Literature DB >> 25320800

MesoFT: unifying diffusion modelling and fiber tracking.

Marco Reisert, V G Kiselev, Bibek Dihtal, Elias Kellner, D S Novikov.   

Abstract

One overarching challenge of clinical magnetic resonance imaging (MRI) is to quantify tissue structure at the cellular scale of micrometers, based on an MRI acquisition with a millimeter resolution. Diffusion MRI (dMRI) provides the strongest sensitivity to the cellular structure. However, interpreting dMRI measurements has remained a highly ill-posed inverse problem. Here we propose a framework that resolves the above challenge for human white matter fibers, by unifying intra-voxel mesoscopic modeling with global fiber tractography. Our algorithm is based on a Simulated Annealing approach which simultaneously optimizes diffusion parameters and fiber locations. Each fiber carries its by their individual set of diffusion parameters which allows to link them structural relationships.

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Mesh:

Year:  2014        PMID: 25320800      PMCID: PMC6370040          DOI: 10.1007/978-3-319-10443-0_26

Source DB:  PubMed          Journal:  Med Image Comput Comput Assist Interv


  22 in total

1.  Histologically derived fiber response functions for diffusion MRI vary across white matter fibers-An ex vivo validation study in the squirrel monkey brain.

Authors:  Kurt G Schilling; Yurui Gao; Iwona Stepniewska; Vaibhav Janve; Bennett A Landman; Adam W Anderson
Journal:  NMR Biomed       Date:  2019-03-25       Impact factor: 4.044

Review 2.  On modeling.

Authors:  Dmitry S Novikov; Valerij G Kiselev; Sune N Jespersen
Journal:  Magn Reson Med       Date:  2018-03-01       Impact factor: 4.668

Review 3.  [Computational neuroanatomy and microstructure imaging using magnetic resonance imaging].

Authors:  S Mohammadi; N Weiskopf
Journal:  Nervenarzt       Date:  2017-08       Impact factor: 1.214

4.  AxTract: Toward microstructure informed tractography.

Authors:  Gabriel Girard; Alessandro Daducci; Laurent Petit; Jean-Philippe Thiran; Kevin Whittingstall; Rachid Deriche; Demian Wassermann; Maxime Descoteaux
Journal:  Hum Brain Mapp       Date:  2017-08-02       Impact factor: 5.038

5.  JEDI: Joint Estimation Diffusion Imaging of macroscopic and microscopic tissue properties.

Authors:  Lawrence R Frank; Benjamin Zahneisen; Vitaly L Galinsky
Journal:  Magn Reson Med       Date:  2020-01-09       Impact factor: 4.668

6.  Design and validation of diffusion MRI models of white matter.

Authors:  Ileana O Jelescu; Matthew D Budde
Journal:  Front Phys       Date:  2017-11-28

7.  Rotationally-invariant mapping of scalar and orientational metrics of neuronal microstructure with diffusion MRI.

Authors:  Dmitry S Novikov; Jelle Veraart; Ileana O Jelescu; Els Fieremans
Journal:  Neuroimage       Date:  2018-03-12       Impact factor: 6.556

8.  The Lamellar Structure of the Brain Fiber Pathways.

Authors:  Vitaly L Galinsky; Lawrence R Frank
Journal:  Neural Comput       Date:  2016-09-14       Impact factor: 2.026

9.  Sheet Probability Index (SPI): Characterizing the geometrical organization of the white matter with diffusion MRI.

Authors:  Chantal M W Tax; Tom Dela Haije; Andrea Fuster; Carl-Fredrik Westin; Max A Viergever; Luc Florack; Alexander Leemans
Journal:  Neuroimage       Date:  2016-07-25       Impact factor: 6.556

10.  Estimation of fiber orientations using neighborhood information.

Authors:  Chuyang Ye; Jiachen Zhuo; Rao P Gullapalli; Jerry L Prince
Journal:  Med Image Anal       Date:  2016-05-16       Impact factor: 8.545

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