Machine learning RF shimming: Prediction by iteratively projected ridge regression.

Abstract:

PURPOSE:To obviate online slice-by-slice RF shim optimization and reduce B1+ mapping requirements for patient-specific RF shimming in high-field magnetic resonance imaging. THEORY AND METHODS:RF Shim Prediction by Iteratively Projected Ridge Regression (PIPRR) predicts patient-specific, SAR-efficient RF shims with a machine learning approach that merges learning with training shim design. To evaluate it, a set of B1+ maps was simulated for 100 human heads for a 24-element coil at 7T. Features were derived from tissue masks and the DC Fourier coefficients of the coils' B1+ maps in each slice, which were used for kernelized ridge regression prediction of SAR-efficient RF shim weights. Predicted shims were compared to directly designed shims, circularly polarized mode, and nearest-neighbor shims predicted using the same features. RESULTS:PIPRR predictions had 87% and 13% lower B1+ coefficients of variation compared to circularly polarized mode and nearest-neighbor shims, respectively, and achieved homogeneity and SAR similar to that of directly designed shims. Predictions were calculated in 4.92 ms on average. CONCLUSION:PIPRR predicted uniform, SAR-efficient RF shims, and could save a large amount of B1+ mapping and computation time in RF-shimmed ultra-high field magnetic resonance imaging.

journal_name

Magn Reson Med

authors

Ianni JD,Cao Z,Grissom WA

doi

10.1002/mrm.27192

subject

Has Abstract

pub_date

2018-11-01 00:00:00

pages

1871-1881

issue

5

eissn

0740-3194

issn

1522-2594

journal_volume

80

pub_type

杂志文章
  • Four-dimensional (4D) flow of the whole heart and great vessels using real-time respiratory self-gating.

    abstract::Four-dimensional (4D) flow imaging has been used to study flow patterns and pathophysiology, usually focused on specific thoracic vessels and cardiac chambers. Whole-heart 4D flow at high measurement accuracy covering the entire thoracic cardiovascular system would be desirable to simplify and improve hemodynamic asse...

    journal_title:Magnetic resonance in medicine

    pub_type: 杂志文章

    doi:10.1002/mrm.22090

    authors: Uribe S,Beerbaum P,Sørensen TS,Rasmusson A,Razavi R,Schaeffter T

    更新日期:2009-10-01 00:00:00

  • Improved device definition in interventional magnetic resonance imaging using a rotated stripes keyhole acquisition.

    abstract::Keyhole acquisition techniques have been used to reduce image acquisition times primarily in contrast agent studies and via simulation in interventional MRI procedures. More recent simulations have suggested that improved definition of an interventional device [e.g., biopsy needles, radio frequency (RF) electrodes] co...

    journal_title:Magnetic resonance in medicine

    pub_type: 杂志文章

    doi:10.1002/(sici)1522-2594(199909)42:3<554::aid-mrm18

    authors: Hwang KP,Lim J,Wendt M,Merkle E,Lewin JS,Duerk JL

    更新日期:1999-09-01 00:00:00

  • Improved black-blood imaging using DANTE-SPACE for simultaneous carotid and intracranial vessel wall evaluation.

    abstract:PURPOSE:The purpose of this study was to develop a three-dimensional black blood imaging method for simultaneously evaluating the carotid and intracranial arterial vessel walls with high spatial resolution and excellent blood suppression with and without contrast enhancement. METHODS:The delay alternating with nutatio...

    journal_title:Magnetic resonance in medicine

    pub_type: 杂志文章

    doi:10.1002/mrm.25785

    authors: Xie Y,Yang Q,Xie G,Pang J,Fan Z,Li D

    更新日期:2016-06-01 00:00:00

  • Single-shot, three-dimensional "non-echo" localization method for in vivo NMR spectroscopy.

    abstract::Metabolite signals with short T(1) or T(2) are difficult to localize with full sensitivity. This limitation was overcome with the development and implementation of a single-shot, complete three-dimensional "non-echo" localization method with reduced sensitivity to spatial B(1) variation, which is suitable for measurin...

    journal_title:Magnetic resonance in medicine

    pub_type: 杂志文章

    doi:10.1002/1522-2594(200009)44:3<387::aid-mrm8>3.0.co

    authors: Choi IY,Tkác I,Gruetter R

    更新日期:2000-09-01 00:00:00

  • Sensitivity of feedback-enhanced MRI contrast to macroscopic and microscopic field variations.

    abstract::Nonlinear feedback interactions have been shown to amplify contrast due to small differences in resonance frequency arising from microscopic susceptibility variations. Determining whether the selectivity of feedback-based contrast enhancement for small resonance frequency variations remains valid even in the presence ...

    journal_title:Magnetic resonance in medicine

    pub_type: 杂志文章

    doi:10.1002/mrm.21584

    authors: Huang SY,Yang SS,Lin YY

    更新日期:2009-04-01 00:00:00

  • Bayesian multipoint velocity encoding for concurrent flow and turbulence mapping.

    abstract::An approach to efficiently measure three-dimensional velocity vector fields and turbulent kinetic energy of blood flow is presented. Multipoint phase-contrast imaging is used in combination with Bayesian analysis to map both mean and fluctuating velocities over a large dynamic range and for practically relevant signal...

    journal_title:Magnetic resonance in medicine

    pub_type: 杂志文章

    doi:10.1002/mrm.24370

    authors: Binter C,Knobloch V,Manka R,Sigfridsson A,Kozerke S

    更新日期:2013-05-01 00:00:00

  • Sampling errors in projection reconstruction MRI.

    abstract::Certain kinds of artifacts have been reported when projection reconstruction (PR) techniques are used in magnetic resonance imaging (MRI). These will occur if the spacing between samples in k-space is too large. It has been suggested that PR requires finer k-space sampling than does two-dimensional Fourier reconstruct...

    journal_title:Magnetic resonance in medicine

    pub_type: 杂志文章

    doi:10.1002/mrm.1910400317

    authors: Joseph PM

    更新日期:1998-09-01 00:00:00

  • Magnetic resonance imaging of experimental mumps meningoencephalitis in suckling hamsters.

    abstract::Mumps virus-infected and normal newborn hamster brains were imaged with magnetic resonance (MR) within 24 h after birth and serially scanned. Hydrocephalus developed explosively on Day 6 postinfection and progressed until death occurred soon after Day 10. This study demonstrates the utility of MR in the investigation ...

    journal_title:Magnetic resonance in medicine

    pub_type: 杂志文章

    doi:10.1002/mrm.1910040611

    authors: Narayana PA,Wolinsky JS,Jensen DJ

    更新日期:1987-06-01 00:00:00

  • Positive contrast visualization of iron oxide-labeled stem cells using inversion-recovery with ON-resonant water suppression (IRON).

    abstract::In proton magnetic resonance imaging (MRI) metallic substances lead to magnetic field distortions that often result in signal voids in the adjacent anatomic structures. Thus, metallic objects and superparamagnetic iron oxide (SPIO)-labeled cells appear as hypointense artifacts that obscure the underlying anatomy. The ...

    journal_title:Magnetic resonance in medicine

    pub_type: 杂志文章

    doi:10.1002/mrm.21399

    authors: Stuber M,Gilson WD,Schär M,Kedziorek DA,Hofmann LV,Shah S,Vonken EJ,Bulte JW,Kraitchman DL

    更新日期:2007-11-01 00:00:00

  • Training a neural network for Gibbs and noise removal in diffusion MRI.

    abstract:PURPOSE:To develop and evaluate a neural network-based method for Gibbs artifact and noise removal. METHODS:A convolutional neural network (CNN) was designed for artifact removal in diffusion-weighted imaging data. Two implementations were considered: one for magnitude images and one for complex images. Both models we...

    journal_title:Magnetic resonance in medicine

    pub_type: 杂志文章

    doi:10.1002/mrm.28395

    authors: Muckley MJ,Ades-Aron B,Papaioannou A,Lemberskiy G,Solomon E,Lui YW,Sodickson DK,Fieremans E,Novikov DS,Knoll F

    更新日期:2021-01-01 00:00:00

  • Synchronous MRI of muscle motion induced by electrical stimulation.

    abstract:PURPOSE:Assessing the functionality of muscle fibers is essential to monitor both pathological and physiological processes. Here, we present a new method for accurate, quantitative measurement of muscle contraction with magnetic resonance imaging (MRI) using an electrical muscle stimulator (EMS), hence allowing the dir...

    journal_title:Magnetic resonance in medicine

    pub_type: 杂志文章

    doi:10.1002/mrm.26154

    authors: Deligianni X,Pansini M,Garcia M,Hirschmann A,Schmidt-Trucksäss A,Bieri O,Santini F

    更新日期:2017-02-01 00:00:00

  • Improved quantification of in vivo 1H NMR spectra by optimization of signal acquisition and processing and by incorporation of prior knowledge into the spectral fitting.

    abstract::Quantification of localized in vivo brain 1H spectra is in general very difficult due to excessive spectral overlap. In addition, intensity distortions may result from the effects of the NMR pulse sequence on the spins. This paper describes an approach to solving these problems. It comprises optimization of the pulse ...

    journal_title:Magnetic resonance in medicine

    pub_type: 杂志文章

    doi:10.1002/mrm.1910150212

    authors: de Graaf AA,Bovée WM

    更新日期:1990-08-01 00:00:00

  • Local specific absorption rate in brain tumors at 7 tesla.

    abstract:PURPOSE:MR safety at 7 Tesla relies on accurate numerical simulations of transmit electromagnetic fields to fully assess local specific absorption rate (SAR) safety. Numerical simulations for SAR safety are currently performed using models of healthy patients. These simulations might not be useful for estimating SAR in...

    journal_title:Magnetic resonance in medicine

    pub_type: 杂志文章

    doi:10.1002/mrm.25653

    authors: Restivo MC,van den Berg CA,van Lier AL,Polders DL,Raaijmakers AJ,Luijten PR,Hoogduin H

    更新日期:2016-01-01 00:00:00

  • The uncommon longitudinal relaxation dispersion of human brain white matter.

    abstract::Human brain white matter exhibits an uncommonly strong dispersion of 1/T1 at high fields. An additional relaxation pathway via the myelin lipids, which are not directly visible to medical NMR due to their fast T2 decay, is proposed. Relaxation dispersion data are successfully analyzed on the basis of this model. ...

    journal_title:Magnetic resonance in medicine

    pub_type: 杂志文章

    doi:10.1002/mrm.1910090319

    authors: Fischer HW,Van Haverbeke Y,Schmitz-Feuerhake I,Muller RN

    更新日期:1989-03-01 00:00:00

  • Functional mapping of the human somatosensory cortex with echo-planar MRI.

    abstract::The somatotopical organization of the human somatosensory cortex was analyzed with echo-planar imaging at 1.5 Tesla, utilizing deoxyhemoglobin as an endogenous contrast medium. Scrubbing stimulation at a frequency of 3 Hz was applied to one of three cutaneous areas: toes, fingertips, and tongue tip. Parasagittal echo-...

    journal_title:Magnetic resonance in medicine

    pub_type: 杂志文章

    doi:10.1002/mrm.1910330521

    authors: Sakai K,Watanabe E,Onodera Y,Itagaki H,Yamamoto E,Koizumi H,Miyashita Y

    更新日期:1995-05-01 00:00:00

  • Theory of heterogeneous relaxation in compartmentalized tissues.

    abstract::A new model of compartmentalized relaxation--that which occurs for spins (protons) exchanging between compartments of different relaxation rates--is presented. This model generalizes previous ones by allowing spatially dependent relaxation within compartments. Solutions for the diffusion-Bloch equations are found via ...

    journal_title:Magnetic resonance in medicine

    pub_type: 杂志文章

    doi:10.1002/mrm.1910370507

    authors: Barsky D,Pütz B,Schulten K

    更新日期:1997-05-01 00:00:00

  • Calcium-induced structural changes of cartilage proteoglycans studied by H NMR relaxometry and diffusion measurements.

    abstract::1H transverse nuclear magnetic relaxation times (T2) and self-diffusion coefficients (SDCs) of water were measured in isolated proteoglycan aggregates from pig articular cartilage. The influence of varying osmotic pressure, as well as of different calcium concentrations, on the samples was investigated. Due to a struc...

    journal_title:Magnetic resonance in medicine

    pub_type: 杂志文章

    doi:10.1002/(sici)1522-2594(199901)41:1<43::aid-mrm8>3

    authors: Werner A,Gründer W

    更新日期:1999-01-01 00:00:00

  • Real-time Triggered RAdial Single-Shot Inversion recovery for arrhythmia-insensitive myocardial T1 mapping: motion phantom validation and in vivo comparison.

    abstract:PURPOSE:Cardiac T1 mapping has become an increasingly important imaging technique, contributing novel diagnostic options. However, currently utilized methods are often associated with accuracy problems because of heart rate variations and cardiac arrhythmia, limiting their value in clinical routine. This study aimed to...

    journal_title:Magnetic resonance in medicine

    pub_type: 杂志文章

    doi:10.1002/mrm.27526

    authors: Gensler D,Salinger T,Düring M,Lorenz K,Jahns R,Wech T,Frantz S,Ertl G,Jakob PM,Nordbeck P

    更新日期:2019-03-01 00:00:00

  • Oxygen-sensitive contrast in blood for steady-state free precession imaging.

    abstract::Steady-state free precession (SSFP) methods have gained widespread recognition for their ability to provide fast scans at high signal-to-noise ratio. This paper demonstrates that such methods are also capable of reflecting functional information, particularly blood oxygenation state. It is well known that SSFP signals...

    journal_title:Magnetic resonance in medicine

    pub_type: 杂志文章

    doi:10.1002/mrm.20393

    authors: Dharmakumar R,Hong J,Brittain JH,Plewes DB,Wright GA

    更新日期:2005-03-01 00:00:00

  • Counter rotating current local coils for high-resolution magnetic resonance imaging.

    abstract::A type of local coil (or surface coil) for magnetic resonance imaging and spectroscopy is described in which two circular loops of the same diameter are disposed axially with respect to each other and in which counter rotating currents (CRC) are supported in the two loops. This type of coil has been used for localized...

    journal_title:Magnetic resonance in medicine

    pub_type: 杂志文章

    doi:10.1002/mrm.1910030412

    authors: Froncisz W,Jesmanowicz A,Kneeland JB,Hyde JS

    更新日期:1986-08-01 00:00:00

  • Low peak power multiband spokes pulses for B1 (+) inhomogeneity-compensated simultaneous multislice excitation in high field MRI.

    abstract:PURPOSE:To design low peak and integrated power simultaneous multislice excitation radiofrequency pulses with transmit field inhomogeneity compensation in high field MRI. THEORY AND METHODS:The "interleaved greedy and local optimization" algorithm for small-tip-angle spokes pulses is extended to design multiband (MB) ...

    journal_title:Magnetic resonance in medicine

    pub_type: 杂志文章

    doi:10.1002/mrm.25455

    authors: Sharma A,Bammer R,Stenger VA,Grissom WA

    更新日期:2015-09-01 00:00:00

  • Catheter tracking using continuous radial MRI.

    abstract::The guidance of minimally invasive procedures may become a very important future application of MRI. The guidance of interventions requires images of the anatomy as well as the information of the position of invasive devices used. This paper introduces continuous radial MRI for the simultaneous acquisition of the anat...

    journal_title:Magnetic resonance in medicine

    pub_type: 杂志文章

    doi:10.1002/mrm.1910370623

    authors: Rasche V,Holz D,Köhler J,Proksa R,Röschmann P

    更新日期:1997-06-01 00:00:00

  • Trajectory optimization based on the signal-to-noise ratio for spatial encoding with nonlinear encoding fields.

    abstract:PURPOSE:Multiple nonlinear gradient fields offer many potential benefits for spatial encoding including reduced acquisition time, fewer artefacts and region-specific imaging, although designing a suitable trajectory for such a setup is difficult. This work aims to optimize encoding trajectories for multiple nonlinear g...

    journal_title:Magnetic resonance in medicine

    pub_type: 杂志文章

    doi:10.1002/mrm.25859

    authors: Layton KJ,Kroboth S,Jia F,Littin S,Yu H,Zaitsev M

    更新日期:2016-07-01 00:00:00

  • Field camera measurements of gradient and shim impulse responses using frequency sweeps.

    abstract:PURPOSE:Applications of dynamic shimming require high field fidelity, and characterizing the shim field dynamics is therefore necessary. Modeling the system as linear and time-invariant, the purpose of this work was to measure the impulse response function with optimal sensitivity. THEORY AND METHODS:Frequency-swept p...

    journal_title:Magnetic resonance in medicine

    pub_type: 杂志文章

    doi:10.1002/mrm.24934

    authors: Vannesjo SJ,Dietrich BE,Pavan M,Brunner DO,Wilm BJ,Barmet C,Pruessmann KP

    更新日期:2014-08-01 00:00:00

  • Three-dimensional cine imaging using variable-density spiral trajectories and SSFP with application to coronary artery angiography.

    abstract::A single breath-hold 3D cardiac phase resolved steady-state free precession (SSFP) sequence was developed, allowing 3D visualization of the moving coronary arteries. A 3D stack of spirals was acquired continuously throughout the cardiac cycle, and a sliding window reconstruction was used to achieve high temporal resol...

    journal_title:Magnetic resonance in medicine

    pub_type: 杂志文章

    doi:10.1002/mrm.21365

    authors: Kressler B,Spincemaille P,Nguyen TD,Cheng L,Xi Hai Z,Prince MR,Wang Y

    更新日期:2007-09-01 00:00:00

  • Investigating temporal fluctuations in tumor vasculature with combined carbogen and ultrasmall superparamagnetic iron oxide particle (CUSPIO) imaging.

    abstract::A combined carbogen ultrasmall superparamagnetic iron oxide (USPIO) imaging protocol was developed and applied in vivo in two murine colorectal tumor xenograft models, HCT116 and SW1222, with established disparate vascular morphology, to investigate whether additional information could be extracted from the combinatio...

    journal_title:Magnetic resonance in medicine

    pub_type: 杂志文章

    doi:10.1002/mrm.22779

    authors: Burrell JS,Walker-Samuel S,Baker LC,Boult JK,Ryan AJ,Waterton JC,Halliday J,Robinson SP

    更新日期:2011-07-01 00:00:00

  • Transmit and receive RF fields determination from a single low-tip-angle gradient-echo scan by scaling of SVD data.

    abstract:PURPOSE:A new method, called Transmit and Receive Patterns from Low-Tip-angle gradient-Echo Images (TRIPLET), is described which simultaneously maps the B1+ and B1- fields of a transmit/receive radiofrequency coil array. The input data are low-tip-angle gradient-echo images, which can be acquired in a relatively short ...

    journal_title:Magnetic resonance in medicine

    pub_type: 杂志文章

    doi:10.1002/mrm.24912

    authors: Sbrizzi A,Raaijmakers AJ,Hoogduin H,Lagendijk JJ,Luijten PR,van den Berg CA

    更新日期:2014-07-01 00:00:00

  • Variable density incoherent spatiotemporal acquisition (VISTA) for highly accelerated cardiac MRI.

    abstract:PURPOSE:For the application of compressive sensing to parallel MRI, Poisson disk sampling (PDS) has been shown to generate superior results compared with random sampling methods. However, due to its limited flexibility to incorporate additional constraints, PDS is not readily extendible to dynamic applications. Here, w...

    journal_title:Magnetic resonance in medicine

    pub_type: 杂志文章

    doi:10.1002/mrm.25507

    authors: Ahmad R,Xue H,Giri S,Ding Y,Craft J,Simonetti OP

    更新日期:2015-11-01 00:00:00

  • Flow-suppressed hyperpolarized 13 C chemical shift imaging using velocity-optimized bipolar gradient in mouse liver tumors at 9.4 T.

    abstract:PURPOSE:To optimize and investigate the influence of bipolar gradients for flow suppression in metabolic quantification of hyperpolarized 13 C chemical shift imaging (CSI) of mouse liver at 9.4 T. METHODS:The trade-off between the amount of flow suppression using bipolar gradients and T2* effect from static spins was ...

    journal_title:Magnetic resonance in medicine

    pub_type: 杂志文章

    doi:10.1002/mrm.26578

    authors: Lee H,Lee J,Joe E,Yang S,Song JE,Choi YS,Wang E,Joo CG,Song HT,Kim DH

    更新日期:2017-11-01 00:00:00

  • Apparent diffusion coefficients of the five major metabolites measured in the human brain in vivo at 3T.

    abstract:PURPOSE:To measure the apparent diffusion coefficients (ADC) of five main metabolites in the human brain at 3T with PRESS and STEAM, avoiding measurement biases because of cross-terms. Cross-terms arise from interactions between slice-selection and spoiler gradients in the localized spectroscopy sequence and the diffus...

    journal_title:Magnetic resonance in medicine

    pub_type: 杂志文章

    doi:10.1002/mrm.26969

    authors: Deelchand DK,Auerbach EJ,Marjańska M

    更新日期:2018-06-01 00:00:00