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Reconstructing the somatotopic organization of the corticospinal tract remains a challenge for modern tractography methods

The corticospinal tract (CST) is a critically important white matter fiber tract in the human brain that enables control of voluntary movements of the body. The CST exhibits a somatotopic organization, which means that the motor neurons that control specific body parts are arranged in order within t...

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Autores principales: He, Jianzhong, Zhang, Fan, Pan, Yiang, Feng, Yuanjing, Rushmore, Jarrett, Torio, Erickson, Rathi, Yogesh, Makris, Nikos, Kikinis, Ron, Golby, Alexandra J., O'Donnell, Lauren J.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: John Wiley & Sons, Inc. 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10619402/
https://www.ncbi.nlm.nih.gov/pubmed/37792280
http://dx.doi.org/10.1002/hbm.26497
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author He, Jianzhong
Zhang, Fan
Pan, Yiang
Feng, Yuanjing
Rushmore, Jarrett
Torio, Erickson
Rathi, Yogesh
Makris, Nikos
Kikinis, Ron
Golby, Alexandra J.
O'Donnell, Lauren J.
author_facet He, Jianzhong
Zhang, Fan
Pan, Yiang
Feng, Yuanjing
Rushmore, Jarrett
Torio, Erickson
Rathi, Yogesh
Makris, Nikos
Kikinis, Ron
Golby, Alexandra J.
O'Donnell, Lauren J.
author_sort He, Jianzhong
collection PubMed
description The corticospinal tract (CST) is a critically important white matter fiber tract in the human brain that enables control of voluntary movements of the body. The CST exhibits a somatotopic organization, which means that the motor neurons that control specific body parts are arranged in order within the CST. Diffusion magnetic resonance imaging (MRI) tractography is increasingly used to study the anatomy of the CST. However, despite many advances in tractography algorithms over the past decade, modern, state‐of‐the‐art methods still face challenges. In this study, we compare the performance of six widely used tractography methods for reconstructing the CST and its somatotopic organization. These methods include constrained spherical deconvolution (CSD) based probabilistic (iFOD1) and deterministic (SD‐Stream) methods, unscented Kalman filter (UKF) tractography methods including multi‐fiber (UKF2T) and single‐fiber (UKF1T) models, the generalized q‐sampling imaging (GQI) based deterministic tractography method, and the TractSeg method. We investigate CST somatotopy by dividing the CST into four subdivisions per hemisphere that originate in the leg, trunk, hand, and face areas of the primary motor cortex. A quantitative and visual comparison is performed using diffusion MRI data (N = 100 subjects) from the Human Connectome Project. Quantitative evaluations include the reconstruction rate of the eight anatomical subdivisions, the percentage of streamlines in each subdivision, and the coverage of the white matter–gray matter (WM–GM) interface. CST somatotopy is further evaluated by comparing the percentage of streamlines in each subdivision to the cortical volumes for the leg, trunk, hand, and face areas. Overall, UKF2T has the highest reconstruction rate and cortical coverage. It is the only method with a significant positive correlation between the percentage of streamlines in each subdivision and the volume of the corresponding motor cortex. However, our experimental results show that all compared tractography methods are biased toward generating many trunk streamlines (ranging from 35.10% to 71.66% of total streamlines across methods). Furthermore, the coverage of the WM–GM interface in the largest motor area (face) is generally low (under 40%) for all compared tractography methods. Different tractography methods give conflicting results regarding the percentage of streamlines in each subdivision and the volume of the corresponding motor cortex, indicating that there is generally no clear relationship, and that reconstruction of CST somatotopy is still a large challenge. Overall, we conclude that while current tractography methods have made progress toward the well‐known challenge of improving the reconstruction of the lateral projections of the CST, the overall problem of performing a comprehensive CST reconstruction, including clinically important projections in the lateral (hand and face areas) and medial portions (leg area), remains an important challenge for diffusion MRI tractography.
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spelling pubmed-106194022023-11-02 Reconstructing the somatotopic organization of the corticospinal tract remains a challenge for modern tractography methods He, Jianzhong Zhang, Fan Pan, Yiang Feng, Yuanjing Rushmore, Jarrett Torio, Erickson Rathi, Yogesh Makris, Nikos Kikinis, Ron Golby, Alexandra J. O'Donnell, Lauren J. Hum Brain Mapp Research Articles The corticospinal tract (CST) is a critically important white matter fiber tract in the human brain that enables control of voluntary movements of the body. The CST exhibits a somatotopic organization, which means that the motor neurons that control specific body parts are arranged in order within the CST. Diffusion magnetic resonance imaging (MRI) tractography is increasingly used to study the anatomy of the CST. However, despite many advances in tractography algorithms over the past decade, modern, state‐of‐the‐art methods still face challenges. In this study, we compare the performance of six widely used tractography methods for reconstructing the CST and its somatotopic organization. These methods include constrained spherical deconvolution (CSD) based probabilistic (iFOD1) and deterministic (SD‐Stream) methods, unscented Kalman filter (UKF) tractography methods including multi‐fiber (UKF2T) and single‐fiber (UKF1T) models, the generalized q‐sampling imaging (GQI) based deterministic tractography method, and the TractSeg method. We investigate CST somatotopy by dividing the CST into four subdivisions per hemisphere that originate in the leg, trunk, hand, and face areas of the primary motor cortex. A quantitative and visual comparison is performed using diffusion MRI data (N = 100 subjects) from the Human Connectome Project. Quantitative evaluations include the reconstruction rate of the eight anatomical subdivisions, the percentage of streamlines in each subdivision, and the coverage of the white matter–gray matter (WM–GM) interface. CST somatotopy is further evaluated by comparing the percentage of streamlines in each subdivision to the cortical volumes for the leg, trunk, hand, and face areas. Overall, UKF2T has the highest reconstruction rate and cortical coverage. It is the only method with a significant positive correlation between the percentage of streamlines in each subdivision and the volume of the corresponding motor cortex. However, our experimental results show that all compared tractography methods are biased toward generating many trunk streamlines (ranging from 35.10% to 71.66% of total streamlines across methods). Furthermore, the coverage of the WM–GM interface in the largest motor area (face) is generally low (under 40%) for all compared tractography methods. Different tractography methods give conflicting results regarding the percentage of streamlines in each subdivision and the volume of the corresponding motor cortex, indicating that there is generally no clear relationship, and that reconstruction of CST somatotopy is still a large challenge. Overall, we conclude that while current tractography methods have made progress toward the well‐known challenge of improving the reconstruction of the lateral projections of the CST, the overall problem of performing a comprehensive CST reconstruction, including clinically important projections in the lateral (hand and face areas) and medial portions (leg area), remains an important challenge for diffusion MRI tractography. John Wiley & Sons, Inc. 2023-10-04 /pmc/articles/PMC10619402/ /pubmed/37792280 http://dx.doi.org/10.1002/hbm.26497 Text en © 2023 The Authors. Human Brain Mapping published by Wiley Periodicals LLC. https://creativecommons.org/licenses/by-nc-nd/4.0/This is an open access article under the terms of the http://creativecommons.org/licenses/by-nc-nd/4.0/ (https://creativecommons.org/licenses/by-nc-nd/4.0/) License, which permits use and distribution in any medium, provided the original work is properly cited, the use is non‐commercial and no modifications or adaptations are made.
spellingShingle Research Articles
He, Jianzhong
Zhang, Fan
Pan, Yiang
Feng, Yuanjing
Rushmore, Jarrett
Torio, Erickson
Rathi, Yogesh
Makris, Nikos
Kikinis, Ron
Golby, Alexandra J.
O'Donnell, Lauren J.
Reconstructing the somatotopic organization of the corticospinal tract remains a challenge for modern tractography methods
title Reconstructing the somatotopic organization of the corticospinal tract remains a challenge for modern tractography methods
title_full Reconstructing the somatotopic organization of the corticospinal tract remains a challenge for modern tractography methods
title_fullStr Reconstructing the somatotopic organization of the corticospinal tract remains a challenge for modern tractography methods
title_full_unstemmed Reconstructing the somatotopic organization of the corticospinal tract remains a challenge for modern tractography methods
title_short Reconstructing the somatotopic organization of the corticospinal tract remains a challenge for modern tractography methods
title_sort reconstructing the somatotopic organization of the corticospinal tract remains a challenge for modern tractography methods
topic Research Articles
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10619402/
https://www.ncbi.nlm.nih.gov/pubmed/37792280
http://dx.doi.org/10.1002/hbm.26497
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