QSIPrep
QSIPrep preprocesses and reconstructs diffusion-weighted magnetic resonance imaging (dMRI) data to standardize processing and improve reproducibility of white matter analyses.
Key Features:
- Compatibility with Diverse Sampling Schemes: Processes nearly all dMRI sampling schemes to accommodate a wide range of acquisition protocols.
- Comprehensive Preprocessing Workflow: Implements denoising, distortion correction, head motion correction, coregistration, and spatial normalization by integrating established neuroimaging software.
- Reconstruction Support: Provides reconstruction capabilities for diffusion MRI data across supported acquisition schemes.
- Quality Control and Reporting: Produces visual and quantitative measures of data quality and employs "glass-box" methods reporting that details each processing step.
- Reproducibility and Provenance: Standardizes preprocessing steps, enforces consistent naming conventions, records provenance, and supports diverse file formats to facilitate data sharing and multi-center comparison.
Scientific Applications:
- White Matter Organization and Connectivity: Enables analysis of white matter structure and brain connectivity using diffusion measures derived from dMRI.
- Comparative and Multi-center Studies: Supports cross-protocol and cross-site comparisons by processing diverse acquisition schemes and standardizing outputs.
- Longitudinal Analyses: Facilitates consistent preprocessing across timepoints for longitudinal studies of white matter change.
- Clinical and Pathology Research: Assists investigations of brain pathology where standardized dMRI preprocessing and reconstruction are required.
Methodology:
Performs denoising, distortion correction, head motion correction, coregistration, spatial normalization, visual and quantitative quality control, and "glass-box" methods reporting while handling diverse dMRI sampling schemes and recording provenance via integration of established neuroimaging software components.
Topics
Details
- Added:
- 1/18/2021
- Last Updated:
- 1/31/2021
Operations
Publications
Cieslak M, Cook PA, He X, Yeh F, Dhollander T, Adebimpe A, Aguirre GK, Bassett DS, Betzel RF, Bourque J, Cabral LM, Davatzikos C, Detre J, Earl E, Elliott MA, Fadnavis S, Fair DA, Foran W, Fotiadis P, Garyfallidis E, Giesbrecht B, Gur RC, Gur RE, Kelz M, Keshavan A, Larsen BS, Luna B, Mackey AP, Milham M, Oathes DJ, Perrone A, Pines AR, Roalf DR, Richie-Halford A, Rokem A, Sydnor VJ, Tapera TM, Tooley UA, Vettel JM, Yeatman JD, Grafton ST, Satterthwaite TD. QSIPrep: An integrative platform for preprocessing and reconstructing diffusion MRI. Unknown Journal. 2020. doi:10.1101/2020.09.04.282269.