Back to Search
Start Over
MASiVar: Multisite, multiscanner, and multisubject acquisitions for studying variability in diffusion weighted MRI
- Source :
- Magn Reson Med
- Publication Year :
- 2021
-
Abstract
- Purpose Diffusion-weighted imaging allows investigators to identify structural, microstructural, and connectivity-based differences between subjects, but variability due to session and scanner biases is a challenge. Methods To investigate DWI variability, we present MASiVar, a multisite data set consisting of 319 diffusion scans acquired at 3 T from b = 1000 to 3000 s/mm2 across 14 healthy adults, 83 healthy children (5 to 8 years), three sites, and four scanners as a publicly available, preprocessed, and de-identified data set. With the adult data, we demonstrate the capacity of MASiVar to simultaneously quantify the intrasession, intersession, interscanner, and intersubject variability of four common DWI processing approaches: (1) a tensor signal representation, (2) a multi-compartment neurite orientation dispersion and density model, (3) white-matter bundle segmentation, and (4) structural connectomics. Respectively, we evaluate region-wise fractional anisotropy, mean diffusivity, and principal eigenvector; region-wise CSF volume fraction, intracellular volume fraction, and orientation dispersion index; bundle-wise shape, volume, fractional anisotropy, and length; and whole connectome correlation and maximized modularity, global efficiency, and characteristic path length. Results We plot the variability in these measures at each level and find that it consistently increases with intrasession to intersession to interscanner to intersubject effects across all processing approaches and that sometimes interscanner variability can approach intersubject variability. Conclusions This study demonstrates the potential of MASiVar to more globally investigate DWI variability across multiple levels and processing approaches simultaneously and suggests harmonization between scanners for multisite analyses should be considered before inference of group differences on subjects.
- Subjects :
- Adult
Connectomics
Orientation (computer vision)
business.industry
Brain
Pattern recognition
White Matter
Article
Correlation
Data set
Diffusion Magnetic Resonance Imaging
Diffusion Tensor Imaging
Fractional anisotropy
Connectome
Neurites
Anisotropy
Humans
Radiology, Nuclear Medicine and imaging
Artificial intelligence
Index of dispersion
business
Child
Diffusion MRI
Mathematics
Subjects
Details
- ISSN :
- 15222594
- Volume :
- 86
- Issue :
- 6
- Database :
- OpenAIRE
- Journal :
- Magnetic resonance in medicine
- Accession number :
- edsair.doi.dedup.....a654a6aa8e9df4597cf1a3a2c56cd6b8