Literature DB >> 19067007

How background noise shifts eigenvectors and increases eigenvalues in DTI.

Frederik Bernd Laun1, Lothar Rudi Schad, Jan Klein, Bram Stieltjes.   

Abstract

INTRODUCTION: The signal-to-noise ratio of in vivo diffusion tensor imaging (DTI) is usually very limited, especially if high resolution data is acquired. In a variety of settings, the signal of diffusion weighted images can drop below the background noise level yielding an underestimated diffusion constant. In this work, we report two new artefacts in DTI that are important in this regime.
METHODS: Both artifacts are described analytically and numerically and are demonstrated in DTI phantoms and in subjects in vivo.
RESULTS: First, eigenvectors are systematically shifted towards distinct 'attractive' orientations of the gradient scheme. Second, certain eigenvalues can be overestimated due to the underestimation of the measured diffusion, which can result in the misordering of eigenvalues. DISCUSSION: We show that these effects are relevant for current clinical settings of DTI.

Mesh:

Year:  2008        PMID: 19067007     DOI: 10.1007/s10334-008-0159-6

Source DB:  PubMed          Journal:  MAGMA        ISSN: 0968-5243            Impact factor:   2.310


  28 in total

1.  Comparison of gradient encoding schemes for diffusion-tensor MRI.

Authors:  K M Hasan; D L Parker; A L Alexander
Journal:  J Magn Reson Imaging       Date:  2001-05       Impact factor: 4.813

2.  Wavelet packet denoising of magnetic resonance images: importance of Rician noise at low SNR.

Authors:  J C Wood; K M Johnson
Journal:  Magn Reson Med       Date:  1999-03       Impact factor: 4.668

3.  Condition number as a measure of noise performance of diffusion tensor data acquisition schemes with MRI.

Authors:  S Skare; M Hedehus; M E Moseley; T Q Li
Journal:  J Magn Reson       Date:  2000-12       Impact factor: 2.229

4.  Statistical artifacts in diffusion tensor MRI (DT-MRI) caused by background noise.

Authors:  P J Basser; S Pajevic
Journal:  Magn Reson Med       Date:  2000-07       Impact factor: 4.668

5.  Anisotropic noise propagation in diffusion tensor MRI sampling schemes.

Authors:  P G Batchelor; D Atkinson; D L G Hill; F Calamante; A Connelly
Journal:  Magn Reson Med       Date:  2003-06       Impact factor: 4.668

6.  Biexponential diffusion tensor analysis of human brain diffusion data.

Authors:  Stephan E Maier; Sridhar Vajapeyam; Hatsuho Mamata; Carl-Fredrik Westin; Ferenc A Jolesz; Robert V Mulkern
Journal:  Magn Reson Med       Date:  2004-02       Impact factor: 4.668

7.  The effect of gradient sampling schemes on measures derived from diffusion tensor MRI: a Monte Carlo study.

Authors:  Derek K Jones
Journal:  Magn Reson Med       Date:  2004-04       Impact factor: 4.668

8.  Denoising of complex MRI data by wavelet-domain filtering: application to high-b-value diffusion-weighted imaging.

Authors:  Ronnie Wirestam; Adnan Bibic; Jimmy Lätt; Sara Brockstedt; Freddy Ståhlberg
Journal:  Magn Reson Med       Date:  2006-11       Impact factor: 4.668

Review 9.  Diffusion imaging of the human spinal cord and the vertebral column.

Authors:  Roland Bammer; Franz Fazekas
Journal:  Top Magn Reson Imaging       Date:  2003-12

10.  In vivo diffusion tensor imaging of the human optic nerve: pilot study in normal controls.

Authors:  C A M Wheeler-Kingshott; S A Trip; M R Symms; G J M Parker; G J Barker; D H Miller
Journal:  Magn Reson Med       Date:  2006-08       Impact factor: 4.668

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  11 in total

1.  Analysis and correction of gradient nonlinearity bias in apparent diffusion coefficient measurements.

Authors:  Dariya I Malyarenko; Brian D Ross; Thomas L Chenevert
Journal:  Magn Reson Med       Date:  2014-03       Impact factor: 4.668

Review 2.  [Introduction to the basic principles and techniques of diffusion-weighted imaging].

Authors:  F B Laun; K H Fritzsche; T A Kuder; B Stieltjes
Journal:  Radiologe       Date:  2011-03       Impact factor: 0.635

3.  Manifestation and post hoc correction of gradient cross-term artifacts in DTI.

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Journal:  Magn Reson Imaging       Date:  2012-04-09       Impact factor: 2.546

4.  DTI BASED STRUCTURAL DAMAGE CHARACTERIZATION FOR DISORDERS OF CONSCIOUSNESS.

Authors:  F Gómez; A Soddu; Q Noirhomme; A Vanhaudenhuyse; L Tshibanda; N Leporé; S Laureys
Journal:  Proc Int Conf Image Proc       Date:  2013-02-21

5.  Effect of increasing diffusion gradient direction number on diffusion tensor imaging fiber tracking in the human brain.

Authors:  Xufeng Yao; Tonggang Yu; Beibei Liang; Tian Xia; Qinming Huang; Songlin Zhuang
Journal:  Korean J Radiol       Date:  2015-02-27       Impact factor: 3.500

6.  Temperature and concentration calibration of aqueous polyvinylpyrrolidone (PVP) solutions for isotropic diffusion MRI phantoms.

Authors:  Friedrich Wagner; Frederik B Laun; Tristan A Kuder; Anna Mlynarska; Florian Maier; Jonas Faust; Kerstin Demberg; Linus Lindemann; Boris Rivkin; Armin M Nagel; Mark E Ladd; Klaus Maier-Hein; Sebastian Bickelhaupt; Michael Bach
Journal:  PLoS One       Date:  2017-06-19       Impact factor: 3.240

7.  Adaptive phase correction of diffusion-weighted images.

Authors:  Marco Pizzolato; Guillaume Gilbert; Jean-Philippe Thiran; Maxime Descoteaux; Rachid Deriche
Journal:  Neuroimage       Date:  2019-10-17       Impact factor: 6.556

8.  Complex diffusion-weighted image estimation via matrix recovery under general noise models.

Authors:  Lucilio Cordero-Grande; Daan Christiaens; Jana Hutter; Anthony N Price; Jo V Hajnal
Journal:  Neuroimage       Date:  2019-06-18       Impact factor: 6.556

9.  Impact of MR Acquisition Parameters on DTI Scalar Indexes: A Tractography Based Approach.

Authors:  Gonzalo Barrio-Arranz; Rodrigo de Luis-García; Antonio Tristán-Vega; Marcos Martín-Fernández; Santiago Aja-Fernández
Journal:  PLoS One       Date:  2015-10-12       Impact factor: 3.240

10.  Diffusion tensor imaging fiber tracking with reliable tracking orientation and flexible step size.

Authors:  Xufeng Yao; Manning Wang; Xinrong Chen; Shengdong Nie; Zhexu Li; Xiaoping Xu; Xuelong Zhang; Zhijian Song
Journal:  Neural Regen Res       Date:  2013-06-05       Impact factor: 5.135

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