Diffusion Microscopist Simulator: A General Monte Carlo Simulation System for Diffusion Magnetic Resonance Imaging

Chun-Hung Yeh 1, 2 Benoit Schmitt 1 Denis Le Bihan 1 Jing-Rebecca Li 3 Ching-Po Lin 2 Cyril Poupon 1
3 DeFI - Shape reconstruction and identification
CMAP - Centre de Mathématiques Appliquées - Ecole Polytechnique, Inria Saclay - Ile de France, X - École polytechnique, CNRS - Centre National de la Recherche Scientifique : UMR7641
Abstract : This article describes the development and application of an integrated, generalized, and efficient Monte Carlo simulation system for diffusion magnetic resonance imaging (dMRI), named Diffusion Microscopist Simulator (DMS). DMS comprises a random walk Monte Carlo simulator and an MR image synthesizer. The former has the capacity to perform large-scale simulations of Brownian dynamics in the virtual environments of neural tissues at various levels of complexity, and the latter is flexible enough to synthesize dMRI datasets from a variety of simulated MRI pulse sequences. The aims of DMS are to give insights into the link between the fundamental diffusion process in biological tissues and the features observed in dMRI, as well as to provide appropriate ground-truth information for the development, optimization, and validation of dMRI acquisition schemes for different applications. The validity, efficiency, and potential applications of DMS are evaluated through four benchmark experiments, including the simulated dMRI of white matter fibers, the multiple scattering diffusion imaging, the biophysical modeling of polar cell membranes, and the high angular resolution diffusion imaging and fiber tractography of complex fiber configurations. We expect that this novel software tool would be substantially advantageous to clarify the interrelationship between dMRI and the microscopic characteristics of brain tissues, and to advance the biophysical modeling and the dMRI methodologies.
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Article dans une revue
PLoS ONE, Public Library of Science, 2013, 〈10.1371/journal.pone.0076626〉
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https://hal.inria.fr/hal-00925091
Contributeur : Jing-Rebecca Li <>
Soumis le : mardi 7 janvier 2014 - 15:16:12
Dernière modification le : jeudi 10 mai 2018 - 02:05:44

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Chun-Hung Yeh, Benoit Schmitt, Denis Le Bihan, Jing-Rebecca Li, Ching-Po Lin, et al.. Diffusion Microscopist Simulator: A General Monte Carlo Simulation System for Diffusion Magnetic Resonance Imaging. PLoS ONE, Public Library of Science, 2013, 〈10.1371/journal.pone.0076626〉. 〈hal-00925091〉

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