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Purpose: While standard MR elastography (MRE) uses harmonic mechanical waves, there are some applications in which imaging and analysis of transient mechanical motion are of interest. Wavelet MRE has been developed for detecting broadband motion from transient excitation. The goal of this study was to evaluate the accuracy and efficiency of wavelet MRE for transient displacement detection in brain MRE applications.
Methods: Transient motion was induced in a gel phantom, while MRE images were acquired using bipolar motion-encoding gradient (MEG) at multiple frequencies (20-200 Hz). Displacements were estimated using (1) combinations of multiple MEGs forming the wavelet MRE and (2) deconvolution from a single MEG. These estimated displacements were used to calculate the MRE phase for each MEG. Correlation (r) between the calculated and acquired phases was evaluated. Three healthy volunteers were scanned twice in a clinical scanner using wavelet MRE with an occipital impact. Time-resolved brain translation, rotation, and maximal principal strain were calculated. Repeatability was assessed both qualitatively and through Pearson correlation.
Results: Wavelet MRE outperformed standard MRE in displacement estimation, showing higher correlations between calculated and acquired phase, even with fewer phase offsets. In the volunteer study, consistent temporal motion dynamics and spatial maximal principal strain distributions across repeated scans demonstrated the repeatability of wavelet MRE.
Conclusion: This study validated the accuracy and efficiency of wavelet MRE for broadband motion detection and demonstrated its feasibility and repeatability in vivo. This technique shows promise for advancing our understanding of the injury risks and mechanisms associated with sports-related head trauma.
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http://dx.doi.org/10.1002/mrm.30612 | DOI Listing |
Anal Chem
July 2025
Key Laboratory of Synthetic and Natural Functional Molecular Chemistry of Ministry of Education, College of Chemistry & Material Science, Northwest University, Xi'an 710127, China.
Microplastics (MPs) have emerged as a critical environmental pollutant, causing composite pollution through their widespread production, usage, and disposal, as well as their capacity to carry other contaminants such as heavy metals. This study presents a novel approach combining laser-induced breakdown spectroscopy (LIBS) with machine learning for the simultaneous quantitative detection of three metals (Cr, Pb, and Cu) in 25 contaminated poly(methyl methacrylate) (PMMA) samples with a diameter of 2 μm. The effects of different preprocessing methods and variable selection techniques on the predictive performance of partial least-squares (PLS) calibration models were investigated.
View Article and Find Full Text PDFMagn Reson Med
November 2025
Department of Radiology, Mayo Clinic, Rochester, Minnesota, USA.
Purpose: While standard MR elastography (MRE) uses harmonic mechanical waves, there are some applications in which imaging and analysis of transient mechanical motion are of interest. Wavelet MRE has been developed for detecting broadband motion from transient excitation. The goal of this study was to evaluate the accuracy and efficiency of wavelet MRE for transient displacement detection in brain MRE applications.
View Article and Find Full Text PDFMagn Reson Med
May 2024
Department of Radiology, Mayo Clinic, Rochester, Minnesota, USA.
Purpose: To demonstrate a novel MR elastography (MRE) technique, termed here wavelet MRE. With this technique, broadband motion sensitivity is achievable. Moreover, the true tissue displacement can be reconstructed with a simple inverse transform.
View Article and Find Full Text PDFEnviron Sci Pollut Res Int
December 2023
Water Conservancy College, North China University of Water Resources and Electric Power, Zhengzhou, 450046, China.
Precise rainfall forecasting modeling assumes a pivotal role in water resource planning and management. Conducting a comprehensive analysis of the rainfall time series and making appropriate adjustments to the forecast model settings based on the characterization results of the rainfall series significantly enhance the accuracy of the forecast model. This paper employed the Mann-Kendall and sliding T mutation tests to identify the mutational components in rainfall between 1961 and 2013 at four meteorological stations located in Henan Province.
View Article and Find Full Text PDFMagnetic resonance elastography (MRE) is used to assess the stiffness of the liver to rule out cirrhosis or fibrosis. The image, nevertheless, is regarded as shear-wave imaging and does not depict any anatomical features. Multimodality medical image fusion (MMIF), such as the fusion of MRE with computed tomography (CT) scan or magnetic resonance imaging (MRI), can help doctors optimize the advantages of each imaging technique.
View Article and Find Full Text PDF