A browser-based tool for visualization and analysis of diffusion MRI data
Abstract
Human neuroscience research faces several challenges with regards to reproducibility. While scientists are generally aware that data sharing is important, it is not always clear how to share data in a manner that allows other labs to understand and reproduce published findings. Here we report a new open source tool, AFQ-Browser, that builds an interactive website as a companion to a diffusion MRI study. Because AFQ-Browser is portable—it runs in any web-browser—it can facilitate transparency and data sharing. Moreover, by leveraging new web-visualization technologies to create linked views between different dimensions of the dataset (anatomy, diffusion metrics, subject metadata), AFQ-Browser facilitates exploratory data analysis, fueling new discoveries based on previously published datasets. In an era where Big Data is playing an increasingly prominent role in scientific discovery, so will browser-based tools for exploring high-dimensional datasets, communicating scientific discoveries, aggregating data across labs, and publishing data alongside manuscripts.
- Authors:
-
- Univ. of Washington, Seattle, WA (United States). Inst. for Learning & Brain Sciences and Department of Speech and Hearing Sciences
- Univ. of Washington, Seattle, WA (United States). Dept. of Physics
- Univ. of Washington, Seattle, WA (United States). Dept of Chemical Engineering
- Univ. of Washington, Seattle, WA (United States). Inst. for Learning & Brain Sciences, Department of Speech and Hearing Sciences, and eScience Institute
- Univ. of Washington, Seattle, WA (United States). eScience Institute
- Publication Date:
- Research Org.:
- Krell Institute, Ames, IA (United States)
- Sponsoring Org.:
- USDOE Office of Science (SC); USDOE National Nuclear Security Administration (NNSA)
- OSTI Identifier:
- 1529919
- Grant/Contract Number:
- FG02-97ER25308
- Resource Type:
- Accepted Manuscript
- Journal Name:
- Nature Communications
- Additional Journal Information:
- Journal Volume: 9; Journal Issue: 1; Journal ID: ISSN 2041-1723
- Publisher:
- Nature Publishing Group
- Country of Publication:
- United States
- Language:
- English
- Subject:
- 60 APPLIED LIFE SCIENCES
Citation Formats
Yeatman, Jason D., Richie-Halford, Adam, Smith, Josh K., Keshavan, Anisha, and Rokem, Ariel. A browser-based tool for visualization and analysis of diffusion MRI data. United States: N. p., 2018.
Web. doi:10.1038/s41467-018-03297-7.
Yeatman, Jason D., Richie-Halford, Adam, Smith, Josh K., Keshavan, Anisha, & Rokem, Ariel. A browser-based tool for visualization and analysis of diffusion MRI data. United States. https://doi.org/10.1038/s41467-018-03297-7
Yeatman, Jason D., Richie-Halford, Adam, Smith, Josh K., Keshavan, Anisha, and Rokem, Ariel. Mon .
"A browser-based tool for visualization and analysis of diffusion MRI data". United States. https://doi.org/10.1038/s41467-018-03297-7. https://www.osti.gov/servlets/purl/1529919.
@article{osti_1529919,
title = {A browser-based tool for visualization and analysis of diffusion MRI data},
author = {Yeatman, Jason D. and Richie-Halford, Adam and Smith, Josh K. and Keshavan, Anisha and Rokem, Ariel},
abstractNote = {Human neuroscience research faces several challenges with regards to reproducibility. While scientists are generally aware that data sharing is important, it is not always clear how to share data in a manner that allows other labs to understand and reproduce published findings. Here we report a new open source tool, AFQ-Browser, that builds an interactive website as a companion to a diffusion MRI study. Because AFQ-Browser is portable—it runs in any web-browser—it can facilitate transparency and data sharing. Moreover, by leveraging new web-visualization technologies to create linked views between different dimensions of the dataset (anatomy, diffusion metrics, subject metadata), AFQ-Browser facilitates exploratory data analysis, fueling new discoveries based on previously published datasets. In an era where Big Data is playing an increasingly prominent role in scientific discovery, so will browser-based tools for exploring high-dimensional datasets, communicating scientific discoveries, aggregating data across labs, and publishing data alongside manuscripts.},
doi = {10.1038/s41467-018-03297-7},
journal = {Nature Communications},
number = 1,
volume = 9,
place = {United States},
year = {2018},
month = {3}
}
Web of Science
Figures / Tables:

Works referenced in this record:
Myelin and iron concentration in the human brain: A quantitative study of MRI contrast
journal, June 2014
- Stüber, Carsten; Morawski, Markus; Schäfer, Andreas
- NeuroImage, Vol. 93
Machine Learning and Its Applications to Biology
journal, January 2007
- Tarca, Adi L.; Carey, Vincent J.; Chen, Xue-wen
- PLoS Computational Biology, Vol. 3, Issue 6
Structural abnormality of the corticospinal tract in major depressive disorder
journal, January 2014
- Sacchet, Matthew D.; Prasad, Gautam; Foland-Ross, Lara C.
- Biology of Mood & Anxiety Disorders, Vol. 4, Issue 1
NeuroVault.org: a web-based repository for collecting and sharing unthresholded statistical maps of the human brain
journal, April 2015
- Gorgolewski, Krzysztof J.; Varoquaux, Gael; Rivera, Gabriel
- Frontiers in Neuroinformatics, Vol. 9
White Matter Alterations in Infants at Risk for Developmental Dyslexia
journal, December 2015
- Langer, Nicolas; Peysakhovich, Barbara; Zuk, Jennifer
- Cerebral Cortex
Using high-resolution quantitative mapping of R1 as an index of cortical myelination
journal, June 2014
- Lutti, Antoine; Dick, Frederic; Sereno, Martin I.
- NeuroImage, Vol. 93
Automated Analysis of Fundamental Features of Brain Structures
journal, March 2011
- Lancaster, Jack L.; McKay, D. Reese; Cykowski, Matthew D.
- Neuroinformatics, Vol. 9, Issue 4
Development of white matter and reading skills
journal, October 2012
- Yeatman, J. D.; Dougherty, R. F.; Ben-Shachar, M.
- Proceedings of the National Academy of Sciences, Vol. 109, Issue 44
Lifespan maturation and degeneration of human brain white matter
journal, September 2014
- Yeatman, Jason D.; Wandell, Brian A.; Mezer, Aviv A.
- Nature Communications, Vol. 5, Issue 1
DTI measures identify mild and moderate TBI cases among patients with complex health problems: A receiver operating characteristic analysis of U.S. veterans
journal, January 2017
- Main, Keith L.; Soman, Salil; Pestilli, Franco
- NeuroImage: Clinical, Vol. 16
The Statistical Crisis in Science
journal, January 2014
- Gelman, Andrew; Loken, Eric
- American Scientist, Vol. 102, Issue 6
Principles of high-dimensional data visualization in astronomy: Principles of high-dimensional data visualization in astronomy
journal, June 2012
- Goodman, A. A.
- Astronomische Nachrichten, Vol. 333, Issue 5-6
Quantifying the local tissue volume and composition in individual brains with magnetic resonance imaging
journal, November 2013
- Mezer, Aviv; Yeatman, Jason D.; Stikov, Nikola
- Nature Medicine, Vol. 19, Issue 12
Tractography in amyotrophic lateral sclerosis using a novel probabilistic tool: A study with tract-based reconstruction compared to voxel-based approach
journal, March 2014
- Sarica, Alessia; Cerasa, Antonio; Vasta, Roberta
- Journal of Neuroscience Methods, Vol. 224
A meta-analysis of diffusion tensor imaging studies in amyotrophic lateral sclerosis
journal, August 2012
- Li, JianPeng; Pan, PingLei; Song, Wei
- Neurobiology of Aging, Vol. 33, Issue 8
Tract Profiles of White Matter Properties: Automating Fiber-Tract Quantification
journal, November 2012
- Yeatman, Jason D.; Dougherty, Robert F.; Myall, Nathaniel J.
- PLoS ONE, Vol. 7, Issue 11
Differences in the right inferior longitudinal fasciculus but no general disruption of white matter tracts in children with autism spectrum disorder
journal, January 2014
- Koldewyn, Kami; Yendiki, Anastasia; Weigelt, Sarah
- Proceedings of the National Academy of Sciences, Vol. 111, Issue 5
Compromised Neurocircuitry in Chronic Blast‐Related Mild Traumatic Brain Injury
journal, August 2016
- Yeh, Ping‐Hong; Guan Koay, Cheng; Wang, Binquan
- Human Brain Mapping, Vol. 38, Issue 1
BigBrain: An Ultrahigh-Resolution 3D Human Brain Model
journal, June 2013
- Amunts, K.; Lepage, C.; Borgeat, L.
- Science, Vol. 340, Issue 6139
Data sharing in neuroimaging research
journal, January 2012
- Poline, Jean-Baptiste; Breeze, Janis L.; Ghosh, Satrajit
- Frontiers in Neuroinformatics, Vol. 6
Altered diffusion tensor in multiple sclerosis normal-appearing brain tissue: Cortical diffusion changes seem related to clinical deterioration
journal, May 2006
- Vrenken, Hugo; Pouwels, Petra J. W.; Geurts, Jeroen J. G.
- Journal of Magnetic Resonance Imaging, Vol. 23, Issue 5
Fiberweb: Diffusion Visualization and Processing in the Browser
journal, August 2017
- Ledoux, Louis-Philippe; Morency, Felix C.; Cousineau, Martin
- Frontiers in Neuroinformatics, Vol. 11
Fsl
journal, August 2012
- Jenkinson, Mark; Beckmann, Christian F.; Behrens, Timothy E. J.
- NeuroImage, Vol. 62, Issue 2
Imaging outcomes for trials of remyelination in multiple sclerosis
journal, April 2014
- Mallik, Shahrukh; Samson, Rebecca S.; Wheeler-Kingshott, Claudia A. M.
- Journal of Neurology, Neurosurgery & Psychiatry, Vol. 85, Issue 12
Regional DTI differences in multiple sclerosis patients
journal, February 2009
- Roosendaal, S.; Geurts, J.; Vrenken, H.
- NeuroImage, Vol. 44, Issue 4
Toddlers later diagnosed with autism exhibit multiple structural abnormalities in temporal corpus callosum fibers
journal, December 2017
- Fingher, Noa; Dinstein, Ilan; Ben-Shachar, Michal
- Cortex, Vol. 97
Regional DTI differences in multiple sclerosis patients
journal, February 2009
- Roosendaal, S.; Geurts, J.; Vrenken, H.
- NeuroImage, Vol. 44, Issue 4
flusight: interactive visualizations for infectious disease forecasts
journal, May 2017
- Tushar, Abhinav; G. Reich, Nicholas
- The Journal of Open Source Software, Vol. 2, Issue 13
Toddlers later diagnosed with autism exhibit multiple structural abnormalities in temporal corpus callosum fibers
journal, December 2017
- Fingher, Noa; Dinstein, Ilan; Ben-Shachar, Michal
- Cortex, Vol. 97
Tracking the Roots of Reading Ability: White Matter Volume and Integrity Correlate with Phonological Awareness in Prereading and Early-Reading Kindergarten Children
journal, August 2013
- Saygin, Z. M.; Norton, E. S.; Osher, D. E.
- Journal of Neuroscience, Vol. 33, Issue 33
Subconcussive Head Impact Exposure and White Matter Tract Changes over a Single Season of Youth Football
journal, December 2016
- Bahrami, Naeim; Sharma, Dev; Rosenthal, Scott
- Radiology, Vol. 281, Issue 3
Pycortex: an interactive surface visualizer for fMRI
journal, September 2015
- Gao, James S.; Huth, Alexander G.; Lescroart, Mark D.
- Frontiers in Neuroinformatics, Vol. 9
CBRAIN: a web-based, distributed computing platform for collaborative neuroimaging research
journal, May 2014
- Sherif, Tarek; Rioux, Pierre; Rousseau, Marc-Etienne
- Frontiers in Neuroinformatics, Vol. 8
A method for electrophysiological characterization of hamster retinal ganglion cells using a high-density CMOS microelectrode array
text, January 2015
- Jones, Ian L.; Russell, Thomas L.; Farrow, Karl
- ETH Zurich
Quantifying the local tissue volume and composition in individual brains with magnetic resonance imaging
journal, November 2013
- Mezer, Aviv; Yeatman, Jason D.; Stikov, Nikola
- Nature Medicine, Vol. 19, Issue 12
BigBrain: An Ultrahigh-Resolution 3D Human Brain Model
journal, June 2013
- Amunts, K.; Lepage, C.; Borgeat, L.
- Science, Vol. 340, Issue 6139
Preoperative automated fibre quantification predicts postoperative seizure outcome in temporal lobe epilepsy
journal, November 2016
- Keller, Simon S.; Glenn, G. Russell; Weber, Bernd
- Brain, Vol. 140, Issue 1
MRIQC: Advancing the automatic prediction of image quality in MRI from unseen sites
journal, September 2017
- Esteban, Oscar; Birman, Daniel; Schaer, Marie
- PLOS ONE, Vol. 12, Issue 9
Tractography in amyotrophic lateral sclerosis using a novel probabilistic tool: A study with tract-based reconstruction compared to voxel-based approach
journal, March 2014
- Sarica, Alessia; Cerasa, Antonio; Vasta, Roberta
- Journal of Neuroscience Methods, Vol. 224
The Brain Basis of Language Processing: From Structure to Function
journal, October 2011
- Friederici, Angela D.
- Physiological Reviews, Vol. 91, Issue 4
The ASA Statement on p -Values: Context, Process, and Purpose
journal, April 2016
- Wasserstein, Ronald L.; Lazar, Nicole A.
- The American Statistician, Vol. 70, Issue 2
Automated Analysis of Fundamental Features of Brain Structures
journal, March 2011
- Lancaster, Jack L.; McKay, D. Reese; Cykowski, Matthew D.
- Neuroinformatics, Vol. 9, Issue 4
Natural speech reveals the semantic maps that tile human cerebral cortex
journal, April 2016
- Huth, Alexander G.; de Heer, Wendy A.; Griffiths, Thomas L.
- Nature, Vol. 532, Issue 7600
The corticospinal tract profile in amyotrophic lateral sclerosis: Corticospinal Tract Profile
journal, September 2016
- Sarica, Alessia; Cerasa, Antonio; Valentino, Paola
- Human Brain Mapping, Vol. 38, Issue 2
Tract Profiles of White Matter Properties: Automating Fiber-Tract Quantification
journal, November 2012
- Yeatman, Jason D.; Dougherty, Robert F.; Myall, Nathaniel J.
- PLoS ONE, Vol. 7, Issue 11
What does research reproducibility mean?
journal, June 2016
- Goodman, Steven N.; Fanelli, Daniele; Ioannidis, John P. A.
- Science Translational Medicine, Vol. 8, Issue 341
The Statistical Crisis in Science
journal, January 2014
- Gelman, Andrew; Loken, Eric
- American Scientist, Vol. 102, Issue 6
Diffusion properties of major white matter tracts in young, typically developing children
journal, March 2014
- Johnson, Ryan T.; Yeatman, Jason D.; Wandell, Brian A.
- NeuroImage, Vol. 88
Development of white matter and reading skills
journal, October 2012
- Yeatman, J. D.; Dougherty, R. F.; Ben-Shachar, M.
- Proceedings of the National Academy of Sciences, Vol. 109, Issue 44
The Brain Basis of Language Processing: From Structure to Function
journal, October 2011
- Friederici, Angela D.
- Physiological Reviews, Vol. 91, Issue 4
Fsl
journal, August 2012
- Jenkinson, Mark; Beckmann, Christian F.; Behrens, Timothy E. J.
- NeuroImage, Vol. 62, Issue 2
Data sharing in neuroimaging research
journal, January 2012
- Poline, Jean-Baptiste; Breeze, Janis L.; Ghosh, Satrajit
- Frontiers in Neuroinformatics, Vol. 6
Multimodal neuroimaging based classification of autism spectrum disorder using anatomical, neurochemical, and white matter correlates
journal, May 2015
- Libero, Lauren E.; DeRamus, Thomas P.; Lahti, Adrienne C.
- Cortex, Vol. 66
Machine Learning and Its Applications to Biology
journal, January 2007
- Tarca, Adi L.; Carey, Vincent J.; Chen, Xue-wen
- PLoS Computational Biology, Vol. 3, Issue 6
Principles of high-dimensional data visualization in astronomy: Principles of high-dimensional data visualization in astronomy
journal, June 2012
- Goodman, A. A.
- Astronomische Nachrichten, Vol. 333, Issue 5-6
Advances in MRI-based computational neuroanatomy: from morphometry to in-vivo histology
journal, January 2015
- Weiskopf, Nikolaus; Mohammadi, Siawoosh; Lutti, Antoine
- Current Opinion in Neurology, Vol. 28, Issue 4
Characterizing white matter connectivity in major depressive disorder: Automated fiber quantification and maximum density paths
conference, April 2014
- Sacchet, Matthew D.; Prasad, Gautam; Foland-Ross, Lara C.
- 2014 IEEE 11th International Symposium on Biomedical Imaging (ISBI)
DTI Measurements in Multiple Sclerosis: Evaluation of Brain Damage and Clinical Implications
journal, January 2013
- Sbardella, Emilia; Tona, Francesca; Petsas, Nikolaos
- Multiple Sclerosis International, Vol. 2013
Compromised Neurocircuitry in Chronic Blast‐Related Mild Traumatic Brain Injury
journal, August 2016
- Yeh, Ping‐Hong; Guan Koay, Cheng; Wang, Binquan
- Human Brain Mapping, Vol. 38, Issue 1
D³ Data-Driven Documents
journal, December 2011
- Bostock, M.; Ogievetsky, V.; Heer, J.
- IEEE Transactions on Visualization and Computer Graphics, Vol. 17, Issue 12
CBRAIN: a web-based, distributed computing platform for collaborative neuroimaging research
journal, May 2014
- Sherif, Tarek; Rioux, Pierre; Rousseau, Marc-Etienne
- Frontiers in Neuroinformatics, Vol. 8
Structural abnormality of the corticospinal tract in major depressive disorder
journal, January 2014
- Sacchet, Matthew D.; Prasad, Gautam; Foland-Ross, Lara C.
- Biology of Mood & Anxiety Disorders, Vol. 4, Issue 1
DTI measures identify mild and moderate TBI cases among patients with complex health problems: A receiver operating characteristic analysis of U.S. veterans
journal, January 2017
- Main, Keith L.; Soman, Salil; Pestilli, Franco
- NeuroImage: Clinical, Vol. 16
White Matter Consequences of Retinal Receptor and Ganglion Cell Damage
journal, September 2014
- Ogawa, S.; Takemura, H.; Horiguchi, H.
- Investigative Ophthalmology & Visual Science, Vol. 55, Issue 10
Aging-Resilient Associations between the Arcuate Fasciculus and Vocabulary Knowledge: Microstructure or Morphology?
journal, July 2016
- Teubner-Rhodes, S.; Vaden, K. I.; Cute, S. L.
- Journal of Neuroscience, Vol. 36, Issue 27
flusight: interactive visualizations for infectious disease forecasts
journal, May 2017
- Tushar, Abhinav; G. Reich, Nicholas
- The Journal of Open Source Software, Vol. 2, Issue 13
Automated probabilistic reconstruction of white-matter pathways in health and disease using an atlas of the underlying anatomy
journal, January 2011
- Yendiki, Anastasia
- Frontiers in Neuroinformatics, Vol. 5
Fiberweb: Diffusion Visualization and Processing in the Browser
journal, August 2017
- Ledoux, Louis-Philippe; Morency, Felix C.; Cousineau, Martin
- Frontiers in Neuroinformatics, Vol. 11
The corticospinal tract profile in amyotrophic lateral sclerosis: Corticospinal Tract Profile
journal, September 2016
- Sarica, Alessia; Cerasa, Antonio; Valentino, Paola
- Human Brain Mapping, Vol. 38, Issue 2
Subconcussive Head Impact Exposure and White Matter Tract Changes over a Single Season of Youth Football
journal, December 2016
- Bahrami, Naeim; Sharma, Dev; Rosenthal, Scott
- Radiology, Vol. 281, Issue 3
Cerebellar white matter pathways are associated with reading skills in children and adolescents: Cerebellar White Matter Pathways in Reading
journal, December 2014
- Travis, Katherine E.; Leitner, Yael; Feldman, Heidi M.
- Human Brain Mapping, Vol. 36, Issue 4
Pycortex: an interactive surface visualizer for fMRI
journal, September 2015
- Gao, James S.; Huth, Alexander G.; Lescroart, Mark D.
- Frontiers in Neuroinformatics, Vol. 9
Better brain connectivity is associated with higher total fat mass and lower visceral adipose tissue in military pilots
journal, January 2020
- Cárdenas, David; Madinabeitia, Iker; Vera, Jesús
- Scientific Reports, Vol. 10, Issue 1
What does research reproducibility mean?
journal, June 2016
- Goodman, Steven N.; Fanelli, Daniele; Ioannidis, John P. A.
- Science Translational Medicine, Vol. 8, Issue 341
Preoperative automated fibre quantification predicts postoperative seizure outcome in temporal lobe epilepsy
journal, November 2016
- Keller, Simon S.; Glenn, G. Russell; Weber, Bernd
- Brain, Vol. 140, Issue 1
Altered diffusion tensor in multiple sclerosis normal-appearing brain tissue: Cortical diffusion changes seem related to clinical deterioration
journal, May 2006
- Vrenken, Hugo; Pouwels, Petra J. W.; Geurts, Jeroen J. G.
- Journal of Magnetic Resonance Imaging, Vol. 23, Issue 5
Multimodal neuroimaging based classification of autism spectrum disorder using anatomical, neurochemical, and white matter correlates
journal, May 2015
- Libero, Lauren E.; DeRamus, Thomas P.; Lahti, Adrienne C.
- Cortex, Vol. 66
MRIQC: Advancing the automatic prediction of image quality in MRI from unseen sites
journal, September 2017
- Esteban, Oscar; Birman, Daniel; Schaer, Marie
- PLOS ONE, Vol. 12, Issue 9
In Vivo Functional and Myeloarchitectonic Mapping of Human Primary Auditory Areas
journal, November 2012
- Dick, F.; Taylor Tierney, A.; Lutti, A.
- Journal of Neuroscience, Vol. 32, Issue 46
White Matter Consequences of Retinal Receptor and Ganglion Cell Damage
journal, September 2014
- Ogawa, S.; Takemura, H.; Horiguchi, H.
- Investigative Ophthalmology & Visual Science, Vol. 55, Issue 10
Lifespan maturation and degeneration of human brain white matter
journal, September 2014
- Yeatman, Jason D.; Wandell, Brian A.; Mezer, Aviv A.
- Nature Communications, Vol. 5, Issue 1
Using high-resolution quantitative mapping of R1 as an index of cortical myelination
journal, June 2014
- Lutti, Antoine; Dick, Frederic; Sereno, Martin I.
- NeuroImage, Vol. 93
Tractography: Where Do We Go from Here?
journal, September 2011
- Jbabdi, Saad; Johansen-Berg, Heidi
- Brain Connectivity, Vol. 1, Issue 3
A meta-analysis of diffusion tensor imaging studies in amyotrophic lateral sclerosis
journal, August 2012
- Li, JianPeng; Pan, PingLei; Song, Wei
- Neurobiology of Aging, Vol. 33, Issue 8
A method for electrophysiological characterization of hamster retinal ganglion cells using a high-density CMOS microelectrode array
journal, October 2015
- Jones, Ian L.; Russell, Thomas L.; Farrow, Karl
- Frontiers in Neuroscience, Vol. 9
Works referencing / citing this record:
Tractostorm: The what, why, and how of tractography dissection reproducibility
journal, January 2020
- Rheault, Francois; De Benedictis, Alessandro; Daducci, Alessandro
- Human Brain Mapping, Vol. 41, Issue 7
From the Wet Lab to the Web Lab: A Paradigm Shift in Brain Imaging Research
journal, March 2019
- Keshavan, Anisha; Poline, Jean-Baptiste
- Frontiers in Neuroinformatics, Vol. 13
Associative white matter connecting the dorsal and ventral posterior human cortex
journal, July 2019
- Bullock, Daniel; Takemura, Hiromasa; Caiafa, Cesar F.
- Brain Structure and Function, Vol. 224, Issue 8
Tractostorm: The what, why, and how of tractography dissection reproducibility
journal, January 2020
- Rheault, Francois; De Benedictis, Alessandro; Daducci, Alessandro
- Human Brain Mapping, Vol. 41, Issue 7
InTool Explorer: An Interactive Exploratory Analysis Tool for Versatile Visualizations of Neuroscientific Data
journal, March 2019
- Furcila, Diana; García, Marcos; Toader, Cosmin
- Frontiers in Neuroanatomy, Vol. 13
The open diffusion data derivatives, brain data upcycling via integrated publishing of derivatives and reproducible open cloud services
journal, May 2019
- Avesani, Paolo; McPherson, Brent; Hayashi, Soichi
- Scientific Data, Vol. 6, Issue 1
High-gradient diffusion MRI reveals distinct estimates of axon diameter index within different white matter tracts in the in vivo human brain
journal, September 2019
- Huang, Susie Y.; Tian, Qiyuan; Fan, Qiuyun
- Brain Structure and Function, Vol. 225, Issue 4
The open diffusion data derivatives, brain data upcycling via integrated publishing of derivatives and reproducible open cloud services
journal, May 2019
- Avesani, Paolo; McPherson, Brent; Hayashi, Soichi
- Scientific Data, Vol. 6, Issue 1
Bundle-specific tractography with incorporated anatomical and orientational priors
journal, February 2019
- Rheault, Francois; St-Onge, Etienne; Sidhu, Jasmeen
- NeuroImage, Vol. 186
Figures / Tables found in this record: