TractEM: Evaluation of protocols for deterministic tractography white matter atlas

Reproducible identification of white matter pathways across subjects is essential for the study of structural connectivity of the human brain. One of the key challenges is anatomical differences between subjects and human rater subjectivity in labeling. Labeling white matter regions of interest pres...

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Published inMagnetic resonance imaging Vol. 85; pp. 44 - 56
Main Authors Rheault, Francois, Bayrak, Roza G., Wang, Xuan, Schilling, Kurt G., Greer, Jasmine M., Hansen, Colin B., Kerley, Cailey, Ramadass, Karthik, Remedios, Lucas W., Blaber, Justin A., Williams, Owen, Beason-Held, Lori L., Resnick, Susan M., Rogers, Baxter P., Landman, Bennett A.
Format Journal Article
LanguageEnglish
Published Netherlands Elsevier Inc 01.01.2022
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ISSN0730-725X
1873-5894
1873-5894
DOI10.1016/j.mri.2021.10.017

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Summary:Reproducible identification of white matter pathways across subjects is essential for the study of structural connectivity of the human brain. One of the key challenges is anatomical differences between subjects and human rater subjectivity in labeling. Labeling white matter regions of interest presents many challenges due to the need to integrate both local and global information. Clearly communicating the manual processes to capture this information is cumbersome, yet essential to lay a solid foundation for comprehensive atlases. Segmentation protocols must be designed so the interpretation of the requested tasks as well as locating structural landmarks is anatomically accurate, intuitive and reproducible. In this work, we quantified the reproducibility of a first iteration of an open/public multi-bundle segmentation protocol. This allowed us to establish a baseline for its reproducibility as well as to identify the limitations for future iterations. The protocol was tested/evaluated on both typical 3 T research acquisition Baltimore Longitudinal Study of Aging (BLSA) and high-acquisition quality Human Connectome Project (HCP) datasets. The results show that a rudimentary protocol can produce acceptable intra-rater and inter-rater reproducibility. However, this work highlights the difficulty in generalizing reproducible results and the importance of reaching consensus on anatomical description of white matter pathways. The protocol has been made available in open source to improve generalizability and reliability in collaboration. The goal is to improve upon the first iteration and initiate a discussion on the anatomical validity (or lack thereof) of some bundle definitions and the importance of reproducibility of tractography segmentation. •Quantify reproducibility of WM bundles segmentation from deterministic tractography.•The TractEM project is a tractography-based whole-brain protocol informed by the EVE atlas.•Protocols have been made available in open source to facilitate collaboration.
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Data curation: Jasmine Greer, Roza Bayrakc
Conceptualization: Jasmine Greer
Processing: Francois Rheault, Roza Bayrakc, Colin Hansen, Justin Blaber, Baxter Rogers
Supervision & Funding: Owen Williams, Lori Beason-Held, Susan Resnick, Bennett Landman
Authors statement
Formal analysis: Francois Rheault, Roza Bayrakc
Writing - review & editing: All co-authors
Writing - original draft: Roza Bayrakc
Manual annotations: Xuan Wang, Cailey Kerley, Karthik Ramadass, Lucas Remedios, Jasmine Greer, Roza Bayrakc, Francois Rheault, Kurt Schilling
Writing - current manuscript: Francois Rheault, Kurt Schilling
ISSN:0730-725X
1873-5894
1873-5894
DOI:10.1016/j.mri.2021.10.017