Large-scale automated synthesis of human functional neuroimaging data.

Nature Methods
Tal YarkoniTor D Wager


The rapid growth of the literature on neuroimaging in humans has led to major advances in our understanding of human brain function but has also made it increasingly difficult to aggregate and synthesize neuroimaging findings. Here we describe and validate an automated brain-mapping framework that uses text-mining, meta-analysis and machine-learning techniques to generate a large database of mappings between neural and cognitive states. We show that our approach can be used to automatically conduct large-scale, high-quality neuroimaging meta-analyses, address long-standing inferential problems in the neuroimaging literature and support accurate 'decoding' of broad cognitive states from brain activity in both entire studies and individual human subjects. Collectively, our results have validated a powerful and generative framework for synthesizing human neuroimaging data on an unprecedented scale.


Jun 23, 1998·Current Opinion in Neurobiology·P T FoxJ L Lancaster
Sep 8, 2001·Philosophical Transactions of the Royal Society of London. Series B, Biological Sciences·J DicksonD C Van Essen
Dec 24, 2002·Journal of Cognitive Neuroscience·Kevin N OchsnerJohn D E Gabrieli
Dec 31, 2002·Brain Research. Brain Research Reviews·David H Zald
Jul 16, 2003·Trends in Cognitive Sciences·Bruce D. McCandlissStanislas Dehaene
Apr 29, 2004·Nature Neuroscience·John Darrell Van HornMichael S Gazzaniga
Jan 13, 2006·Trends in Cognitive Sciences·Russell A Poldrack
May 30, 2006·Neuron·Nico U F DosenbachSteven E Petersen
Aug 11, 2006·Trends in Cognitive Sciences·Kenneth A NormanJames V Haxby
Feb 3, 2007·Human Brain Mapping·Jack L LancasterPeter T Fox
Oct 30, 2007·Neuron·David C Van Essen, Donna L Dierker
May 31, 2008·Science·Tom M MitchellMarcel Adam Just
Sep 27, 2008·Neuron·Tor D WagerKevin N Ochsner
Nov 6, 2008·Social Cognitive and Affective Neuroscience·Tor D WagerLauren Kaplan
Dec 10, 2008·NeuroImage·Tor D WagerJared X Van Snellenberg
Apr 30, 2009·Journal of Cognitive Neuroscience·Kateri McRaeKevin N Ochsner
May 22, 2009·NeuroImage·Jan Derrfuss, Raymond A Mar
Jun 2, 2009·NeuroImage·David C Van Essen
Oct 28, 2009·Journal of Personality and Social Psychology·Colin G DeYoungJeremy R Gray
Nov 4, 2009·Psychological Science·Russell A PoldrackStephen José Hanson
Oct 1, 2010·The Journal of Neuroscience : the Official Journal of the Society for Neuroscience·Lauren Y AtlasTor D Wager
Oct 5, 2010·Trends in Cognitive Sciences·Tal YarkoniTor D Wager
Nov 3, 2010·Progress in Neurobiology·Valéry LegrainAndré Mouraux
Feb 19, 2011·Nature Reviews. Neuroscience·Alexander J ShackmanRichard J Davidson
Mar 30, 2011·Proceedings of the National Academy of Sciences of the United States of America·Ethan KrossTor D Wager
May 1, 2009·Perspectives on Psychological Science : a Journal of the Association for Psychological Science·Tal Yarkoni
Apr 1, 2008·Group Processes & Intergroup Relations : GPIR·Kateri McRaeJames J Gross

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Feb 9, 2013·European Spine Journal : Official Publication of the European Spine Society, the European Spinal Deformity Society, and the European Section of the Cervical Spine Research Society·Roland IvoBernd Weber
Jul 5, 2012·Journal of Autism and Developmental Disorders·Jennifer H PfeiferMirella Dapretto
Jun 1, 2013·Nature Methods·Olaf Sporns
Jul 4, 2012·Nature Neuroscience·Marwan N BalikiA Vania Apkarian
Apr 12, 2013·The New England Journal of Medicine·Tor D WagerEthan Kross
Dec 22, 2011·Cognitive Neuropsychology·Bradford Z Mahon, Jessica F Cantlon
Nov 28, 2012·Briefings in Functional Genomics·Xiaoke Ma, Lin Gao
Aug 29, 2013·Brain : a Journal of Neurology·Javeria A HashmiA Vania Apkarian
Apr 16, 2013·Database : the Journal of Biological Databases and Curation·Karin VerspoorJohn-Paul Plazzer
Mar 28, 2012·Social Cognitive and Affective Neuroscience·Anne C KrendlNalini Ambady
Sep 22, 2012·Social Cognitive and Affective Neuroscience·Elliot T Berkman, Jordan S Miller-Ziegler
Jul 28, 2013·Social Cognitive and Affective Neuroscience·John A Clithero, Antonio Rangel
May 11, 2012·Journal of Cognitive Neuroscience·Robert P SpuntNaomi I Eisenberger
Nov 21, 2012·Journal of Cognitive Neuroscience·Leonie KobanPatrik Vuilleumier
Feb 1, 2013·Journal of Cognitive Neuroscience·Maital NetaPaul J Whalen
Mar 9, 2013·Journal of Cognitive Neuroscience·Joseph M Moran, Jamil Zaki
Aug 30, 2013·Journal of Cognitive Neuroscience·Peter Mende-SiedleckiAlexander Todorov
Jun 29, 2012·Biology of Mood & Anxiety Disorders·Joaquim Radua, David Mataix-Cols
Jan 1, 2012·GigaScience·Janis L BreezeDavid N Kennedy
Oct 17, 2012·PLoS Computational Biology·Russell A PoldrackTal Yarkoni
Jul 14, 2012·PloS One·Megan H LeeJoshua S Shimony
Aug 18, 2012·PloS One·Franco CaudaMartina Amanzio
Jan 24, 2013·PloS One·Pierre-Yves HervéNathalie Tzourio-Mazoyer
Jun 30, 2012·The Journal of Neuroscience : the Official Journal of the Society for Neuroscience·Michael W ColeTodd S Braver
Apr 5, 2013·The Journal of Neuroscience : the Official Journal of the Society for Neuroscience·Lindsay K Vass, Russell A Epstein
Jun 21, 2013·The Journal of Neuroscience : the Official Journal of the Society for Neuroscience·Ralf SchmälzleHarald T Schupp
May 2, 2012·Computational and Mathematical Methods in Medicine·Hervé AbdiJames V Haxby
May 15, 2013·Neuroinformatics·Finn Årup Nielsen
Sep 10, 2013·Neuroinformatics·Benson MwangiJair C Soares
Feb 26, 2014·Journal of Cognitive Neuroscience·Kristin E FlegalCharan Ranganath
Apr 1, 2014·Cognitive, Affective & Behavioral Neuroscience·Michael S CohenBarbara J Knowlton
Feb 20, 2014·Proceedings of the National Academy of Sciences of the United States of America·Sarah M HelfinsteinRussell A Poldrack
Mar 29, 2014·Journal of Cognitive Neuroscience·Elizabeth BeamScott A Huettel
Jul 9, 2014·Proceedings of the National Academy of Sciences of the United States of America·Alec SmithColin F Camerer
Jul 18, 2014·Annual Review of Neuroscience·Peter T FoxSimon B Eickhoff
Jun 22, 2012·Annual Review of Neuroscience·Boris C Bernhardt, Tania Singer
Nov 18, 2014·Nature Communications·Choong-Wan WooTor D Wager
Oct 29, 2014·Nature Neuroscience·Russell A Poldrack, Krzysztof J Gorgolewski
Nov 19, 2014·GigaScience·Gael Varoquaux, Bertrand Thirion

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