Back to Search
Start Over
Effects of image reconstruction on fiber orientation mapping from multichannel diffusion MRI: reducing the noise floor using SENSE.
- Source :
-
Magnetic resonance in medicine [Magn Reson Med] 2013 Dec; Vol. 70 (6), pp. 1682-9. Date of Electronic Publication: 2013 Feb 07. - Publication Year :
- 2013
-
Abstract
- Purpose: To examine the effects of the reconstruction algorithm of magnitude images from multichannel diffusion MRI on fiber orientation estimation.<br />Theory and Methods: It is well established that the method used to combine signals from different coil elements in multichannel MRI can have an impact on the properties of the reconstructed magnitude image. Using a root-sum-of-squares approach results in a magnitude signal that follows an effective noncentral-χ distribution. As a result, the noise floor, the minimum measurable in the absence of any true signal, is elevated. This is particularly relevant for diffusion-weighted MRI, where the signal attenuation is of interest.<br />Results: In this study, we illustrate problems that such image reconstruction characteristics may cause in the estimation of fiber orientations, both for model-based and model-free approaches, when modern 32-channel coils are used. We further propose an alternative image reconstruction method that is based on sensitivity encoding (SENSE) and preserves the Rician nature of the single-channel, magnitude MR signal. We show that for the same k-space data, root-sum-of-squares can cause excessive overfitting and reduced precision in orientation estimation compared with the SENSE-based approach.<br />Conclusion: These results highlight the importance of choosing the appropriate image reconstruction method for tractography studies that use multichannel receiver coils for diffusion MRI acquisition.<br /> (Copyright © 2013 Wiley Periodicals, Inc.)
- Subjects :
- Anisotropy
Humans
Image Interpretation, Computer-Assisted methods
Reproducibility of Results
Sensitivity and Specificity
Signal Processing, Computer-Assisted
Signal-To-Noise Ratio
Algorithms
Artifacts
Brain cytology
Brain Mapping methods
Diffusion Tensor Imaging methods
Image Enhancement methods
Nerve Fibers, Myelinated ultrastructure
Subjects
Details
- Language :
- English
- ISSN :
- 1522-2594
- Volume :
- 70
- Issue :
- 6
- Database :
- MEDLINE
- Journal :
- Magnetic resonance in medicine
- Publication Type :
- Academic Journal
- Accession number :
- 23401137
- Full Text :
- https://doi.org/10.1002/mrm.24623