Literature DB >> 28328072

Tensor estimation for double-pulsed diffusional kurtosis imaging.

Calvin B Shaw1,2, Edward S Hui3, Joseph A Helpern1,2,4,5, Jens H Jensen1,2.   

Abstract

Double-pulsed diffusional kurtosis imaging (DP-DKI) represents the double diffusion encoding (DDE) MRI signal in terms of six-dimensional (6D) diffusion and kurtosis tensors. Here a method for estimating these tensors from experimental data is described. A standard numerical algorithm for tensor estimation from conventional (i.e. single diffusion encoding) diffusional kurtosis imaging (DKI) data is generalized to DP-DKI. This algorithm is based on a weighted least squares (WLS) fit of the signal model to the data combined with constraints designed to minimize unphysical parameter estimates. The numerical algorithm then takes the form of a quadratic programming problem. The principal change required to adapt the conventional DKI fitting algorithm to DP-DKI is replacing the three-dimensional diffusion and kurtosis tensors with the 6D tensors needed for DP-DKI. In this way, the 6D diffusion and kurtosis tensors for DP-DKI can be conveniently estimated from DDE data by using constrained WLS, providing a practical means for condensing DDE measurements into well-defined mathematical constructs that may be useful for interpreting and applying DDE MRI. Data from healthy volunteers for brain are used to demonstrate the DP-DKI tensor estimation algorithm. In particular, representative parametric maps of selected tensor-derived rotational invariants are presented.
Copyright © 2017 John Wiley & Sons, Ltd.

Entities:  

Keywords:  DKI; MRI; brain; double diffusion encoding; kurtosis; least squares; microscopic diffusion anisotropy; tensor

Mesh:

Year:  2017        PMID: 28328072     DOI: 10.1002/nbm.3722

Source DB:  PubMed          Journal:  NMR Biomed        ISSN: 0952-3480            Impact factor:   4.044


  2 in total

1.  In vivo microscopic diffusional kurtosis imaging with symmetrized double diffusion encoding EPI.

Authors:  Yang Ji; Jeffrey Paulsen; Iris Yuwen Zhou; Dongshuang Lu; Patrick Machado; Bensheng Qiu; Yi-Qiao Song; Phillip Zhe Sun
Journal:  Magn Reson Med       Date:  2018-09-09       Impact factor: 4.668

2.  JOURNAL CLUB: Evaluation of Diffusion Kurtosis Imaging of Stroke Lesion With Hemodynamic and Metabolic MRI in a Rodent Model of Acute Stroke.

Authors:  Dongshuang Lu; Yinghua Jiang; Yang Ji; Iris Yuwen Zhou; Emiri Mandeville; Eng H Lo; Xiaoying Wang; Phillip Zhe Sun
Journal:  AJR Am J Roentgenol       Date:  2018-02-22       Impact factor: 3.959

  2 in total

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