Skip to main page content
U.S. flag

An official website of the United States government

Dot gov

The .gov means it’s official.
Federal government websites often end in .gov or .mil. Before sharing sensitive information, make sure you’re on a federal government site.

Https

The site is secure.
The https:// ensures that you are connecting to the official website and that any information you provide is encrypted and transmitted securely.

Access keys NCBI Homepage MyNCBI Homepage Main Content Main Navigation
. 2024 Apr;22(2):177-191.
doi: 10.1007/s12021-024-09650-0. Epub 2024 Mar 6.

MaPPeRTrac: A Massively Parallel, Portable, and Reproducible Tractography Pipeline

Collaborators, Affiliations

MaPPeRTrac: A Massively Parallel, Portable, and Reproducible Tractography Pipeline

Lanya T Cai et al. Neuroinformatics. 2024 Apr.

Abstract

Large-scale diffusion MRI tractography remains a significant challenge. Users must orchestrate a complex sequence of instructions that requires many software packages with complex dependencies and high computational costs. We developed MaPPeRTrac, an edge-centric tractography pipeline that simplifies and accelerates this process in a wide range of high-performance computing (HPC) environments. It fully automates either probabilistic or deterministic tractography, starting from a subject's magnetic resonance imaging (MRI) data, including structural and diffusion MRI images, to the edge density image (EDI) of their structural connectomes. Dependencies are containerized with Singularity (now called Apptainer) and decoupled from code to enable rapid prototyping and modification. Data derivatives are organized with the Brain Imaging Data Structure (BIDS) to ensure that they are findable, accessible, interoperable, and reusable following FAIR principles. The pipeline takes full advantage of HPC resources using the Parsl parallel programming framework, resulting in the creation of connectome datasets of unprecedented size. MaPPeRTrac is publicly available and tested on commercial and scientific hardware, so it can accelerate brain connectome research for a broader user community. MaPPeRTrac is available at: https://github.com/LLNL/mappertrac .

Keywords: Connectomes; Edge density imaging; FAIR; High performance computing; Tractography.

PubMed Disclaimer

References

    1. Babuji, Y., Woodard, A., Li, Z., Katz, D.S., Clifford, B., Kumar, R., ..., & Chard, K. (2019). Parsl: Pervasive parallel programming in python. In The 28th ACM international symposium on high-performance parallel and distributed computing (hpdc). https://doi.org/10.1145/3307681.3325400
    1. Basser, P. J., Mattiello, J., & LeBihan, D. (1994). MR diffusion tensor spectroscopy and imaging. Biophysical Journal, 66(1), 259–267. - DOI - PubMed - PMC
    1. Behrens, T., Johansen-Berg, H., Jbabdi, S., Rushworth, M., & Woolrich, M. (2007). Probabilistic diffusion tractography with multiple fibre orientations. What can we gain? NeuroImage, 23, 144–155. - DOI
    1. Behrens, T., Woolrich, M., Jenkinson, M., Johansen-Berg, H., Nunes, R., Clare, S., ..., Smith, S. (2003). Characterization and propagation of uncertainty in diffusion-weighted MR imaging. Magnetic Resonance in Medicine, 50 (5), 1077–1088. https://doi.org/10.1002/mrm.10609
    1. Bodien, Y.G., McCrea, M., Dikmen, S., Temkin, N., Boase, K., Machamer, J., ..., Investigators, T.R.A.C.K.-T.B.I. (2018). Optimizing outcome assessment in multicenter tbi trials: Perspectives from track-tbi and the tbi endpoints development initiative. The Journal of Head Trauma Rehabilitation, 33(3), 147–157. https://doi.org/10.1097/HTR.0000000000000367

MeSH terms

LinkOut - more resources