arXiv · 1610.00471
D-optimal design of b-values for accurate intra-voxel incoherent motion imaging
Abstract
The aim of this paper is to optimally design the set of b-values for diffusion weighted MRI with the aim of accurate estimation of intra- voxel incoherent motion (IVIM) parameters (f perfusion fraction, Ds slow diffusion, Df fast diffusion) according to the model developed by Le Bihan. Previous studies have addressed the design in a Monte Carlo fash- ion. Due to huge computation times, this approach is feasible only for a limited number of values of the parameters (local design): however, as the parameters of a specific exam are not known a priori, it would be desirable to optimise b-values over a region of parameters. In order to overcome this issue, we propose to use a D-optimal design approach. The optimal combination of b-values can be chosen from a candidate set of predefined values taken from the literature. Our study has two key results: first, the optimal design does not depend on perfusion fraction: this allow to perform a search over a 2D parameter space instead of 3D; second, as an exhaustive search over all possible designs would still be time consuming, we proposed an algorithm to find an approximate solution can be found very quickly.
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Mario Sansone, Roberta Fusco, Antonella Petrillo. 2016-10-03. D-optimal design of b-values for accurate intra-voxel incoherent motion imaging. https://arxiv.org/abs/1610.00471
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