Cited by 121Visual perception and processing mechanismsPhilosophy and Theoretical ScienceNeural dynamics and brain function

Distinct cortical codes and temporal dynamics for conscious and unconscious percepts

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Salti, Moti, Monto, Simo, Charles, Lucie, King, Jean-Remi, Parkkonen, Lauri, Dehaene, Stanislas·2015·eLife

Abstract

The neural correlates of consciousness are typically sought by comparing the overall brain responses to perceived and unperceived stimuli. However, this comparison may be contaminated by non-specific attention, alerting, performance, and reporting confounds. Here, we pursue a novel approach, tracking the neuronal coding of consciously and unconsciously perceived contents while keeping behavior identical (blindsight). EEG and MEG were recorded while participants reported the spatial location and visibility of a briefly presented target. Multivariate pattern analysis demonstrated that considerable information about spatial location traverses the cortex on blindsight trials, but that starting ≈270 ms post-onset, information unique to consciously perceived stimuli, emerges in superior parietal and superior frontal regions. Conscious access appears characterized by the entry of the perceived stimulus into a series of additional brain processes, each restricted in time, while the failure of conscious access results in the breaking of this chain and a subsequent slow decay of the lingering unconscious activity.

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  • Studies on humans using different measurement techniques have found that conscious experience is associated with ignition-like activity patterns and decodability from PFC.

    “Studies on humans using different measurement techniques have similarly found that conscious experience is associated with ignition-like activity patterns and decodability from PFC (e.g.Salti et al. 2015).”

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Research works printed but not linked: 46

  1. Aru J Bachmann T Singer W Melloni L 2012 Distilling the neural correlates of consciousness Neuroscience and Biobehavioral Reviews 36 737 746 10.1016/j.neubiorev.2011.12.003 22192881 · DOI · Paper page
  2. Brainard DH 1997 The psychophysics toolbox Spatial Vision 10 433 436 10.1163/156856897X00357 9176952 · DOI
  3. Chang CC Lin CJ 2011 LIBSVM: a library for support vector machines ACM Transactions on Intelligent Systems and Technology 2 27 10.1145/1961189.1961199 · DOI · Paper page
  4. Cowey A Stoerig P 1995 Blindsight in monkeys Nature 373 247 249 10.1038/373247a0 7816139 · DOI
  5. De Lange FP van Gaal S Lamme VA Dehaene S 2011 How awareness changes the relative weights of evidence during human decision-making PLOS Biology 9 e1001203 10.1371/journal.pbio.1001203 22131904 PMC3222633 · DOI · Paper page
  6. Dehaene S Changeux JP Naccache L Sackur J Sergent C 2006 Conscious, preconscious, and subliminal processing: a testable taxonomy Trends in Cognitive Sciences 10 204 211 10.1016/j.tics.2006.03.007 16603406 · DOI · Paper page
  7. Dehaene S Charles L King J-R Marti S 2014 Toward a computational theory of conscious processing Current Opinion in Neurobiology 25 76 84 10.1016/j.conb.2013.12.005 24709604 PMC5635963 · DOI · Paper page
  8. Dehaene S Sigman M 2012 From a single decision to a multi-step algorithm Current Opinion in Neurobiology 22 937 945 10.1016/j.conb.2012.05.006 22704054 · DOI
  9. Dehaene S Sergent C Changeux JP 2003 A neuronal network model linking subjective reports and objective physiological data during conscious perception Proceedings of the National Academy of Sciences of USA 100 8520 8525 10.1073/pnas.1332574100 PMC166261 12829797 · DOI · Paper page
  10. Del Cul A Baillet S Dehaene S 2007 Brain dynamics underlying the nonlinear threshold for access to consciousness PLOS Biology 5 e260 10.1371/journal.pbio.0050260 17896866 PMC1988856 · DOI · Paper page
  11. Doesburg SM Green JJ McDonald JJ Ward LM 2009 Rhythms of consciousness: binocular rivalry reveals large-scale oscillatory network dynamics mediating visual perception PLOS One 4 e6142 10.1371/journal.pone.0006142 19582165 PMC2702101 · DOI
  12. Fahrenfort JJ Snijders TM Heinen K van Gaal S Scholte HS Lamme VA 2012 Neuronal integration in visual cortex elevates face category tuning to conscious face perception Proceedings of the National Academy of Sciences of USA 109 21504 21509 10.1073/pnas.1207414110 PMC3535630 23236162 · DOI
  13. Fisch L Privman E Ramot M Harel M Nir Y Kipervasser S Andelman F Neufeld MY Kramer U Fried I Malach R 2009 Neural “ignition”: enhanced activation linked to perceptual awareness in human ventral stream visual cortex Neuron 64 562 574 10.1016/j.neuron.2009.11.001 19945397 PMC2854160 · DOI
  14. Frässle S Sommer J Jansen A Naber M Einhäuser W 2014 Binocular rivalry: frontal activity relates to introspection and action but not to perception The Journal of Neuroscience 34 1738 1747 10.1523/JNEUROSCI.4403-13.2014 24478356 PMC6827584 · DOI · Paper page
  15. Friston K 2005 A theory of cortical responses Philosophical Transactions of the Royal Society of London. Series B, Biological Sciences 360 815 836 10.1098/rstb.2005.1622 PMC1569488 15937014 · DOI · Paper page
  16. Gramfort A Luessi M Larson E Engemann D Strohmeier D Brodbeck C Parkkonen L Hämäläinen M 2014 MNE software for processing MEG and EEG data Neuroimage 86 446 460 10.1016/j.neuroimage.2013.10.027 24161808 PMC3930851 · DOI
  17. Greenwald AG Draine SC Abrams RL 1996 Three cognitive markers of unconscious semantic activation Science 273 1699 1702 10.1126/science.273.5282.1699 8781230 · DOI
  18. Hagler DJ Sereno MI 2006 Spatial maps in frontal and prefrontal cortex Neuroimage 29 567 577 10.1016/j.neuroimage.2005.08.058 16289928 · DOI
  19. Haynes JD Rees G 2006 Decoding mental states from brain activity in humans Nature Reviews. Neuroscience 7 523 534 10.1038/nrn1931 16791142 · DOI
  20. Haynes JD 2009 Decoding visual consciousness from human brain signals Trends in Cognitive Sciences 13 194 202 10.1016/j.tics.2009.02.004 19375378 · DOI
  21. King J-R Dehaene S 2014 Characterizing the dynamics of mental representations: the temporal generalization method Trends in Cognitive Sciences 18 203 210 10.1016/j.tics.2014.01.002 24593982 PMC5635958 · DOI
  22. King JR Gramfort A Schurger A Naccache L Dehaene S 2014 Two distinct dynamic modes subtend the detection of unexpected sounds PLOS One 9 e85791 10.1371/journal.pone.0085791 24475052 PMC3903480 · DOI
  23. King JR Faugeras F Gramfort A Schurger A El Karoui I Sitt JD Rohaut B Wacongne C Labyt E Bekinschtein T Cohen L Naccache L Dehaene S 2013 Single-trial decoding of auditory novelty responses facilitates the detection of residual consciousness Neuroimage 83 726 738 10.1016/j.neuroimage.2013.07.013 23859924 PMC5635957 · DOI · Paper page
  24. Lamy D Salti M Bar-Haim Y 2009 Neural correlates of subjective awareness and unconscious processing: an ERP study Journal of Cognitive Neuroscience 21 1435 1446 10.1162/jocn.2009.21064 18702582 · DOI
  25. Laureys S Owen AM Schiff ND 2004 Brain function in coma, vegetative state, and related disorders Lancet Neurology 3 537 546 10.1016/S1474-4422(04)00852-X 15324722 · DOI · Paper page
  26. Levitt H 1971 Transformed up-down methods in psychoacoustics The Journal of the Acoustical Society of America 49 467 477 10.1121/1.1912375 5541744 · DOI
  27. Marti S Sackur J Sigman M Dehaene S 2010 Mapping introspection's blind spot: reconstruction of dual-task phenomenology using quantified introspection Cognition 115 303 313 10.1016/j.cognition.2010.01.003 20129603 · DOI
  28. Nakatani C Raffone A van Leeuwen C 2014 Efficiency of conscious access improves with coupling of slow and fast neural oscillations Journal of Cognitive Neuroscience 26 1168 1179 10.1162/jocn_a_00540 24345169 · DOI
  29. Nieuwenhuis S Gilzenrat MS Holmes BD Cohen JD 2005 The role of the locus coeruleus in mediating the attentional blink: a neurocomputational theory Journal of Experimental Psychology. General 134 291 307 10.1037/0096-3445.134.3.291 16131265 · DOI
  30. Oizumi M Albantakis L Tononi G 2014 From the phenomenology to the mechanisms of consciousness: integrated information theory 3.0 PLOS Computational Biology 10 e1003588 10.1371/journal.pcbi.1003588 24811198 PMC4014402 · DOI · Paper page
  31. Oostenveld R Fries P Maris E Schoffelen JM 2011 FieldTrip:open source software for advanced analysis of MEG, EEG, and invasive electrophysiological data Computational Intelligence and Neuroscience 2011 156869 10.1155/2011/156869 21253357 PMC3021840 · DOI · Paper page
  32. Pitts MA Metzler S Hillyard SA 2014a Isolating neural correlates of conscious perception from neural correlates of reporting one's perception Frontiers in Psychology 5 1078 10.3389/fpsyg.2014.01078 25339922 PMC4189413 · DOI
  33. Pitts MA Padwal J Fennelly D Martínez A Hillyard SA 2014b Gamma band activity and the P3 reflect post-perceptual processes, not visual awareness Neuroimage 101 337 350 10.1016/j.neuroimage.2014.07.024 25063731 PMC4169212 · DOI · Paper page
  34. Platt JC 1999 Fast training of support vector machines using sequential minimal optimization Advances in kernel methods MIT press 185 208
  35. Quiroga RQ Mukamel R Isham EA Malach R Fried I 2008 Human single-neuron responses at the threshold of conscious recognition Proceedings of the National Academy of Sciences of USA 105 3599 3604 10.1073/pnas.0707043105 PMC2265174 18299568 · DOI · Paper page
  36. Rossetti Y 1998 Implicit short-lived motor representations of space in brain damaged and healthy subjects Consciousness and Cognition 7 520 558 10.1006/ccog.1998.0370 9787059 · DOI
  37. Saygin AP Sereno MI 2008 Retinotopy and attention in human occipital, temporal, parietal, and frontal cortex Cerebral Cortex 18 2158 2168 10.1093/cercor/bhm242 18234687 · DOI
  38. Sereno MI Dale AM Reppas JB Kwong KK Belliveau JW Brady TJ Rosen BR Tootell RB 1995 Borders of multiple visual areas in humans revealed by functional magnetic resonance imaging Science 268 889 893 10.1126/science.7754376 7754376 · DOI
  39. Shadlen MN Kiani R 2011 Consciousness as a decision to engage Dehaene S Christen Y Characterizing Consciousness: From Cognition to the Clinic? Berlin Heidelberg Springer Verlag 27 46
  40. Sheinberg DL Logothetis NK 1997 The role of temporal cortical areas in perceptual organization Proceedings of the National Academy of Sciences of USA 94 3408 3413 10.1073/pnas.94.7.3408 PMC20383 9096407 · DOI
  41. Sigman M Dehaene S 2008 Brain mechanisms of serial and parallel processing during dual-task performance The Journal of Neuroscience 28 7585 7598 10.1523/JNEUROSCI.0948-08.2008 18650336 PMC6670853 · DOI
  42. Sitt JD King J-R El Karoui I Rohaut B Faugeras F Gramfort A Cohen L Sigman M Dehaene S Naccache L 2014 Large scale screening of neural signatures of consciousness in patients in a vegetative or minimally conscious state Brain 137 2258 2270 10.1093/brain/awu141 24919971 PMC4610185 · DOI · Paper page
  43. Soto D Mantyla T Silvanto J 2011 Working memory without consciousness Current Biology 21 R912 R913 10.1016/j.cub.2011.09.049 22115455 · DOI · Paper page
  44. Taulu S Kajola M Simola J 2004 Suppression of interference and artifacts by the signal space separation method Brain Topography 16 269 275 10.1023/B:BRAT.0000032864.93890.f9 15379226 · DOI · Paper page
  45. Van Gaal S Lamme VA Fahrenfort JJ Ridderinkhof KR 2010 Dissociable brain mechanisms underlying the conscious and unconscious control of behavior Journal of Cognitive Neuroscience 23 91 105 10.1162/jocn.2010.21431 20175675 · DOI · Paper page
  46. Weiskrantz L 1996 Blindsight revisited Current Opinion in Neurobiology 6 215 220 10.1016/S0959-4388(96)80075-4 8725963 · DOI

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Authors
Salti, M., Monto, S., Charles, L., King, J.-R., Parkkonen, L., & Dehaene, S.
Affiliations
  • Ben-Gurion University of the Negev (IL)
  • Inserm (FR)
  • Cognitive Neuroimaging Unit, Institut National de la Santé et de la Recherche Médicale, Gif sur Yvette, France
  • Université Paris-Sud (FR)
Corresponding author
Salti, Moti
Venue
eLife
Published
2015-05-21
Volume
4
ISSN
2050-084X (ISSN-L)
OpenAlex
W2151513934
Cited by
121
References
16
Citations by year
2026: 6 · 2025: 9 · 2024: 8 · 2023: 4 · 2022: 10 · 2021: 11 · 2020: 11 · 2019: 27 · 2018: 15 · 2017: 9 · 2016: 7 · 2015: 3 · 2013: 1
FWCI
6.20
Type
journal article
Language
en
Open access
Locations
  • eLife (publishedVersion, cc-by)
  • PubMed Central (publishedVersion, cc-by)
  • PubMed (publishedVersion)
  • DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion, cc-by-sa)
Funders
  • Fondation Fyssen
  • European Research Council (ERC) (NeuroConsc)
  • Direction Générale de l'Armement
Topics
  • Life Sciences › Neuroscience › Cognitive Neuroscience › Visual perception and processing mechanisms
  • Social Sciences › Psychology › Experimental and Cognitive Psychology › Philosophy and Theoretical Science
  • Life Sciences › Neuroscience › Cognitive Neuroscience › Neural dynamics and brain function
Keywords
neural correlates of consciousness, blindsight, unconscious perception, conscious access, superior parietal cortex, superior frontal cortex, temporal dynamics, multivariate pattern analysis, EEG, MEG
MeSH terms
Adult, Brain Mapping, Consciousness, Electroencephalography, Female, Humans, Male, Photic Stimulation, Space Perception, Unconscious, Psychology, Magnetoencephalography, Multivariate Analysis

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