Tractography dissection variability: What happens when 42 groups dissect 14 white matter bundles on the same dataset? Article Swipe
YOU?
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· 2021
· Open Access
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· DOI: https://doi.org/10.1016/j.neuroimage.2021.118502
White matter bundle segmentation using diffusion MRI fiber tractography has become the method of choice to identify white matter fiber pathways in vivo in human brains. However, like other analyses of complex data, there is considerable variability in segmentation protocols and techniques. This can result in different reconstructions of the same intended white matter pathways, which directly affects tractography results, quantification, and interpretation. In this study, we aim to evaluate and quantify the variability that arises from different protocols for bundle segmentation. Through an open call to users of fiber tractography, including anatomists, clinicians, and algorithm developers, 42 independent teams were given processed sets of human whole-brain streamlines and asked to segment 14 white matter fascicles on six subjects. In total, we received 57 different bundle segmentation protocols, which enabled detailed volume-based and streamline-based analyses of agreement and disagreement among protocols for each fiber pathway. Results show that even when given the exact same sets of underlying streamlines, the variability across protocols for bundle segmentation is greater than all other sources of variability in the virtual dissection process, including variability within protocols and variability across subjects. In order to foster the use of tractography bundle dissection in routine clinical settings, and as a fundamental analytical tool, future endeavors must aim to resolve and reduce this heterogeneity. Although external validation is needed to verify the anatomical accuracy of bundle dissections, reducing heterogeneity is a step towards reproducible research and may be achieved through the use of standard nomenclature and definitions of white matter bundles and well-chosen constraints and decisions in the dissection process.
Related Topics
- Type
- article
- Language
- en
- Landing Page
- https://doi.org/10.1016/j.neuroimage.2021.118502
- OA Status
- gold
- Cited By
- 169
- References
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- Related Works
- 10
- OpenAlex ID
- https://openalex.org/W3091774503
Raw OpenAlex JSON
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https://openalex.org/W3091774503Canonical identifier for this work in OpenAlex
- DOI
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https://doi.org/10.1016/j.neuroimage.2021.118502Digital Object Identifier
- Title
-
Tractography dissection variability: What happens when 42 groups dissect 14 white matter bundles on the same dataset?Work title
- Type
-
articleOpenAlex work type
- Language
-
enPrimary language
- Publication year
-
2021Year of publication
- Publication date
-
2021-08-22Full publication date if available
- Authors
-
Kurt G. Schilling, François Rheault, Laurent Petit, Colin B. Hansen, Vishwesh Nath, Fang‐Cheng Yeh, Gabriel Girard, Muhamed Baraković, Jonathan Rafael‐Patiño, Thomas Yu, Elda Fischi-Gómez, Marco Pizzolato, Mario Ocampo‐Pineda, Simona Schiavi, Erick J. Canales‐Rodríguez, Alessandro Daducci, Cristina Granziera, Giorgio M. Innocenti, Jean‐Philippe Thiran, Laura Mancini, Stephen Wastling, Sirio Cocozza, Maria Petracca, Giuseppe Pontillo, Matteo Mancini, Sjoerd B. Vos, Vejay N. Vakharia, John S. Duncan, Helena Melero, Lidia Manzanedo, Emilio Sanz‐Morales, Ángel Peña-Melián, Fernando Calamante, Arnaud Attyé, Ryan P. Cabeen, Laura Korobova, Arthur W. Toga, Anupa A. Vijayakumari, Drew Parker, Ragini Verma, Ahmed Radwan, Stefan Sunaert, Louise Emsell, Alberto De Luca, Alexander Leemans, Claude J. Bajada, Hamied Haroon, Hojjat Azadbakht, Maxime Chamberland, Sila Genc, Chantal M. W. Tax, Ping-Hong Yeh, Rujirutana Srikanchana, Colin D. McKnight, Joseph Yuan‐Mou Yang, Jian Chen, Claire E. Kelly, Chun‐Hung Yeh, Jérôme Cochereau, Jerome J. Maller, Thomas Welton, Fabien Almairac, Kiran Seunarine, Chris A. Clark, Fan Zhang, Nikos Makris, Alexandra J. Golby, Yogesh Rathi, Lauren J. O’Donnell, Yihao Xia, Dogu Baran Aydogan, Yonggang Shi, Francisco Guerreiro Fernandes, Mathijs Raemaekers, Shaun Warrington, Stijn Michielse, Alonso Ramírez-Manzanares, Luis Concha, Ramón Aranda, Mariano Rivera Meraz, Garikoitz Lerma‐Usabiaga, Lucas Agudiez Roitman, Lucius S. Fekonja, Navona Calarco, Michael Joseph, Hajer Nakua, Aristotle N. Voineskos, Philippe Karan, Gabrielle Grenier, Jon Haitz Legarreta, Nagesh Adluru, Veena A. Nair, Vivek Prabhakaran, Andrew L. Alexander, Koji Kamagata, Yuya Saito, Wataru Uchida, Christina Andica, Masahiro Abe, Roza G. BayrakList of authors in order
- Landing page
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https://doi.org/10.1016/j.neuroimage.2021.118502Publisher landing page
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YesWhether a free full text is available
- OA status
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goldOpen access status per OpenAlex
- OA URL
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https://doi.org/10.1016/j.neuroimage.2021.118502Direct OA link when available
- Concepts
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Tractography, Segmentation, White matter, Diffusion MRI, Bundle, Computer science, Artificial intelligence, Fiber bundle, Medicine, Radiology, Magnetic resonance imaging, Materials science, Composite materialTop concepts (fields/topics) attached by OpenAlex
- Cited by
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169Total citation count in OpenAlex
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2025: 33, 2024: 37, 2023: 33, 2022: 49, 2021: 14Per-year citation counts (last 5 years)
- References (count)
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103Number of works referenced by this work
- Related works (count)
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10Other works algorithmically related by OpenAlex
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| referenced_works | https://openalex.org/W2963623826, https://openalex.org/W2973480403, https://openalex.org/W1970928383, https://openalex.org/W2801933823, https://openalex.org/W311755344, https://openalex.org/W2739833017, https://openalex.org/W2107051185, https://openalex.org/W1550362224, https://openalex.org/W2125512901, https://openalex.org/W2985923507, https://openalex.org/W3165746455, https://openalex.org/W2156208312, https://openalex.org/W2045498423, https://openalex.org/W2110798659, https://openalex.org/W2170596158, https://openalex.org/W2013160622, https://openalex.org/W2021228864, https://openalex.org/W2139297841, https://openalex.org/W2463784123, https://openalex.org/W2625448573, https://openalex.org/W2066931954, https://openalex.org/W2937625669, https://openalex.org/W2020745232, https://openalex.org/W6683161245, https://openalex.org/W1978053752, https://openalex.org/W2062791478, https://openalex.org/W1969637629, https://openalex.org/W3046367338, https://openalex.org/W2507387536, https://openalex.org/W3175964086, https://openalex.org/W2145888803, https://openalex.org/W3008960127, https://openalex.org/W2401804202, https://openalex.org/W2515350692, https://openalex.org/W2080985455, https://openalex.org/W2115428913, https://openalex.org/W148751391, https://openalex.org/W2977883299, https://openalex.org/W2599431362, https://openalex.org/W2137517639, https://openalex.org/W1951022114, https://openalex.org/W3127452014, https://openalex.org/W2059685157, https://openalex.org/W2889326414, https://openalex.org/W2140854449, https://openalex.org/W1969182279, https://openalex.org/W1981734795, https://openalex.org/W2113763723, https://openalex.org/W2753817523, https://openalex.org/W2766639217, https://openalex.org/W2058293123, https://openalex.org/W2900207682, https://openalex.org/W6757272024, https://openalex.org/W2222869326, https://openalex.org/W2945785368, https://openalex.org/W2166780666, https://openalex.org/W2058085357, https://openalex.org/W2101219820, https://openalex.org/W1831984264, https://openalex.org/W2112185786, https://openalex.org/W2999007024, https://openalex.org/W3000134386, https://openalex.org/W2089904026, https://openalex.org/W2922076169, https://openalex.org/W2897261359, https://openalex.org/W2776959505, https://openalex.org/W2902067632, https://openalex.org/W2891717570, https://openalex.org/W2887072805, https://openalex.org/W3080288479, https://openalex.org/W2116818517, https://openalex.org/W2009809428, https://openalex.org/W2762364541, https://openalex.org/W2092014599, https://openalex.org/W2094435366, https://openalex.org/W2967496909, https://openalex.org/W2900635364, https://openalex.org/W3026522746, https://openalex.org/W1979298827, https://openalex.org/W2091910928, https://openalex.org/W2108951114, https://openalex.org/W3011265095, https://openalex.org/W2081237186, https://openalex.org/W2203524657, https://openalex.org/W2014688128, https://openalex.org/W6603580005, https://openalex.org/W1983874409, https://openalex.org/W2093589943, https://openalex.org/W2057167208, https://openalex.org/W6797514176, https://openalex.org/W2170480020, https://openalex.org/W2400850456, https://openalex.org/W4205756233, https://openalex.org/W3173443563, https://openalex.org/W632719117, https://openalex.org/W2786672974, https://openalex.org/W86860906, https://openalex.org/W3106083666, https://openalex.org/W2951972782, https://openalex.org/W2157444450, https://openalex.org/W2913376421, https://openalex.org/W1577528636, https://openalex.org/W2491043248 |
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