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The influence of regions of interest on tractography virtual dissection protocols: general principles to learn and to follow

Authors :
Francois Rheault
Kurt G. Schilling
Sami Obaid
John Begnoche
Laurie E. Cutting
Maxime Descoteaux
Bennett A. Landman
Laurent Petit
Vanderbilt University [Nashville]
Vanderbilt University Institute of Imaging Science, Vanderbilt University, Nashville
Sherbrooke Connectivity Imaging Lab [Sherbrooke] (SCIL)
Département d'informatique [Sherbrooke] (UdeS)
Faculté des sciences [Sherbrooke] (UdeS)
Université de Sherbrooke (UdeS)-Université de Sherbrooke (UdeS)-Faculté des sciences [Sherbrooke] (UdeS)
Université de Sherbrooke (UdeS)-Université de Sherbrooke (UdeS)
Université du Québec à Montréal = University of Québec in Montréal (UQAM)
Vanderbilt University Medical Center [Nashville]
Groupe d'imagerie neurofonctionnelle (GIN)
Institut des Maladies Neurodégénératives [Bordeaux] (IMN)
Université de Bordeaux (UB)-Centre National de la Recherche Scientifique (CNRS)-Université de Bordeaux (UB)-Centre National de la Recherche Scientifique (CNRS)-Commissariat à l'énergie atomique et aux énergies alternatives (CEA)
This work was supported by the National Institutes of Health (NIH) under award numbersR01EB017230, P50HD103537, T32EB001628, and in part by ViSE/VICTR VR3029 and theNational Center for Research Resources, Grant UL1 RR024975-01. We thank the Universite deSherbrooke institutional research chair in Neuroinformatics that supports Maxime Descoteauxand his team. Sami Obaid was supported by the Savoy Foundation studentship and fromscholarships from the Fonds de Recherche du Québec - Santé (277581)
Source :
Brain Structure and Function, Brain Structure and Function, 2022, 227 (6), pp.2191-2207. ⟨10.1007/s00429-022-02518-6⟩, Brain Struct Funct
Publication Year :
2022
Publisher :
Springer Science and Business Media LLC, 2022.

Abstract

Efficient communication across fields of research is challenging, especially when they are at opposite ends of the physical and digital spectrum. Neuroanatomy and neuroimaging may seem close to each other, but the terminology and processes to study the brain can be very different. More specifically, investigations of white matter anatomy are susceptible to this challenge. This gap creates disagreement on ways to define the same underlying anatomy. Even when trying to isolate the same structure, according to a specific anatomical definition, it is a non-trivial task to convert the neuroanatomical knowledge to instructions and rules to be executed in neuroimaging software. In the process called “virtual dissection” used to isolate coherent white matter structure in tractography, each white matter pathway has its own set of landmarks (regions of interest) used as inclusion and exclusion criteria. The ability to reproducibly segment and study these pathways is critical for scientific progress, yet, variability may depend on region placement, and the investigator placing the region (i.e a rater).When rater variability is taken into account, the impact made by each region of interest becomes even more difficult to interpret. A delicate balance between anatomical validity, impact on the virtual dissection and raters reproducibility emerge. In this work, we investigate this balance by leveraging manual delineation data of a group of raters from a previous study to quantify which set of landmarks and criteria contribute most to variability in virtual dissection. To supplement our analysis, the variability of each pathway with a region-by-region exploration was performed. We present a detailed exploration and description of each region, the causes of variability, its impacts and potential solutions for future protocols. Finally, we provide a brief overview of the lessons learned from our previous virtual dissection projects and propose recommendations for future virtual dissection protocols as well as perspectives to reach better community agreement when it comes to anatomical definitions of white matter pathways.

Details

ISSN :
18632661 and 18632653
Volume :
227
Database :
OpenAIRE
Journal :
Brain Structure and Function
Accession number :
edsair.doi.dedup.....841520dcd3ce8be7b9b568b30744ce4d
Full Text :
https://doi.org/10.1007/s00429-022-02518-6