Removal of nuisance signals from limited and sparse 1H MRSI data using a union‐of‐subspaces model

To remove nuisance signals (e.g., water and lipid signals) for 1H MRSI data collected from the brain with limited and/or sparse (k, t)‐space coverage.

[1]  Minh N. Do,et al.  A Theory for Sampling Signals from a Union of Subspaces , 2022 .

[2]  X Hu,et al.  A new strategy for spectroscopic imaging. , 1994, Journal of magnetic resonance. Series B.

[3]  G C McKinnon,et al.  Optimized outer volume suppression for single‐shot fast spin‐echo cardiac imaging , 1998, Journal of magnetic resonance imaging : JMRI.

[4]  A Macovski,et al.  MRS imaging using anatomically based K‐space sampling and extrapolation , 1995, Magnetic resonance in medicine.

[5]  G H Glover,et al.  Lipid‐suppressed single‐and multisection proton spectroscopic imaging of the human brain , 1992, Journal of magnetic resonance imaging : JMRI.

[6]  Zhi-Pei Liang,et al.  Anatomically constrained reconstruction from noisy data , 2008, Magnetic resonance in medicine.

[7]  C. Vogel Computational Methods for Inverse Problems , 1987 .

[8]  V. Marčenko,et al.  DISTRIBUTION OF EIGENVALUES FOR SOME SETS OF RANDOM MATRICES , 1967 .

[9]  B. Gagoski,et al.  Lipid suppression in CSI with spatial priors and highly undersampled peripheral k‐space , 2012, Magnetic resonance in medicine.

[10]  Removal of Lipid Nuisance Signals in MRSI Using Spatial-Spectral Constraints , 2007 .

[11]  W. J. Lorenz,et al.  MR imaging of fat-containing tissues: valuation of two quantitative imaging techniques in comparison with localized proton spectroscopy. , 1993, Magnetic resonance imaging.

[12]  K Ugurbil,et al.  Reduction of truncation artifacts in chemical-shift imaging by extended sampling using variable repetition time. , 1995, Journal of magnetic resonance. Series B.

[13]  R. B. Kingsley,et al.  WET, a T1- and B1-insensitive water-suppression method for in vivo localized 1H NMR spectroscopy. , 1994, Journal of magnetic resonance. Series B.

[14]  Kawin Setsompop,et al.  Accelerated 1H MRSI using randomly undersampled spiral‐based k‐space trajectories , 2015, Magnetic resonance in medicine.

[15]  Fan Lam,et al.  A subspace approach to high‐resolution spectroscopic imaging , 2014, Magnetic resonance in medicine.

[16]  J H Duyn,et al.  Multisection proton MR spectroscopic imaging of the brain. , 1993, Radiology.

[17]  Sylvia K. Plevritis,et al.  Spectral extrapolation of spatially bounded images [MRI application] , 1995, IEEE Trans. Medical Imaging.

[18]  Peng Cao,et al.  Accelerating phase‐encoded proton MR spectroscopic imaging by compressed sensing , 2015, Journal of magnetic resonance imaging : JMRI.

[19]  A Gregory Sorensen,et al.  Neurologic 3D MR spectroscopic imaging with low-power adiabatic pulses and fast spiral acquisition. , 2012, Radiology.

[20]  A Macovski,et al.  Spectroscopic imaging with multidimensional pulses for excitation: SIMPLE , 1991, Magnetic resonance in medicine.

[21]  Andreas Ebel,et al.  Comparison of inversion recovery preparation schemes for lipid suppression in 1H MRSI of human brain , 2003, Magnetic resonance in medicine.

[22]  Diego Hernando,et al.  Robust water/fat separation in the presence of large field inhomogeneities using a graph cut algorithm , 2009, Magnetic resonance in medicine.

[23]  A Macovski,et al.  Volumetric NMR imaging with time‐varying gradients , 1985, Magnetic Resonance in Medicine.

[24]  Minh N. Do,et al.  Denoising MR Spectroscopic Imaging Data With Low-Rank Approximations , 2013, IEEE Transactions on Biomedical Engineering.

[25]  C. Sirlin,et al.  Optimal phased-array combination for spectroscopy. , 2008, Magnetic resonance imaging.

[26]  R. Gruetter,et al.  In vivo 1H NMR spectroscopy of rat brain at 1 ms echo time , 1999, Magnetic resonance in medicine.

[27]  N. Schuff,et al.  Removal of lipid artifacts in 1H spectroscopic imaging by data extrapolation , 1996, Magnetic resonance in medicine.

[28]  Justin P. Haldar,et al.  Spatiotemporal imaging with partially separable functions: A matrix recovery approach , 2010, 2010 IEEE International Symposium on Biomedical Imaging: From Nano to Macro.

[29]  Z P Liang,et al.  A generalized series approach to MR spectroscopic imaging. , 1991, IEEE transactions on medical imaging.

[30]  S Sarkar,et al.  A hybrid technique for spectroscopic imaging with reduced truncation artifact. , 1999, Magnetic resonance imaging.

[31]  Zhi-Pei Liang,et al.  Spatiotemporal Imaging with Partially Separable Functions , 2007, 2007 Joint Meeting of the 6th International Symposium on Noninvasive Functional Source Imaging of the Brain and Heart and the International Conference on Functional Biomedical Imaging.

[32]  Justin P. Haldar,et al.  REMOVAL OF LIPID SIGNAL IN MRSI USING SPATIAL-SPECTRAL CONSTRAINTS , 2007, 2007 4th IEEE International Symposium on Biomedical Imaging: From Nano to Macro.

[33]  Gioacchino Tedeschi,et al.  High Speed 1H Spectroscopic Imaging in Human Brain by Echo Planar Spatial‐Spectral Encoding , 1995, Magnetic resonance in medicine.

[34]  D Matthaei,et al.  1H NMR chemical shift selective (CHESS) imaging. , 1985, Physics in medicine and biology.

[35]  Jeffrey A. Fessler,et al.  Conjugate phase MRI reconstruction with spatially variant sample density correction , 2005, IEEE Transactions on Medical Imaging.

[36]  K. Uğurbil,et al.  NMR chemical shift imaging in three dimensions. , 1982, Proceedings of the National Academy of Sciences of the United States of America.

[37]  L DelaBarre,et al.  BISTRO: An outer‐volume suppression method that tolerates RF field inhomogeneity , 2001, Magnetic resonance in medicine.

[38]  Zhengchao Dong,et al.  Lipid signal extraction by SLIM: Application to 1H MR spectroscopic imaging of human calf muscles , 2006, Magnetic resonance in medicine.

[39]  R. D. de Graaf,et al.  Adiabatic water suppression using frequency selective excitation , 1998, Magnetic resonance in medicine.

[40]  Keith Heberlein,et al.  Truncation artifact reduction in spectroscopic imaging using a dual-density spiral k-space trajectory. , 2002, Magnetic resonance imaging.

[41]  Zhi-Pei Liang,et al.  An efficient method for dynamic magnetic resonance imaging , 1994, IEEE Trans. Medical Imaging.

[42]  D. van Ormondt,et al.  Improved algorithm for noniterative time-domain model fitting to exponentially damped magnetic resonance signals , 1987 .