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Cortical activity is more stable when sensory stimuli are consciously perceived
Open accessAbstract
Significance: Recently, a reduction in the variability of neural activity across trials has been proposed as a general property of sensory perception. However, in order for this increased reliability in the neuronal response to be relevant for perception it must be present at the single-trial level. Here we show that the within-trial stability of the activity evoked by a threshold-level visual stimulus is a reliable and specific indicator of whether or not the stimulus was reported as “seen.” This within-trial difference in stability coincides in time with a difference in variability across trials. We also show that the same neural stability can be used to discriminate the conscious state of brain-injured patients. These findings validate the relevance of transient neural stability for conscious perception.
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Citations
Cites
Neural networks and physical systems with emergent collective computational abilities.
Hopfield, J. J. (1982) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.79.8.2554 · Cited by 19,270
Oostenveld, R., Fries, P., Maris, E., & Schoffelen, J.-M. (2011) · Computational Intelligence and Neuroscience · doi:10.1155/2011/156869 · Cited by 10,323
The brainweb: phase synchronization and large-scale integration
Varela, F., Lachaux, J.-P., Rodriguez, E., & Martinerie, J. (2001) · Nature Reviews Neuroscience · doi:10.1038/35067550 · Cited by 4,761
Experimental and theoretical approaches to conscious processing
Dehaene, S., & Changeux, J.-P. (2011) · Neuron · doi:10.1016/j.neuron.2011.03.018 · Cited by 2,573
Self-citationThe distinct modes of vision offered by feedforward and recurrent processing
Lamme, V. A. F., & Roelfsema, P. R. (2000) · Trends in Neurosciences · doi:10.1016/s0166-2236(00)01657-x · Cited by 2,338 · cited 2×
“Importantly, recurrent rather than feed-forward interactions have been implicated in conscious perception (8, 51), and such interactions may reflect a process of convergence toward a transiently stable state (9).”
BackgroundStatistical Analysis of Circular Data.
LANGE, N. D., & Fisher, N. I. (1995) · Journal of the American Statistical Association · doi:10.2307/2291098 · Cited by 2,155
Computing with Neural Circuits: A Model
Hopfield, J. J., & Tank, D. W. (1986) · Science · doi:10.1126/science.3755256 · Cited by 2,118
The analysis of visual motion: a comparison of neuronal and psychophysical performance
Britten, K., Shadlen, M., Newsome, W., & Movshon, J. (1992) · The Journal of Neuroscience · doi:10.1523/jneurosci.12-12-04745.1992 · Cited by 1,958
Perception's shadow: long-distance synchronization of human brain activity
Rodriguez, E., George, N., Lachaux, J.-P., Martinerie, J., Renault, B., & Varela, F. J. (1999) · Nature · doi:10.1038/17120 · Cited by 1,915
The P300 wave of the human event-related potential
Picton, T. W. (1992) · Journal of Clinical Neurophysiology · doi:10.1097/00004691-199210000-00002 · Cited by 1,908
Research works printed but not linked: 1
- M Kinsbourne What qualifies a representation for a role in consciousness? Scientific Approaches to Consciousness. Carnegie Mellon Symposia on Cognition, eds JD Cohen, JW Schooler (Lawrence Erlbaum, Hillsdale, NJ), pp. 335–355 (1997).
Cited by
Sorted by citations
Items 101–156 of 156
Inability to improve performance with control shows limited access to inner states.
Perquin, M. N., Yang, J. M. K., Teufel, C., Sumner, P., Hedge, C., & Bompas, A. (2019) · Journal of Experimental Psychology General · doi:10.1037/xge0000641 · Cited by 7
No electrophysiological evidence for semantic processing during inattentional blindness
Hutchinson, B. T., Jack, B. N., Pammer, K., Canseco-Gonzalez, E., & Pitts, M. A. (2024) · NeuroImage · doi:10.1016/j.neuroimage.2024.120799 · Cited by 5
Shen, L., Wu, Z., Yue, Z., Li, B., Chen, Q., & Han, B. (2023) · Journal of Neuroscience · doi:10.1523/jneurosci.0263-23.2023 · Cited by 5
Content–state dimensions characterize different types of neuronal markers of consciousness
Pérez, P., Manasova, D., Hermann, B., Raimondo, F., Rohaut, B., Bekinschtein, T. A., Naccache, L., Arzi, A., & Sitt, J. D. (2024) · Neuroscience of Consciousness · doi:10.1093/nc/niae027 · Cited by 8
Self-citationThe role of awareness in shaping responses in human visual cortex
Huang, Z., Urale, P. W. B., Morgan, C., Rees, G. E., & Schwarzkopf, D. S. (2023) · Royal Society Open Science · doi:10.1098/rsos.230380 · Cited by 6
Neural Variability Quenching Predicts Individual Perceptual Abilities
Arazi, A., Censor, N., & Dinstein, I. (2017) · Journal of Neuroscience · doi:10.1523/jneurosci.1671-16.2017 · Cited by 7
Zięba, P. J. (2022) · Synthese · doi:10.1007/s11229-022-03687-x · Cited by 5
Fundamental computational constraints on the time course of perception and action
Edelman, S., & Moyal, R. (2017) · Progress in brain research · doi:10.1016/bs.pbr.2017.05.006 · Cited by 5
Selective maintenance mechanisms of seen and unseen sensory features in the human brainPreprint
King, J.-R., Pescetelli, N., & Dehaene, S. (2016) · bioRxiv (Cold Spring Harbor Laboratory) · doi:10.1101/040030 · Cited by 4
Self-citationWolff, A., Chen, L., Tumati, S., Golesorkhi, M., Gómez‐Pilar, J., Hu, J., Jiang, S., Mao, Y. Q., Longtin, A., & Northoff, G. (2020) · bioRxiv (Cold Spring Harbor Laboratory) · doi:10.1101/2020.12.09.417774 · Cited by 4
Goto, Y., & Kitajo, K. (2024) · PLoS Computational Biology · doi:10.1371/journal.pcbi.1012378 · Cited by 3
An Integration of Deep Learning and Neuroscience for Machine Consciousness
Mallakin, A. (2019) · Global Journal of Computer Science and Technology · doi:10.34257/gjcstdvol19is1pg21 · Cited by 3
Psychologie cognitive expérimentale
Dehaene, S. (2016) · L’annuaire du Collège de France · doi:10.4000/annuaire-cdf.12564 · Cited by 3
Self-citationNo overlap between unconscious and imagined representationsPreprint
Dijkstra, N., van Gaal, S., Geerligs, L., Bosch, S., & van Gerven, M. A. J. (2021) · doi:10.31234/osf.io/ctdmk · Cited by 3
Prägnanz in visual perceptionPreprint
Geert, E. V., & Wagemans, J. P. (2023) · doi:10.31234/osf.io/pxdg4 · Cited by 3
Terlau, J., Martini, J., & Helfrich, R. F. (2025) · Neuron · doi:10.1016/j.neuron.2025.10.015 · Cited by 2
Induction of Kanizsa contours requires awareness of the inducing contextPreprint
Banica, T., & Schwarzkopf, D. S. (2016) · bioRxiv (Cold Spring Harbor Laboratory) · doi:10.1101/050526 · Cited by 2
The relationship between neural variability and neural oscillationsPreprint
Daniel, E., Meindertsma, T., Arazi, A., Donner, T. H., & Dinstein, I. (2019) · bioRxiv (Cold Spring Harbor Laboratory) · doi:10.1101/555649 · Cited by 2
Disinhibition maintains network performances in concept learning through regulating neural responses
Liu, W., & Ren, R. (2025) · Neurocomputing · doi:10.1016/j.neucom.2025.130760 · Cited by 1
Multisensory integration in chaotic networks
Ponzi, A. P. D., & Suzuki, K. (2025) · Neural Networks · doi:10.1016/j.neunet.2025.107766 · Cited by 1
Neural activity patterns stabilize during wakefulness and conscious experience
van Gaal, S. (2025) · PLoS Biology · doi:10.1371/journal.pbio.3003252 · Cited by 1
Evaluating the abnormal neural variability in schizophrenia: A TMS-EEG study
Niu, Z., Jia, L., Tian, L., Liu, Y., Lian, S., Liu, Y., Li, Y., & Xiaoli Li, A. (2025) · Schizophrenia Research · doi:10.1016/j.schres.2025.08.005 · Cited by 2
Dynamics of the attentional blink in preverbal infants
Leroy, F., Naik, S., Gulbinaite, R., Palu, M., Battaglia, D. A., & Dehaene‐Lambertz, G. (2026) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.2526752123 · Cited by 1
The primary (dis)function of consciousness: (Non)Integration
Mudrik, L. (2016) · Behavioral and Brain Sciences · doi:10.1017/s0140525x15002198 · Cited by 1
Temporo-spatial theory of consciousness I—form and level/state
Northoff, G. (2024) · Elsevier eBooks · doi:10.1016/b978-0-12-821935-5.00002-8 · Cited by 1
Bachmann, T. (2020) · Frontiers in Human Neuroscience · doi:10.3389/fnhum.2020.00195 · Cited by 1
Retrospective attention strengthens a report-independent neural signature of visual perceptionPreprint
Li, Y., Wan, X., Mao, M., Jin, L., Cai, Y., & Zhang, X. (2024) · bioRxiv (Cold Spring Harbor Laboratory) · doi:10.1101/2024.11.09.622275 · Cited by 1
Perceptual reality monitoring as higher-order inference on sensory precisionPreprint
Dijkstra, N., & Fleming, S. M. (2025) · doi:10.31234/osf.io/36xdz_v1 · Cited by 1
Entanglement: The Interaction Between Individual and Collective Consciousness
Walker, A. (2018) · Palgrave Macmillan UK eBooks · doi:10.1057/978-1-137-54414-8_2
General markers of conscious visual perception and their timingPreprint
Rutiku, R., Aru, J., & Bachmann, T. (2014) · arXiv (Cornell University) · doi:10.48550/arxiv.1409.2842
Visual Misperceptions and Behavioral Variability in Parkinson’s Disease
Miloserdov, K. (2020) · eDiss (Georg-August-Universität Göttingen) · doi:10.53846/goediss-7828
Neural correlates of conscious visual processing
Poland, E. (2021) · eDiss (Georg-August-Universität Göttingen) · doi:10.53846/goediss-8601
The role of awareness in shaping responses in human visual cortexPreprint
Schwarzkopf, D. S., Huang, Z., Urale, P. W. B., Morgan, C., & Rees, G. E. (2023) · doi:10.31219/osf.io/n3t4f
Neural signatures of voluntary action with long-range intentionsPreprint
Chen, X., Chen, J., Reed, P., & Zhang, D. (2023) · Research Square · doi:10.21203/rs.3.rs-2083949/v1
Chen, X., Chen, J., Reed, P., & Zhang, D. (2023) · Research Square · doi:10.21203/rs.3.rs-2083949/v2
The jungle of consciousness—current neuroscientific theories
Northoff, G. (2024) · Elsevier eBooks · doi:10.1016/b978-0-12-821935-5.00045-4
Neurodynamic mechanisms of neural variability
Northoff, G. (2024) · Elsevier eBooks · doi:10.1016/b978-0-12-821935-5.00043-0
Temporo-spatial theory of consciousness (TTC) II
Northoff, G. (2024) · Elsevier eBooks · doi:10.1016/b978-0-12-821935-5.00041-7
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Dijkstra, N., & Fleming, S. M. (2025) · doi:10.31234/osf.io/36xdz_v2
Jenkins, K. C., Toleson, S., House, A., Kreutzer, K. A., Phan, K. L., & Gorka, S. M. (2025) · Alcoholism Clinical and Experimental Research · doi:10.1111/acer.70152
A Caveat Regarding the Unfolding Argument: Implications of PlasticityPreprint
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Self-citationNazir, A. H., Watanabe, T., Lundqvist, M., Khalighinejad, N., Kotaleski, J. H., & Liljenström, H. (2025) · bioRxiv (Cold Spring Harbor Laboratory) · doi:10.1101/2025.11.28.691148
Content-State Dimensions Characterize Different Types of Neural Correlates of ConsciousnessPreprint
Pérez, P., Manasova, D., Hermann, B., Raimondo, F., Bekinschtein, T., Naccache, L., Arzi, A., & Sitt, J. D. (2023) · PsyArXiv (OSF Preprints) · doi:10.31234/osf.io/xkeuv
Self-citationA late meta-stable code of conscious access in the absence of reportPreprint
Hutchinson, B. T., Dehaene, S., Slagter, H. A., & Pitts, M. A. (2026) · bioRxiv (Cold Spring Harbor Laboratory) · doi:10.64898/2026.01.30.702733 · Cited by 1
Self-citationJeantin, L., Bourdillon, P., Guénot, M., Bastuji, H., Sitt, J. D., & Naccache, L. (2026) · PNAS Nexus · doi:10.1093/pnasnexus/pgag048
Self-citationThe neural bases of consciousness in the healthy and in the pathological brain
Corazzol, M. (2017) · theses.fr (ABES) · doi:10.70675/e53dc662zecd7z424fza726zc52bd3a3fda7
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Williams, M. (2018) · theses.fr (ABES) · doi:10.70675/f3f16401z6809z4b94z8a26z7ab6e7bd4a9f
Behavioral and neural properties of conscious and unconscious expectancy effects
Rozier, C. (2018) · theses.fr (ABES) · doi:10.70675/995b04ecz26b6z43d0z8a32z6715548ab55d
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Hermann, B. (2019) · theses.fr (ABES) · doi:10.70675/e8620819z412fz4bd4z8475z998a979bfe82
A Caveat Regarding the Unfolding Argument: Implications of Plasticity
O'Reilly-Shah, V., Selvitella, A., & Schurger, A. (n.d.) · PhilPapers (PhilPapers Foundation)
Self-citationPrecursor Processes of Human Schedule Responding: Goal‐Directedness Emerges After Burst Initiation
Chen, X., Zhang, D., & Reed, P. (2026) · Psychophysiology · doi:10.1111/psyp.70319
A caveat regarding the unfolding argument: implications of plasticity
O’Reilly-Shah, V. N., Selvitella, A., & Schurger, A. (2026) · Neuroscience of Consciousness · doi:10.1093/nc/niag027
Self-citationDissociable Trait Correlates of P300 Variability and Amplitude: Conscientiousness and Disinhibition
Jones, D. N., Bowyer, C. B., Martin, C. B., Patrick, C. J., & Joyner, K. J. (2026) · Psychophysiology · doi:10.1111/psyp.70369
Metadata
- Authors
- Schurger, A., Sarigiannidis, I., Naccache, L., Sitt, J. D., & Dehaene, S.
- Affiliations
- Inserm (FR)
- Université Paris-Sud (FR)
- Centre National de la Recherche Scientifique (FR)
- Venue
- Proceedings of the National Academy of Sciences
- Publisher
- National Academy of Sciences
- Published
- 2015-04-06
- Volume
- 112
- Issue
- 16
- Pages
- E2083-92
- ISSN
- 0027-8424 (ISSN-L)
- 1091-6490
- PMC
- PMC4413285
- OpenAlex
- W1991396817
- Cited by
- 155
- References
- 88
- Citations by year
- 2026: 7 · 2025: 15 · 2024: 14 · 2023: 14 · 2022: 10 · 2021: 12 · 2020: 15 · 2019: 13 · 2018: 9 · 2017: 20 · 2016: 17 · 2015: 8
- FWCI
- 10.83
- Type
- journal article
- Language
- en
- Open access
- green
- www.ncbi.nlm.nih.gov
- Locations
- Proceedings of the National Academy of Sciences (publishedVersion)
- Europe PMC (PubMed Central) (publishedVersion)
- PubMed Central (publishedVersion)
- PubMed (publishedVersion)
- Chapman University Digital Commons (Chapman University) (submittedVersion)
- Infoscience (Ecole Polytechnique Fédérale de Lausanne) (submittedVersion)
- Infoscience (Ecole Polytechnique Fédérale de Lausanne) (submittedVersion, cc-by-nc-nd)
- Funders
- EC | European Research Council (Marie Curie Fellowship FP7-PEOPLE-2009-IIF 252665, Erasmus Fellowship)
- Topics
- Life Sciences › Neuroscience › Cognitive Neuroscience › Neural dynamics and brain function
- Life Sciences › Neuroscience › Cognitive Neuroscience › Visual perception and processing mechanisms
- Social Sciences › Arts and Humanities › Philosophy › Philosophy and Theoretical Science
- Keywords
- conscious perception, trial-to-trial variability, pattern similarity, visual perception, disorders of consciousness, level of consciousness, MEG, EEG, decision-making
- MeSH terms
- Adult, Cerebral Cortex, Consciousness, Consciousness Disorders, Evoked Potentials, Female, Humans, Male, Perception, Physical Stimulation, Sensation, Task Performance and Analysis, Time Factors, Reproducibility of Results, Young Adult
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