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Modern tools for sharing and
synthesizing neuroimaging
results
Chris Gorgolewski
Center for Reproducible Neuroscience
Stanford University
SHARING STATISTICAL MAPS
Every voxel counts
Neuroimaging data sharing
hierarchy
Poldrack and Gorgolewski, 2014
Just coordinates?
• Databases such as Neurosynth or
BrainMap rely on peak coordinates
reported in papers (only strong effects)
Are we throwing money away?
NeuroVault.org
simple data sharing
• Minimize the cost!
• We just want your statistical maps with
minimum description (DOI)
– If you want you can put more metadata, but
you don’t have to
• We streamline login process (Google,
Facebook)
Gorgolewski, et al., 2015
Benefits - visualisation
Benefits - decoding
Benefits – similarity search
Benefits – similarity search
Gene decoding
Gorgolewski KJ, Fox AS, Chang L et
al. Tight fitting genes: finding relations
between statistical maps and gene
expression patterns. F1000Posters
2014,5:1607 (poster)
Gene decoding
Surface data
Power analysis
Benefits - other
• Private collections
• Multiple contributors to one collection
• Sharable persistent URLs
• Viewer embeddable on your labs website
or your private blog
• Improved exposure of your research
• Improved reusability of your results
Validation and gains in sensitivity
NeuroVault for developers
• RESTful API (field tested by Neurosynth)
• Source code available on GitHub
What is NIDM-Results?
Poster Number: 1851
Direct upload from SPM12
NeuroVault.org data reuse
Sochat et al. 2015
Data-Driven Extraction of a Nested Model of Human Brain Function
Taylor Bolt, Jason S. Nomi, B. T. Thomas Yeo, Lucina Q. Uddin
Journal of Neuroscience 20 June 2017, 0323-17;
Similar databases
• ANIMA (metaanalyses)
– anima.modelgui.org [Reid et al. 2016]
• USC Multimodal Connectivity Database
– umcd.humanconnectomeproject.org
[Brown et al. 2012]
• BALSA (HCP style)
– balsa.wustl.edu [Van Essen et al. 2016]
Neuroimaging data sharing
hierarchy
Poldrack and Gorgolewski, 2014
Acknowledgements
Russell A. Poldrack
Jean-Baptiste Poline
Yannick Schwarz
Tal Yarkoni
Michael Milham
Daniel Margulies
Yannick Schwartz
Gael Varoquox
Joseph Wexler
Gabriel Rivera
Camile Maumet
Vanessa Sochat
Thomas Nichols
MPI CBS Resting state
group
Poldrack Lab
INCF Data Sharing Task
Force

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Notes de l'éditeur

  1. Think how much money and effort goes into one study 100,000 USD to produce one paper: 6-12 pages of authors interpretation of acquired data …without the data itself By not reporting subthreshold effects we are wasting (taxpayers) money!
  2. Calles for sharing statistical maps, data sharing has been problematic in the past
  3. Add Camiles poster number.