Literature DB >> 20879279

Model-free and analytical EAP reconstruction via spherical polar Fourier diffusion MRI.

Jian Cheng1, Aurobrata Ghosh, Tianzi Jiang, Rachid Deriche.   

Abstract

How to estimate the diffusion Ensemble Average Propagator (EAP) from the DWI signals in q-space is an open problem in diffusion MRI field. Many methods were proposed to estimate the Orientation Distribution Function (ODF) that is used to describe the fiber direction. However, ODF is just one of the features of the EAP. Compared with ODF, EAP has the full information about the diffusion process which reflects the complex tissue micro-structure. Diffusion Orientation Transform (DOT) and Diffusion Spectrum Imaging (DSI) are two important methods to estimate the EAP from the signal. However, DOT is based on mono-exponential assumption and DSI needs a lot of samplings and very large b values. In this paper, we propose Spherical Polar Fourier Imaging (SPFI), a novel model-free fast robust analytical EAP reconstruction method, which almost does not need any assumption of data and does not need too many samplings. SPFI naturally combines the DWI signals with different b-values. It is an analytical linear transformation from the q-space signal to the EAP profile represented by Spherical Harmonics (SH). We validated the proposed methods in synthetic data, phantom data and real data. It works well in all experiments, especially for the data with low SNR, low anisotropy, and non-exponential decay.

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Year:  2010        PMID: 20879279     DOI: 10.1007/978-3-642-15705-9_72

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


  26 in total

1.  An efficient interlaced multi-shell sampling scheme for reconstruction of diffusion propagators.

Authors:  Wenxing Ye; Sharon Portnoy; Alireza Entezari; Stephen J Blackband; Baba C Vemuri
Journal:  IEEE Trans Med Imaging       Date:  2012-01-16       Impact factor: 10.048

2.  Estimating diffusion propagator and its moments using directional radial basis functions.

Authors:  Lipeng Ning; Carl-Fredrik Westin; Yogesh Rathi
Journal:  IEEE Trans Med Imaging       Date:  2015-03-31       Impact factor: 10.048

3.  Single- and Multiple-Shell Uniform Sampling Schemes for Diffusion MRI Using Spherical Codes.

Authors:  Jian Cheng; Dinggang Shen; Pew-Thian Yap; Peter J Basser
Journal:  IEEE Trans Med Imaging       Date:  2017-09-25       Impact factor: 10.048

Review 4.  Diffusion magnetic resonance imaging for Brainnetome: a critical review.

Authors:  Nianming Zuo; Jian Cheng; Tianzi Jiang
Journal:  Neurosci Bull       Date:  2012-08       Impact factor: 5.203

5.  Multi-shell diffusion signal recovery from sparse measurements.

Authors:  Y Rathi; O Michailovich; F Laun; K Setsompop; P E Grant; C-F Westin
Journal:  Med Image Anal       Date:  2014-07-05       Impact factor: 8.545

6.  A 4D hyperspherical interpretation of q-space.

Authors:  A Pasha Hosseinbor; Moo K Chung; Yu-Chien Wu; Barbara B Bendlin; Andrew L Alexander
Journal:  Med Image Anal       Date:  2015-01-03       Impact factor: 8.545

7.  Precise Inference and Characterization of Structural Organization (PICASO) of tissue from molecular diffusion.

Authors:  Lipeng Ning; Evren Özarslan; Carl-Fredrik Westin; Yogesh Rathi
Journal:  Neuroimage       Date:  2016-10-14       Impact factor: 6.556

8.  Mean apparent propagator (MAP) MRI: a novel diffusion imaging method for mapping tissue microstructure.

Authors:  Evren Özarslan; Cheng Guan Koay; Timothy M Shepherd; Michal E Komlosh; M Okan İrfanoğlu; Carlo Pierpaoli; Peter J Basser
Journal:  Neuroimage       Date:  2013-04-13       Impact factor: 6.556

9.  Tensorial Spherical Polar Fourier Diffusion MRI with Optimal Dictionary Learning.

Authors:  Jian Cheng; Dinggang Shen; Pew-Thian Yap; Peter J Basser
Journal:  Med Image Comput Comput Assist Interv       Date:  2015-11-18

10.  Bessel Fourier Orientation Reconstruction (BFOR): an analytical diffusion propagator reconstruction for hybrid diffusion imaging and computation of q-space indices.

Authors:  A Pasha Hosseinbor; Moo K Chung; Yu-Chien Wu; Andrew L Alexander
Journal:  Neuroimage       Date:  2012-08-31       Impact factor: 6.556

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