Literature DB >> 20373389

Receive array magnetic resonance spectroscopy: Whitened singular value decomposition (WSVD) gives optimal Bayesian solution.

Christopher T Rodgers1, Matthew D Robson.   

Abstract

Receive array coils play a pivotal role in modern MRI. MR spectroscopy can also benefit from the enhanced signal-to-noise ratio and field of view provided by a receive array. In any experiment using an n-element array, n different complex spectra will be recorded and each spectrum unavoidably contains an undesired noise contribution. Previous algorithms for combining spectra have ignored the fact that the noise detected by different array elements is correlated. We introduce here an algorithm for efficiently, robustly, and automatically combining these n spectra using noise whitening and the singular value decomposition to provide the single combined spectrum that has maximum likelihood in the presence of this correlated noise. Simulations are performed that demonstrate the superiority of this approach to previous methods. Experiments in phantoms and in vivo on the brain, heart, and liver of normal volunteers, at 1.5 T and 3 T, using array coils from eight to 32 elements and with (1)H and (31)P nuclei, validate our approach, which provides signal-to-noise ratio improvements of up to 60% in our tests. The whitening and the singular value decomposition algorithm become most advantageous for large arrays, when the noise is markedly correlated, and when the signal-to-noise ratio is low.

Mesh:

Substances:

Year:  2010        PMID: 20373389     DOI: 10.1002/mrm.22230

Source DB:  PubMed          Journal:  Magn Reson Med        ISSN: 0740-3194            Impact factor:   4.668


  36 in total

1.  Dynamic metabolic changes in human visual cortex in regions with positive and negative blood oxygenation level-dependent response.

Authors:  Miguel Martínez-Maestro; Christian Labadie; Harald E Möller
Journal:  J Cereb Blood Flow Metab       Date:  2018-08-17       Impact factor: 6.200

Review 2.  Quantitative proton magnetic resonance spectroscopy and spectroscopic imaging of the brain: a didactic review.

Authors:  Jeffry R Alger
Journal:  Top Magn Reson Imaging       Date:  2010-04

3.  Adaptively Optimized Combination (AOC) of Phased-Array MR Spectroscopy Data in the Presence of Correlated Noise: Compared with Noise-Decorrelated or Whitened Methods.

Authors:  Minjie Wu; Liang Fang; Charles E Ray; Anand Kumar; Shaolin Yang
Journal:  Magn Reson Med       Date:  2016-11-21       Impact factor: 4.668

4.  Coil combination methods for multi-channel hyperpolarized 13C imaging data from human studies.

Authors:  Zihan Zhu; Xucheng Zhu; Michael A Ohliger; Shuyu Tang; Peng Cao; Lucas Carvajal; Adam W Autry; Yan Li; John Kurhanewicz; Susan Chang; Rahul Aggarwal; Pamela Munster; Duan Xu; Peder E Z Larson; Daniel B Vigneron; Jeremy W Gordon
Journal:  J Magn Reson       Date:  2019-02-01       Impact factor: 2.229

5.  Adaptively optimized combination (AOC) of magnetic resonance spectroscopy data from phased array coils.

Authors:  Liang Fang; Minjie Wu; Hengyu Ke; Anand Kumar; Shaolin Yang
Journal:  Magn Reson Med       Date:  2015-07-20       Impact factor: 4.668

Review 6.  Methodological consensus on clinical proton MRS of the brain: Review and recommendations.

Authors:  Martin Wilson; Ovidiu Andronesi; Peter B Barker; Robert Bartha; Alberto Bizzi; Patrick J Bolan; Kevin M Brindle; In-Young Choi; Cristina Cudalbu; Ulrike Dydak; Uzay E Emir; Ramon G Gonzalez; Stephan Gruber; Rolf Gruetter; Rakesh K Gupta; Arend Heerschap; Anke Henning; Hoby P Hetherington; Petra S Huppi; Ralph E Hurd; Kejal Kantarci; Risto A Kauppinen; Dennis W J Klomp; Roland Kreis; Marijn J Kruiskamp; Martin O Leach; Alexander P Lin; Peter R Luijten; Małgorzata Marjańska; Andrew A Maudsley; Dieter J Meyerhoff; Carolyn E Mountford; Paul G Mullins; James B Murdoch; Sarah J Nelson; Ralph Noeske; Gülin Öz; Julie W Pan; Andrew C Peet; Harish Poptani; Stefan Posse; Eva-Maria Ratai; Nouha Salibi; Tom W J Scheenen; Ian C P Smith; Brian J Soher; Ivan Tkáč; Daniel B Vigneron; Franklyn A Howe
Journal:  Magn Reson Med       Date:  2019-03-28       Impact factor: 4.668

7.  On the theoretical limits of detecting cyclic changes in cardiac high-energy phosphates and creatine kinase reaction kinetics using in vivo ³¹P MRS.

Authors:  Kilian Weiss; Paul A Bottomley; Robert G Weiss
Journal:  NMR Biomed       Date:  2015-04-23       Impact factor: 4.044

8.  Phased-array combination for MR spectroscopic imaging using a water reference.

Authors:  Abas Abdoli; Andrew A Maudsley
Journal:  Magn Reson Med       Date:  2015-09-28       Impact factor: 4.668

9.  Combination of multichannel single-voxel MRS signals using generalized least squares.

Authors:  Li An; Jan Willem van der Veen; Shizhe Li; David M Thomasson; Jun Shen
Journal:  J Magn Reson Imaging       Date:  2012-11-21       Impact factor: 4.813

10.  A comparison of coil combination strategies in 3D multi-channel MRSI reconstruction for patients with brain tumors.

Authors:  Maryam Vareth; Janine Lupo; Peder Larson; Sarah Nelson
Journal:  NMR Biomed       Date:  2018-08-31       Impact factor: 4.044

View more

北京卡尤迪生物科技股份有限公司 © 2022-2023.