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Principal component analysis denoising improves sensitivity of MR diffusion to detect white matter injury in neuroHIV.

Ryan P BellChristina S MeadeSyam GaddeSheri L ToweShana A HallNan-Kuei Chen
Published in: Journal of neuroimaging : official journal of the American Society of Neuroimaging (2022)
PCA denoising had a beneficial effect on detecting significant differences in PWH after sample size reduction. The smaller forceps minor tract and right uncinate fasciculus showed greater sensitivity to PCA denoising than the larger corpus callosum. These results show the importance of identifying the most effective PCA denoising strategy when investigating WM in PWH.
Keyphrases
  • convolutional neural network
  • white matter
  • deep learning
  • magnetic resonance
  • multiple sclerosis
  • magnetic resonance imaging
  • computed tomography