4.5 Article

Effects of Image Reconstruction on Fiber Orientation Mapping From Multichannel Diffusion MRI: Reducing the Noise Floor Using SENSE

Journal

MAGNETIC RESONANCE IN MEDICINE
Volume 70, Issue 6, Pages 1682-1689

Publisher

WILEY-BLACKWELL
DOI: 10.1002/mrm.24623

Keywords

sum of squares; SENSE; Rician; noncentral-; magnitude image; tractography

Funding

  1. Human Connectome Project [U54MH091657, U01MH093765]
  2. NIH Blueprint for Neuroscience Research
  3. NIH [P41 RR008079, P41 EB015894, P30 NS057091, P30 NS076408]
  4. Medical Research Council [G0800578] Funding Source: researchfish
  5. MRC [G0800578] Funding Source: UKRI

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PurposeTo examine the effects of the reconstruction algorithm of magnitude images from multichannel diffusion MRI on fiber orientation estimation. Theory and MethodsIt 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- 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. ResultsIn 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. ConclusionThese results highlight the importance of choosing the appropriate image reconstruction method for tractography studies that use multichannel receiver coils for diffusion MRI acquisition. Magn Reson Med 70:1682-1689, 2013. (c) 2013 Wiley Periodicals, Inc.

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