Literature DB >> 17804278

Delineating white matter structure in diffusion tensor MRI with anisotropy creases.

Gordon Kindlmann1, Xavier Tricoche, Carl-Fredrik Westin.   

Abstract

Geometric models of white matter architecture play an increasing role in neuroscientific applications of diffusion tensor imaging, and the most popular method for building them is fiber tractography. For some analysis tasks, however, a compelling alternative may be found in the first and second derivatives of diffusion anisotropy. We extend to tensor fields the notion from classical computer vision of ridges and valleys, and define anisotropy creases as features of locally extremal tensor anisotropy. Mathematically, these are the loci where the gradient of anisotropy is orthogonal to one or more eigenvectors of its Hessian. We propose that anisotropy creases provide a basis for extracting a skeleton of the major white matter pathways, in that ridges of anisotropy coincide with interiors of fiber tracts, and valleys of anisotropy coincide with the interfaces between adjacent but distinctly oriented tracts. The crease extraction algorithm we present generates high-quality polygonal models of crease surfaces, which are further simplified by connected-component analysis. We demonstrate anisotropy creases on measured diffusion MRI data, and visualize them in combination with tractography to confirm their anatomic relevance.

Mesh:

Year:  2007        PMID: 17804278      PMCID: PMC2367700          DOI: 10.1016/j.media.2007.07.005

Source DB:  PubMed          Journal:  Med Image Anal        ISSN: 1361-8415            Impact factor:   8.545


  32 in total

1.  Analysis of partial volume effects in diffusion-tensor MRI.

Authors:  A L Alexander; K M Hasan; M Lazar; J S Tsuruda; D L Parker
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2.  In vivo fiber tractography using DT-MRI data.

Authors:  P J Basser; S Pajevic; C Pierpaoli; J Duda; A Aldroubi
Journal:  Magn Reson Med       Date:  2000-10       Impact factor: 4.668

3.  A continuous tensor field approximation of discrete DT-MRI data for extracting microstructural and architectural features of tissue.

Authors:  Sinisa Pajevic; Akram Aldroubi; Peter J Basser
Journal:  J Magn Reson       Date:  2002-01       Impact factor: 2.229

Review 4.  The basis of anisotropic water diffusion in the nervous system - a technical review.

Authors:  Christian Beaulieu
Journal:  NMR Biomed       Date:  2002 Nov-Dec       Impact factor: 4.044

Review 5.  Diffusion-tensor MRI: theory, experimental design and data analysis - a technical review.

Authors:  Peter J Basser; Derek K Jones
Journal:  NMR Biomed       Date:  2002 Nov-Dec       Impact factor: 4.044

6.  High angular resolution diffusion imaging reveals intravoxel white matter fiber heterogeneity.

Authors:  David S Tuch; Timothy G Reese; Mette R Wiegell; Nikos Makris; John W Belliveau; Van J Wedeen
Journal:  Magn Reson Med       Date:  2002-10       Impact factor: 4.668

7.  A normal distribution for tensor-valued random variables: applications to diffusion tensor MRI.

Authors:  Peter J Basser; Sinisa Pajevic
Journal:  IEEE Trans Med Imaging       Date:  2003-07       Impact factor: 10.048

8.  Generalized scalar measures for diffusion MRI using trace, variance, and entropy.

Authors:  Evren Ozarslan; Baba C Vemuri; Thomas H Mareci
Journal:  Magn Reson Med       Date:  2005-04       Impact factor: 4.668

9.  Clinical DT-MRI estimation, smoothing, and fiber tracking with log-Euclidean metrics.

Authors:  Pierre Fillard; Xavier Pennec; Vincent Arsigny; Nicholas Ayache
Journal:  IEEE Trans Med Imaging       Date:  2007-11       Impact factor: 10.048

10.  Detection and modeling of non-Gaussian apparent diffusion coefficient profiles in human brain data.

Authors:  D C Alexander; G J Barker; S R Arridge
Journal:  Magn Reson Med       Date:  2002-08       Impact factor: 4.668

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  13 in total

1.  Structure-specific statistical mapping of white matter tracts.

Authors:  Paul A Yushkevich; Hui Zhang; Tony J Simon; James C Gee
Journal:  Neuroimage       Date:  2008-01-26       Impact factor: 6.556

2.  Direct visualization of fiber information by coherence.

Authors:  Mario Hlawitschka; Christoph Garth; Xavier Tricoche; Gordon Kindlmann; Gerik Scheuermann; Kenneth I Joy; Bernd Hamann
Journal:  Int J Comput Assist Radiol Surg       Date:  2009-04-15       Impact factor: 2.924

Review 3.  Diffusion MRI of the neonate brain: acquisition, processing and analysis techniques.

Authors:  Kerstin Pannek; Andrea Guzzetta; Paul B Colditz; Stephen E Rose
Journal:  Pediatr Radiol       Date:  2012-08-18

4.  Fasciculography: robust prior-free real-time normalized volumetric neural tract parcellation.

Authors:  Hon Pong Ho; Fei Wang; Xenophon Papademetris; Hilary P Blumberg; Lawrence H Staib
Journal:  IEEE Trans Med Imaging       Date:  2011-09-12       Impact factor: 10.048

5.  Quantifying the brain's sheet structure with normalized convolution.

Authors:  Chantal M W Tax; Carl-Fredrik Westin; Tom Dela Haije; Andrea Fuster; Max A Viergever; Evan Calabrese; Luc Florack; Alexander Leemans
Journal:  Med Image Anal       Date:  2017-04-04       Impact factor: 8.545

6.  Invariant crease lines for topological and structural analysis of tensor fields.

Authors:  Xavier Tricoche; Gordon Kindlmann; Carl-Fredrik Westin
Journal:  IEEE Trans Vis Comput Graph       Date:  2008 Nov-Dec       Impact factor: 4.579

7.  Sampling and visualizing creases with scale-space particles.

Authors:  Gordon L Kindlmann; Raúl San José Estépar; Stephen M Smith; Carl-Fredrik Westin
Journal:  IEEE Trans Vis Comput Graph       Date:  2009 Nov-Dec       Impact factor: 4.579

8.  Group analysis of DTI fiber tract statistics with application to neurodevelopment.

Authors:  Casey B Goodlett; P Thomas Fletcher; John H Gilmore; Guido Gerig
Journal:  Neuroimage       Date:  2008-11-14       Impact factor: 6.556

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.  VOXEL-WISE GROUP ANALYSIS OF DTI.

Authors:  Zhexing Liu; Hongtu Zhu; Bonita L Marks; Laurence M Katz; Casey B Goodlett; Guido Gerig; Martin Styner
Journal:  Proc IEEE Int Symp Biomed Imaging       Date:  2009
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