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Tractostorm: The what, why, and how of tractography dissection reproducibility

Investigative studies of white matter (WM) brain structures using diffusion MRI (dMRI) tractography frequently require manual WM bundle segmentation, often called “virtual dissection.” Human errors and personal decisions make these manual segmentations hard to reproduce, which have not yet been quan...

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Autores principales: Rheault, Francois, De Benedictis, Alessandro, Daducci, Alessandro, Maffei, Chiara, Tax, Chantal M. W., Romascano, David, Caverzasi, Eduardo, Morency, Felix C., Corrivetti, Francesco, Pestilli, Franco, Girard, Gabriel, Theaud, Guillaume, Zemmoura, Ilyess, Hau, Janice, Glavin, Kelly, Jordan, Kesshi M., Pomiecko, Kristofer, Chamberland, Maxime, Barakovic, Muhamed, Goyette, Nil, Poulin, Philippe, Chenot, Quentin, Panesar, Sandip S., Sarubbo, Silvio, Petit, Laurent, Descoteaux, Maxime
Formato: Online Artículo Texto
Lenguaje:English
Publicado: John Wiley & Sons, Inc. 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7267902/
https://www.ncbi.nlm.nih.gov/pubmed/31925871
http://dx.doi.org/10.1002/hbm.24917
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author Rheault, Francois
De Benedictis, Alessandro
Daducci, Alessandro
Maffei, Chiara
Tax, Chantal M. W.
Romascano, David
Caverzasi, Eduardo
Morency, Felix C.
Corrivetti, Francesco
Pestilli, Franco
Girard, Gabriel
Theaud, Guillaume
Zemmoura, Ilyess
Hau, Janice
Glavin, Kelly
Jordan, Kesshi M.
Pomiecko, Kristofer
Chamberland, Maxime
Barakovic, Muhamed
Goyette, Nil
Poulin, Philippe
Chenot, Quentin
Panesar, Sandip S.
Sarubbo, Silvio
Petit, Laurent
Descoteaux, Maxime
author_facet Rheault, Francois
De Benedictis, Alessandro
Daducci, Alessandro
Maffei, Chiara
Tax, Chantal M. W.
Romascano, David
Caverzasi, Eduardo
Morency, Felix C.
Corrivetti, Francesco
Pestilli, Franco
Girard, Gabriel
Theaud, Guillaume
Zemmoura, Ilyess
Hau, Janice
Glavin, Kelly
Jordan, Kesshi M.
Pomiecko, Kristofer
Chamberland, Maxime
Barakovic, Muhamed
Goyette, Nil
Poulin, Philippe
Chenot, Quentin
Panesar, Sandip S.
Sarubbo, Silvio
Petit, Laurent
Descoteaux, Maxime
author_sort Rheault, Francois
collection PubMed
description Investigative studies of white matter (WM) brain structures using diffusion MRI (dMRI) tractography frequently require manual WM bundle segmentation, often called “virtual dissection.” Human errors and personal decisions make these manual segmentations hard to reproduce, which have not yet been quantified by the dMRI community. It is our opinion that if the field of dMRI tractography wants to be taken seriously as a widespread clinical tool, it is imperative to harmonize WM bundle segmentations and develop protocols aimed to be used in clinical settings. The EADC‐ADNI Harmonized Hippocampal Protocol achieved such standardization through a series of steps that must be reproduced for every WM bundle. This article is an observation of the problematic. A specific bundle segmentation protocol was used in order to provide a real‐life example, but the contribution of this article is to discuss the need for reproducibility and standardized protocol, as for any measurement tool. This study required the participation of 11 experts and 13 nonexperts in neuroanatomy and “virtual dissection” across various laboratories and hospitals. Intra‐rater agreement (Dice score) was approximately 0.77, while inter‐rater was approximately 0.65. The protocol provided to participants was not necessarily optimal, but its design mimics, in essence, what will be required in future protocols. Reporting tractometry results such as average fractional anisotropy, volume or streamline count of a particular bundle without a sufficient reproducibility score could make the analysis and interpretations more difficult. Coordinated efforts by the diffusion MRI tractography community are needed to quantify and account for reproducibility of WM bundle extraction protocols in this era of open and collaborative science.
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spelling pubmed-72679022020-06-12 Tractostorm: The what, why, and how of tractography dissection reproducibility Rheault, Francois De Benedictis, Alessandro Daducci, Alessandro Maffei, Chiara Tax, Chantal M. W. Romascano, David Caverzasi, Eduardo Morency, Felix C. Corrivetti, Francesco Pestilli, Franco Girard, Gabriel Theaud, Guillaume Zemmoura, Ilyess Hau, Janice Glavin, Kelly Jordan, Kesshi M. Pomiecko, Kristofer Chamberland, Maxime Barakovic, Muhamed Goyette, Nil Poulin, Philippe Chenot, Quentin Panesar, Sandip S. Sarubbo, Silvio Petit, Laurent Descoteaux, Maxime Hum Brain Mapp Research Articles Investigative studies of white matter (WM) brain structures using diffusion MRI (dMRI) tractography frequently require manual WM bundle segmentation, often called “virtual dissection.” Human errors and personal decisions make these manual segmentations hard to reproduce, which have not yet been quantified by the dMRI community. It is our opinion that if the field of dMRI tractography wants to be taken seriously as a widespread clinical tool, it is imperative to harmonize WM bundle segmentations and develop protocols aimed to be used in clinical settings. The EADC‐ADNI Harmonized Hippocampal Protocol achieved such standardization through a series of steps that must be reproduced for every WM bundle. This article is an observation of the problematic. A specific bundle segmentation protocol was used in order to provide a real‐life example, but the contribution of this article is to discuss the need for reproducibility and standardized protocol, as for any measurement tool. This study required the participation of 11 experts and 13 nonexperts in neuroanatomy and “virtual dissection” across various laboratories and hospitals. Intra‐rater agreement (Dice score) was approximately 0.77, while inter‐rater was approximately 0.65. The protocol provided to participants was not necessarily optimal, but its design mimics, in essence, what will be required in future protocols. Reporting tractometry results such as average fractional anisotropy, volume or streamline count of a particular bundle without a sufficient reproducibility score could make the analysis and interpretations more difficult. Coordinated efforts by the diffusion MRI tractography community are needed to quantify and account for reproducibility of WM bundle extraction protocols in this era of open and collaborative science. John Wiley & Sons, Inc. 2020-01-10 /pmc/articles/PMC7267902/ /pubmed/31925871 http://dx.doi.org/10.1002/hbm.24917 Text en © 2020 The Authors. Human Brain Mapping published by Wiley Periodicals, Inc. This is an open access article under the terms of the http://creativecommons.org/licenses/by/4.0/ License, which permits use, distribution and reproduction in any medium, provided the original work is properly cited.
spellingShingle Research Articles
Rheault, Francois
De Benedictis, Alessandro
Daducci, Alessandro
Maffei, Chiara
Tax, Chantal M. W.
Romascano, David
Caverzasi, Eduardo
Morency, Felix C.
Corrivetti, Francesco
Pestilli, Franco
Girard, Gabriel
Theaud, Guillaume
Zemmoura, Ilyess
Hau, Janice
Glavin, Kelly
Jordan, Kesshi M.
Pomiecko, Kristofer
Chamberland, Maxime
Barakovic, Muhamed
Goyette, Nil
Poulin, Philippe
Chenot, Quentin
Panesar, Sandip S.
Sarubbo, Silvio
Petit, Laurent
Descoteaux, Maxime
Tractostorm: The what, why, and how of tractography dissection reproducibility
title Tractostorm: The what, why, and how of tractography dissection reproducibility
title_full Tractostorm: The what, why, and how of tractography dissection reproducibility
title_fullStr Tractostorm: The what, why, and how of tractography dissection reproducibility
title_full_unstemmed Tractostorm: The what, why, and how of tractography dissection reproducibility
title_short Tractostorm: The what, why, and how of tractography dissection reproducibility
title_sort tractostorm: the what, why, and how of tractography dissection reproducibility
topic Research Articles
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7267902/
https://www.ncbi.nlm.nih.gov/pubmed/31925871
http://dx.doi.org/10.1002/hbm.24917
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