4.6 Article

Optimizing the intrinsic parallel diffusivity in NODDI: An extensive empirical evaluation

Journal

PLOS ONE
Volume 14, Issue 9, Pages -

Publisher

PUBLIC LIBRARY SCIENCE
DOI: 10.1371/journal.pone.0217118

Keywords

-

Funding

  1. National Institute of Child Health and Human Development [IDDRC U54 HD090256]
  2. NIH [R01 NS092870, R01AG037639, R01AG027161, RF1 AG059312, P50AG033514, P50 NIMH100031, R01 MH101504, R01 AG037639]
  3. BRAIN Initiative [R01-EB022883]
  4. UW CPCP [AI117924]
  5. UWMadison SciMed Graduate Research Scholars Advanced Opportunity Fellowship
  6. NSF Graduate Research Fellowship Program
  7. Bill and Melinda Gates Foundation [P50 MH084051, R01 MH59785]
  8. National Institute on Aging [P01-AG020166, U19 AG051426]

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Purpose NODDI is widely used in parameterizing microstructural brain properties. The model includes three signal compartments: intracellular, extracellular, and free water. The neurite compartment intrinsic parallel diffusivity (d(parallel to)) is set to 1.7 mu m(2).ms(-1), though the effects of this assumption have not been extensively explored. This work investigates the optimality of d(parallel to) = 1.7 mu m(2).ms(-1) under varying imaging protocol, age groups, sex, and tissue type in comparison to other biologically plausible values of d(parallel to). Methods Model residuals were used as the optimality criterion. The model residuals were evaluated in function of d(parallel to) over the range from 0.5 to 3.0 mu m(2).ms(-1). This was done with respect to tissue type (i.e., white matter versus gray matter), sex, age (infancy to late adulthood), and diffusion-weighting protocol (maximum b-value). Variation in the estimated parameters with respect to d(parallel to) was also explored. Results Results show d(parallel to) = 1.7 mu m(2).ms(-1) is appropriate for adult brain white matter but it is suboptimal for gray matter with optimal values being significantly lower. d(parallel to) = 1.7 mu m(2).ms(-1) was also suboptimal in the infant brain for both white and gray matter with optimal values being significantly lower. Minor optimum d(parallel to) differences were observed versus diffusion protocol. No significant sex effects were observed. Additionally, changes in d(parallel to) resulted in significant changes to the estimated NODDI parameters. Conclusion The default (d(parallel to)) of 1.7 mu m(2).ms(-1) is suboptimal in gray matter and infant brains.

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