程给出,需要进行反转才能求解扩散张量。传统的方法无法保留方程的张量结构,我们认为这是该方法的一个弱点。对于物理上正确的测量过程,需要旋转不变的获取方案的条件数,这是噪声行为的决定因素。然而,传统上用于找到这种方案的方法繁琐且在数学上并不令人满意。这被认为是第二个弱点,与第一个密切相关。在本文中,我们提出了一种替代的扩散张量方程反转方法,该方法可以任意阶数保留张量形式,称为直接张量解(DTS)。DTS 是在假设任何方向的表观扩散系数都已知的情况下导出的,即在无限获取方案中。只要 DTS 对于给定的有限获取方案和给定的阶数有效,条件数就是旋转不变的。DTS 提供了一种紧凑的、代数的方法来检查这种旋转不变性。我们还提出了一种构建获取方案的方法,对于这些方案,DTS 可用于测量更高阶的扩散张量。此外,DTS 还导致了其他数学上的见解,例如不同阶数的扩散张量之间的张量关系,以及对我们之前发表的柏拉图方差方法的更全面的理解。