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BrainSuite BIDS App: Containerized Workflows for MRI Analysis
Yeun Kim1, Anand A Joshi2, Soyoung Choi2,3,4
1Ahmanson-Lovelace Brain Mapping Center, Department of Neurology, David Geffen School of Medicine at UCLA, Los Angeles, California 90095, USA.
Biorxiv : the Preprint Server for Biology
|March 30, 2023
Summary
The BrainSuite BIDS App standardizes neuroimaging analysis by integrating BrainSuite MRI processing into the Brain Imaging Data Structure (BIDS) framework. This enhances reproducibility and portability for large-scale brain imaging studies.
Area of Science:
- Neuroimaging
- Computational Neuroscience
- Medical Image Analysis
Background:
- Growing need for standardized computational methods in neuroimaging to ensure reproducibility and portability.
- The Brain Imaging Data Structure (BIDS) provides a standard for organizing neuroimaging data.
- Containerized processing environments (BIDS Apps) streamline the execution of complex analysis workflows.
Purpose of the Study:
- To present the BrainSuite BIDS App, integrating BrainSuite's MRI processing capabilities into the BIDS App framework.
- To provide standardized participant-level and group-level analysis workflows for structural, diffusion, and functional MRI data.
- To introduce the BrainSuite Dashboard for real-time quality control of neuroimaging analysis pipelines.
Main Methods:
- Development of a BrainSuite BIDS App encompassing three participant-level pipelines: Anatomical, Diffusion, and Functional.
- Implementation of group-level analysis workflows utilizing BrainSuite Statistics Toolbox (bstr) and BrainSync.
- Integration of the BrainSuite Dashboard for interactive quality control and parameter adjustment.
Main Results:
- The BrainSuite BIDS App successfully encapsulates core BrainSuite MRI processing functionalities within the BIDS App standard.
- Demonstrated participant-level processing of T1-weighted MRI, diffusion-weighted imaging (DWI), and functional MRI (fMRI) data.
- Validated group-level analysis capabilities and real-time quality control through the BrainSuite Dashboard.
Conclusions:
- The BrainSuite BIDS App offers a robust and standardized mechanism for deploying BrainSuite workflows in diverse research settings.
- Facilitates large-scale neuroimaging studies by enhancing data processing reproducibility, portability, and quality assurance.
- Enables efficient analysis of structural, diffusion, and functional MRI data, contributing to advancements in brain imaging research.
Keywords:
BIDSBIDS Appanatomical MRIbraindiffusion MRIfunctional MRIgroup analysisimage labelingimage registrationimage segmentationstatistical testing
