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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...
Autores principales: | , , , , , , , , , , , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
John Wiley & Sons, Inc.
2020
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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. |
format | Online Article Text |
id | pubmed-7267902 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | John Wiley & Sons, Inc. |
record_format | MEDLINE/PubMed |
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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