Neurons along the auditory pathway exhibit a hierarchical organization of prediction error
Open accessAbstract
Perception is characterized by a reciprocal exchange of predictions and prediction error signals between neural regions. However, the relationship between such sensory mismatch responses and hierarchical predictive processing has not yet been demonstrated at the neuronal level in the auditory pathway. We recorded single-neuron activity from different auditory centers in anaesthetized rats and awake mice while animals were played a sequence of sounds, designed to separate the responses due to prediction error from those due to adaptation effects. Here we report that prediction error is organized hierarchically along the central auditory pathway. These prediction error signals are detectable in subcortical regions and increase as the signals move towards auditory cortex, which in turn demonstrates a large-scale mismatch potential. Finally, the predictive activity of single auditory neurons underlies automatic deviance detection at subcortical levels of processing. These results demonstrate that prediction error is a fundamental component of singly auditory neuron responses.
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Several paradigms shown in this article have been already used for investigations of MMN in non-human animals.
“Several paradigms shown in this article have been already used for investigations of MMN in non-human animals (49–51).”
From A Predictive Coding Perspective on Mismatch Negativity Impairment in Schizophrenia (2020) · cites this paper as [51]
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Cites
The Rat Brain in Stereotaxic Coordinates
Paxinos, G., & Watson, C. (1983) · Elsevier eBooks · doi:10.1016/c2009-0-63235-9 · Cited by 28,585 · see citing works
The Mouse Brain in Stereotaxic Coordinates
Paxinos, G. (2001) · Cited by 12,859 · see citing works
Paxinos, G. (1985) · Cited by 3,715 · see citing works
The mismatch negativity (MMN) in basic research of central auditory processing: A review
Näätänen, R., Paavilainen, P., Rinne, T., & Alho, K. (2007) · Clinical Neurophysiology · doi:10.1016/j.clinph.2007.04.026 · Cited by 2,644 · see citing works
Canonical Microcircuits for Predictive Coding
Bastos, A. M., Usrey, W. M., Adams, R. A., Mangun, G. R., Fries, P., & Friston, K. J. (2012) · Neuron · doi:10.1016/j.neuron.2012.10.038 · Cited by 2,421 · see citing works
The free-energy principle: a rough guide to the brain?
Friston, K. (2009) · Trends in Cognitive Sciences · doi:10.1016/j.tics.2009.04.005 · Cited by 1,831 · see citing works
Synaptic depression and cortical gain control
Abbott, L. F., Varela, J. A., Sen, K., & Nelson, S. B. (1997) · Science · doi:10.1126/science.275.5297.221 · Cited by 1,690 · see citing works
The mismatch negativity: a review of underlying mechanisms
Garrido, M. I., Kilner, J. M., Stephan, K. E., & Friston, K. J. (2009) · Clinical Neurophysiology · doi:10.1016/j.clinph.2008.11.029 · Cited by 1,441 · see citing works
Processing of low-probability sounds by cortical neurons
Ulanovsky, N., Las, L., & Nelken, I. (2003) · Nature Neuroscience · doi:10.1038/nn1032 · Cited by 1,049 · see citing works
Cortical feedback improves discrimination between figure and background by V1, V2 and V3 neurons
Hupé, J. M., James, A. C., Payne, B. R., Lomber, S. G., Girard, P., & Bullier, J. (1998) · Nature · doi:10.1038/29537 · Cited by 864 · see citing works
Modeling the auditory scene: predictive regularity representations and perceptual objects
Winkler, I., Denham, S. L., & Nelken, I. (2009) · Trends in Cognitive Sciences · doi:10.1016/j.tics.2009.09.003 · Cited by 562 · see citing works
Mismatch negativity (MMN), the deviance-elicited auditory deflection, explained
May, P. J. C., & Tiitinen, H. (2010) · Psychophysiology · doi:10.1111/j.1469-8986.2009.00856.x · Cited by 549 · see citing works
A neuronal model of predictive coding accounting for the mismatch negativity.
Wacongne, C., Changeux, J.-P., & Dehaene, S. (2012) · The Journal of Neuroscience · doi:10.1523/jneurosci.5003-11.2012 · Cited by 542 · see citing works
Dehaene, S., Meyniel, F., Wacongne, C., Wang, L., & Pallier, C. (2015) · Neuron · doi:10.1016/j.neuron.2015.09.019 · Cited by 478 · see citing works
Great Expectations: Is there Evidence for Predictive Coding in Auditory Cortex?
Heilbron, M., & Chait, M. (2018) · Neuroscience · doi:10.1016/j.neuroscience.2017.07.061 · Cited by 428 · see citing works
Güntürkün, O., & Bugnyar, T. (2016) · Trends in Cognitive Sciences · doi:10.1016/j.tics.2016.02.001 · Cited by 388 · see citing works
Stimulus-Specific Adaptation in the Inferior Colliculus of the Anesthetized Rat
Malmierca, M. S., Cristaudo, S., Pérez‐González, D., & Covey, E. (2009) · Journal of Neuroscience · doi:10.1523/jneurosci.4153-08.2009 · Cited by 379 · see citing works
Self-citationMultiparametric Auditory Receptive Field Organization Across Five Cortical Fields in the Albino Rat
Polley, D. B., Read, H. L., Storace, D. A., & Merzenich, M. M. (2007) · Journal of Neurophysiology · doi:10.1152/jn.01298.2006 · Cited by 340 · see citing works
Visual mismatch negativity: a predictive coding view
Stefanics, G., Kremláček, J., & Czigler, I. (2014) · Frontiers in Human Neuroscience · doi:10.3389/fnhum.2014.00666 · Cited by 338 · see citing works
Early electrophysiological indicators for predictive processing in audition: A review
Bendixen, A., SanMiguel, I., & Schröger, E. (2011) · International Journal of Psychophysiology · doi:10.1016/j.ijpsycho.2011.08.003 · Cited by 331 · see citing works
Repetition suppression and its contextual determinants in predictive coding
Auksztulewicz, R., & Friston, K. (2016) · Cortex · doi:10.1016/j.cortex.2015.11.024 · Cited by 307 · see citing works
The evolution of reproductive isolation through sexual conflict
Martin, O. Y., & Hosken, D. J. (2003) · Nature · doi:10.1038/nature01752 · Cited by 291 · see citing works
Corticocentric myopia: old bias in new cognitive sciences
Parvizi, J. (2009) · Trends in Cognitive Sciences · doi:10.1016/j.tics.2009.04.008 · Cited by 260 · see citing works
Umbricht, D., Koller, R., Vollenweider, F. X., & Schmid, L. (2002) · Biological Psychiatry · doi:10.1016/s0006-3223(01)01242-2 · Cited by 258 · see citing works
Stimulus-Specific Adaptation and Deviance Detection in the Rat Auditory Cortex
Taaseh, N., Yaron, A., & Nelken, I. (2011) · PLoS ONE · doi:10.1371/journal.pone.0023369 · Cited by 256 · see citing works
Disruption of hierarchical predictive coding during sleep
Strauss, M., Sitt, J. D., King, J.-R., Elbaz, M., Azizi, L., Buiatti, M., Naccache, L., van Wassenhove, V., & Dehaene, S. (2015) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1501026112 · Cited by 244 · see citing works
Guo, W., Chambers, A. R., Darrow, K. N., Hancock, K. E., Shinn‐Cunningham, B. G., & Polley, D. B. (2012) · Journal of Neuroscience · doi:10.1523/jneurosci.0065-12.2012 · Cited by 226 · see citing works
Beaudrot, L. H., Ahumada, J., O’Brien, T. G., Álvarez-Loayza, P., Boekee, K., Campos‐Arceiz, A., Eichberg, D., Espinosa, S., Fegraus, E., Fletcher, C. D., et al. (2016) · PLoS Biology · doi:10.1371/journal.pbio.1002357 · Cited by 225 · see citing works
Repetition effects to sounds: evidence for predictive coding in the auditory system
Baldeweg, T. (2006) · Trends in Cognitive Sciences · doi:10.1016/j.tics.2006.01.010 · Cited by 223 · see citing works
Farley, B. J., Quirk, M. C., Doherty, J. J., & Christian, E. P. (2010) · The Journal of Neuroscience · doi:10.1523/jneurosci.2793-10.2010 · Cited by 183 · see citing works
Fishman, Y. I., & Steinschneider, M. (2012) · The Journal of Neuroscience · doi:10.1523/jneurosci.2835-12.2012 · Cited by 174 · see citing works
Graybiel, A. M. (1973) · Brain Research · doi:10.1016/0006-8993(73)90420-4 · Cited by 174 · see citing works
Somatostatin Interneurons Control a Key Component of Mismatch Negativity in Mouse Visual Cortex
Hamm, J. P., & Yuste, R. (2016) · Cell Reports · doi:10.1016/j.celrep.2016.06.037 · Cited by 165 · see citing works
Unraveling the principles of auditory cortical processing: can we learn from the visual system?
King, A. J., & Nelken, I. (2009) · Nature Neuroscience · doi:10.1038/nn.2308 · Cited by 164 · see citing works
Hierarchy of prediction errors for auditory events in human temporal and frontal cortex
Dürschmid, S., Edwards, E., Reichert, C., Dewar, C., Hinrichs, H., Heinze, H.-J., Kirsch, H. E., Dalal, S. S., Deouell, L. Y., & Knight, R. T. (2016) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1525030113 · Cited by 161 · see citing works
Malmierca, M. S., Anderson, L. A., & Antunes, F. M. (2015) · Frontiers in Systems Neuroscience · doi:10.3389/fnsys.2015.00019 · Cited by 159 · see citing works
Self-citationBastos, A. M., Litvak, V., Moran, R., Bosman, C. A., Fries, P., & Friston, K. J. (2015) · NeuroImage · doi:10.1016/j.neuroimage.2014.12.081 · Cited by 152 · see citing works
Chen, I.-W., Helmchen, F., & Lütcke, H. (2015) · Journal of Neuroscience · doi:10.1523/jneurosci.2240-15.2015 · Cited by 142 · see citing works
Joan, A. L., Aitana, S., Romero, S., Miquel, M., & Jordi Riba, A. (2015) · Frontiers in Systems Neuroscience · doi:10.3389/conf.fnsys.2015.06.00008 · Cited by 141 · see citing works
Rapid Sensory Adaptation Redux: A Circuit Perspective
Whitmire, C. J., & Stanley, G. B. (2016) · Neuron · doi:10.1016/j.neuron.2016.09.046 · Cited by 140 · see citing works
Chemically Defined Parallel Pathways in the Monkey Auditory System
Jones, E. G. (2003) · Annals of the New York Academy of Sciences · doi:10.1196/annals.1284.033 · Cited by 138 · see citing works
The auditory novelty system: An attempt to integrate human and animal research
Escera, C., & Malmierca, M. S. (2013) · Psychophysiology · doi:10.1111/psyp.12156 · Cited by 135 · see citing works
Self-citationJavier, N.-D., & Malmierca, M. S. (2016) · PLoS Biology · doi:10.1371/journal.pbio.1002397 · Cited by 131 · see citing works
Self-citationThe Mechanisms and Meaning of the Mismatch Negativity
Fishman, Y. I. (2013) · Brain Topography · doi:10.1007/s10548-013-0337-3 · Cited by 121 · see citing works
Sensory and cognitive mechanisms for preattentive change detection in auditory cortex
Opitz, B., Schröger, E., & von Cramon, D. Y. (2005) · European Journal of Neuroscience · doi:10.1111/j.1460-9568.2005.03839.x · Cited by 116 · see citing works
Finding the right control: The mismatch negativity under investigation
Ruhnau, P., Herrmann, B., & Schröger, E. (2011) · Clinical Neurophysiology · doi:10.1016/j.clinph.2011.07.035 · Cited by 116 · see citing works
Neuronal adaptation, novelty detection and regularity encoding in audition
Malmierca, M. S. (2014) · Frontiers in Systems Neuroscience · doi:10.3389/fnsys.2014.00111 · Cited by 113 · see citing works
Self-citationStimulus-specific adaptation and deviance detection in the inferior colliculus
Ayala, Y. A., & Malmierca, M. S. (2013) · Frontiers in Neural Circuits · doi:10.3389/fncir.2012.00089 · Cited by 108 · see citing works
Self-citationMartin, C., Houitte, D., Guillermier, M., Petit, F., Bonvento, G., & Gurden, H. (2012) · Frontiers in Neural Circuits · doi:10.3389/fncir.2012.00001 · Cited by 106 · see citing works
Duque, D., Pérez‐González, D., Ayala, Y. A., Palmer, A. R., & Malmierca, M. S. (2012) · Journal of Neuroscience · doi:10.1523/jneurosci.3190-12.2012 · Cited by 106 · see citing works
Self-citationMismatch Negativity (MMN) in Freely-Moving Rats with Several Experimental Controls
Harms, L. R., Fulham, W. R., Todd, J., Budd, T. W., Hunter, M., Meehan, C. L., Penttonen, M., Schall, U., Zavitsanou, K., Hodgson, D. M., et al. (2014) · PLoS ONE · doi:10.1371/journal.pone.0110892 · Cited by 104 · see citing works
Frequency discrimination and stimulus deviance in the inferior colliculus and cochlear nucleus
Ayala, Y. A., Pérez‐González, D., Duque, D., Nelken, I., & Malmierca, M. S. (2013) · Frontiers in Neural Circuits · doi:10.3389/fncir.2012.00119 · Cited by 91 · see citing works
Self-citationCerebral responses to local and global auditory novelty under general anesthesia
Uhrig, L., Janssen, D., Dehaene, S., & Jarraya, B. (2016) · NeuroImage · doi:10.1016/j.neuroimage.2016.08.004 · Cited by 82 · see citing works
On the classification of pathways in the auditory midbrain, thalamus, and cortex
Lee, C. C., & Sherman, S. M. (2010) · Hearing Research · doi:10.1016/j.heares.2010.12.012 · Cited by 80 · see citing works
Phillips, H. N., Blenkmann, A. O., Hughes, L. E., Kochen, S. S., Bekinschtein, T. A., Cam‐CAN, & Rowe, J. B. (2016) · Cortex · doi:10.1016/j.cortex.2016.05.001 · Cited by 76 · see citing works
Cascaded Effects of Spatial Adaptation in the Early Visual System
Dhruv, N. T., & Carandini, M. (2014) · Neuron · doi:10.1016/j.neuron.2013.11.025 · Cited by 75 · see citing works
Peter, V., McArthur, G. M., & Thompson, W. F. (2010) · Neuroscience Letters · doi:10.1016/j.neulet.2010.07.010 · Cited by 75 · see citing works
Criteria for determining whether mismatch responses exist in animal models: Focus on rodents
Harms, L. R., Michie, P. T., & Näätänen, R. (2015) · Biological Psychology · doi:10.1016/j.biopsycho.2015.07.006 · Cited by 74 · see citing works
Duque, D., Malmierca, M. S., & Caspary, D. M. (2013) · The Journal of Physiology · doi:10.1113/jphysiol.2013.261941 · Cited by 72 · see citing works
Self-citationCortical Mapping of Mismatch Negativity with Deviance Detection Property in Rat
Shiramatsu, T. I., Kanzaki, R., & Takahashi, H. (2013) · PLoS ONE · doi:10.1371/journal.pone.0082663 · Cited by 71 · see citing works
Duque, D., & Malmierca, M. S. (2014) · Brain Structure and Function · doi:10.1007/s00429-014-0862-1 · Cited by 71 · see citing works
Self-citationJoachimsthaler, B., Uhlmann, M., Miller, F., Ehret, G., & Kurt, S. (2014) · European Journal of Neuroscience · doi:10.1111/ejn.12478 · Cited by 69 · see citing works
Cholinergic Modulation of Stimulus-Specific Adaptation in the Inferior Colliculus
Ayala, Y. A., & Malmierca, M. S. (2015) · Journal of Neuroscience · doi:10.1523/jneurosci.0909-15.2015 · Cited by 66 · see citing works
Self-citationAyala, Y. A., Pérez‐González, D., & Malmierca, M. S. (2015) · Biological Psychology · doi:10.1016/j.biopsycho.2015.06.016 · Cited by 57 · see citing works
Self-citationVinken, K., Vogels, R., & de Beeck, H. O. (2017) · Current Biology · doi:10.1016/j.cub.2017.02.024 · Cited by 56 · see citing works
An Overview of Stimulus-Specific Adaptation in the Auditory Thalamus
Antunes, F. M., & Malmierca, M. S. (2013) · Brain Topography · doi:10.1007/s10548-013-0342-6 · Cited by 55 · see citing works
Self-citationDuque, D., Wang, X., Javier, N.-D., Krumbholz, K., & Malmierca, M. S. (2016) · Scientific Reports · doi:10.1038/srep24114 · Cited by 54 · see citing works
Self-citationAyala, Y. A., Udeh, A., Dutta, K., Bishop, D. C., Malmierca, M. S., & Oliver, D. L. (2015) · Scientific Reports · doi:10.1038/srep10383 · Cited by 50 · see citing works
Self-citationDeviant Processing in the Primary Somatosensory Cortex
Musall, S., Haiss, F., Weber, B., & von der Behrens, W. (2015) · Cerebral Cortex · doi:10.1093/cercor/bhv283 · Cited by 48 · see citing works
Mittag, M., Takegata, R., & Winkler, I. (2016) · Journal of Neuroscience · doi:10.1523/jneurosci.1041-16.2016 · Cited by 39 · see citing works
Adaptation of high-gamma responses in human auditory association cortex
Eliades, S. J., Crone, N. E., Anderson, W. S., Ramadoss, D., Lenz, F. A., & Boatman‐Reich, D. (2014) · Journal of Neurophysiology · doi:10.1152/jn.00207.2014 · Cited by 32 · see citing works
Recasens, M., Grimm, S., Wollbrink, A., Pantev, C., & Escera, C. (2014) · Human Brain Mapping · doi:10.1002/hbm.22582 · Cited by 31 · see citing works
Self-citationDeviance detection by a P3-like response in rat posterior parietal cortex
Imada, A., Morris, A., & Wiest, M. (2013) · Frontiers in Integrative Neuroscience · doi:10.3389/fnint.2012.00127 · Cited by 23 · see citing works
Klein, C., von der Behrens, W., & Gaese, B. H. (2014) · Brain Topography · doi:10.1007/s10548-014-0376-4 · Cited by 22 · see citing works
Ayala, Y. A., Pérez‐González, D., Duque, D., Palmer, A. R., & Malmierca, M. S. (2016) · Journal of Visualized Experiments · doi:10.3791/53914 · Cited by 12 · see citing works
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Flagged first, then by citations
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Sorted by citations
How Do Expectations Shape Perception?
de Lange, F. P., Heilbron, M., & Kok, P. (2018) · Trends in Cognitive Sciences · doi:10.1016/j.tics.2018.06.002 · Cited by 975 · see citing works
Carbajal, G. V., & Malmierca, M. S. (2018) · Trends in Hearing · doi:10.1177/2331216518784822 · Cited by 228 · see citing works
Self-citationEvolving perspectives on the sources of the frequency-following response
Coffey, E. B. J., Nicol, T., White-Schwoch, T., Chandrasekaran, B., Krizman, J., Skoe, E., Zatorre, R. J., & Kraus, N. (2019) · Nature Communications · doi:10.1038/s41467-019-13003-w · Cited by 207 · see citing works
Making Sense of Mismatch Negativity
Fitzgerald, K. S., & Todd, J. (2020) · Frontiers in Psychiatry · doi:10.3389/fpsyt.2020.00468 · Cited by 217 · see citing works
Principles of large-scale neural interactions
Vinck, M. A., Uran, C., Spyropoulos, G., Onorato, I., Broggini, A. C., Schneider, M., & Canales‐Johnson, A. (2023) · Neuron · doi:10.1016/j.neuron.2023.03.015 · Cited by 160 · see citing works
Forms of prediction in the nervous system
Teufel, C., & Fletcher, P. C. (2020) · Nature Reviews Neuroscience · doi:10.1038/s41583-020-0275-5 · Cited by 155 · see citing works
Enhanced deviant responses in patterned relative to random sound sequences
Southwell, R., & Chait, M. (2018) · Cortex · doi:10.1016/j.cortex.2018.08.032 · Cited by 80 · see citing works
Principles of Temporal Processing Across the Cortical Hierarchy
Himberger, K. D., Chien, H.-Y. S., & Honey, C. J. (2018) · Neuroscience · doi:10.1016/j.neuroscience.2018.04.030 · Cited by 87 · see citing works
Prediction error signaling explains neuronal mismatch responses in the medial prefrontal cortex
Casado-Román, L., Carbajal, G. V., Pérez‐González, D., & Malmierca, M. S. (2020) · PLoS Biology · doi:10.1371/journal.pbio.3001019 · Cited by 82 · see citing works
Self-citationCortical ensembles selective for context
Hamm, J. P., Shymkiv, Y., Han, S., Yang, W., & Yuste, R. (2021) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.2026179118 · Cited by 76 · see citing works
Recent advances in understanding the auditory cortex
King, A. J., Teki, S., & Willmore, B. D. B. (2018) · F1000Research · doi:10.12688/f1000research.15580.1 · Cited by 79 · see citing works
Mismatch negativity (MMN) as a tool for translational investigations into early psychosis: A review
Tada, M., Kirihara, K., Mizutani, S., Uka, T., Kunii, N., Koshiyama, D., Fujioka, M., Usui, K., Nagai, T., Araki, T., et al. (2019) · International Journal of Psychophysiology · doi:10.1016/j.ijpsycho.2019.02.009 · Cited by 74 · see citing works
Towards a Unified View on Pathways and Functions of Neural Recurrent Processing
Pennartz, C. M. A., Dora, S., Muckli, L., & Lorteije, J. A. M. (2019) · Trends in Neurosciences · doi:10.1016/j.tins.2019.07.005 · Cited by 73 · see citing works
“It can be applied to domains other than vision, such as the representation of internal-body parameters [62], hearing, and other sensory modalities [63,64].”
BackgroundAdaptation in auditory processing
Willmore, B. D. B., & King, A. J. (2022) · Physiological Reviews · doi:10.1152/physrev.00011.2022 · Cited by 77 · see citing works
Antunes, F. M., & Malmierca, M. S. (2021) · Frontiers in Neural Circuits · doi:10.3389/fncir.2021.721186 · Cited by 71 · see citing works
Self-citationVisual Influences on Auditory Behavioral, Neural, and Perceptual Processes: A Review
Opoku-Baah, C., Schoenhaut, A. M., Vassall, S. G., Tovar, D. A., Ramachandran, R., & Wallace, M. T. (2021) · Journal of the Association for Research in Otolaryngology · doi:10.1007/s10162-021-00789-0 · Cited by 72 · see citing works
Grisoni, L., Tomasello, R., & Friedemann Pulvermüller, A. (2020) · Cerebral Cortex · doi:10.1093/cercor/bhaa308 · Cited by 64 · see citing works
Reduced Auditory Mismatch Negativity Reflects Impaired Deviance Detection in Schizophrenia
Koshiyama, D., Kirihara, K., Tada, M., Nagai, T., Fujioka, M., Usui, K., Araki, T., & Kasai, K. (2020) · Schizophrenia Bulletin · doi:10.1093/schbul/sbaa006 · Cited by 63 · see citing works
Top-down input modulates visual context processing through an interneuron-specific circuit
Bastos, G., Holmes, J. T., Ross, J. M., Rader, A., Gallimore, C. G., Wargo, J. A., Peterka, D. S., & Hamm, J. P. (2023) · Cell Reports · doi:10.1016/j.celrep.2023.113133 · Cited by 55 · see citing works
Neural circuits underlying auditory contrast gain control and their perceptual implications
Lohse, M., Bajo, V. M., King, A. J., & Willmore, B. D. B. (2020) · Nature Communications · doi:10.1038/s41467-019-14163-5 · Cited by 60 · see citing works
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Ross, J. M., & Hamm, J. P. (2020) · Frontiers in Neural Circuits · doi:10.3389/fncir.2020.00013 · Cited by 60 · see citing works
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Valdés‐Baizabal, C., Carbajal, G. V., Pérez‐González, D., & Malmierca, M. S. (2020) · PLoS Biology · doi:10.1371/journal.pbio.3000744 · Cited by 55 · see citing works
Self-citationStrube, A., Rose, M., Fazeli, S., & Büchel, C. (2021) · eLife · doi:10.7554/elife.62809 · Cited by 56 · see citing works
Quiroga‐Martinez, D. R., Hansen, N. C., Højlund, A., Pearce, M. T., Brattico, E., & Vuust, P. (2020) · NeuroImage · doi:10.1016/j.neuroimage.2020.116816 · Cited by 57 · see citing works
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Kirihara, K., Tada, M., Koshiyama, D., Fujioka, M., Usui, K., Araki, T., & Kasai, K. (2020) · Frontiers in Psychiatry · doi:10.3389/fpsyt.2020.00660 · Cited by 51 · see citing works
Novel stimuli evoke excess activity in the mouse primary visual cortex
Homann, J., Koay, S. A., Chen, K. S., Tank, D. W., & Berry, M. J. (2022) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.2108882119 · Cited by 53 · see citing works
Constructing the hierarchy of predictive auditory sequences in the marmoset brain
Jiang, Y., Komatsu, M., Chen, Y., Xie, R., Zhang, K., Xia, Y., Gui, P., Liang, Z., & Wang, L. (2022) · eLife · doi:10.7554/elife.74653 · Cited by 51 · see citing works
Lao-Rodríguez, A. B., Przewrocki, K., Pérez‐González, D., Alishbayli, A., Yılmaz, E. O., Malmierca, M. S., & Englitz, B. (2023) · Science Advances · doi:10.1126/sciadv.abq8657 · Cited by 51 · see citing works
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Wang, B., Zartaloudi, E., Linden, J. F., & Bramon, E. (2022) · Translational Psychiatry · doi:10.1038/s41398-022-01860-x · Cited by 47 · see citing works
Curiosity-driven exploration: foundations in neuroscience and computational modeling
Modirshanechi, A., Kondrakiewicz, K., Gerstner, W., & Haesler, S. (2023) · Trends in Neurosciences · doi:10.1016/j.tins.2023.10.002 · Cited by 48 · see citing works
Sikkens, T., Bosman, C. A., & Olcese, U. (2019) · Frontiers in Systems Neuroscience · doi:10.3389/fnsys.2019.00031 · Cited by 50 · see citing works
Font-Alaminos, M., Cornella, M., Costa-Faidella, J., Hervás, A., Leung, S., Rueda, I., & Escera, C. (2020) · Biological Psychology · doi:10.1016/j.biopsycho.2019.107807 · Cited by 47 · see citing works
Self-citationAbstract rules drive adaptation in the subcortical sensory pathway
Tabas, A., Mihai, P. G., Kiebel, S. J., Trampel, R., & von Kriegstein, K. (2020) · eLife · doi:10.7554/elife.64501 · Cited by 44 · see citing works
The Adaptation Model Offers a Challenge for the Predictive Coding Account of Mismatch Negativity
May, P. J. C. (2021) · Frontiers in Human Neuroscience · doi:10.3389/fnhum.2021.721574 · Cited by 43 · see citing works
Deviance sensitivity in the auditory cortex of freely moving rats
Polterovich, A., Jankowski, M. M., & Nelken, I. (2018) · PLoS ONE · doi:10.1371/journal.pone.0197678 · Cited by 42 · see citing works
Magnetoencephalographic signatures of hierarchical rule learning in newborns
Moser, J., Schleger, F., Weiß, M., Sippel, K., Dehaene‐Lambertz, G., & Preissl, H. T. (2020) · Developmental Cognitive Neuroscience · doi:10.1016/j.dcn.2020.100871 · Cited by 45 · see citing works
Camalier, C. R., Scarim, K. C., Mishkin, M., & Averbeck, B. B. (2019) · Journal of Cognitive Neuroscience · doi:10.1162/jocn_a_01387 · Cited by 38 · see citing works
Auditory deviance detection in the human insula: An intracranial EEG study
Blenkmann, A. O., Collavini, S., Lubell, J. I., Llorens, A., Funderud, I., Ivanović, J., Larsson, P. G., Meling, T. R., Bekinschtein, T. A., Kochen, S. S., et al. (2019) · Cortex · doi:10.1016/j.cortex.2019.09.002 · Cited by 43 · see citing works
Harms, L. R., Parras, G. G., Michie, P. T., & Malmierca, M. S. (2020) · Neuroscience · doi:10.1016/j.neuroscience.2020.01.046 · Cited by 43 · see citing works
Self-citationOmission related brain responses reflect specific and unspecific action-effect couplings
Dercksen, T., Widmann, A., Schröger, E., & Wetzel, N. (2020) · NeuroImage · doi:10.1016/j.neuroimage.2020.116840 · Cited by 43 · see citing works
Stimulus-Specific Prediction Error Neurons in Mouse Auditory Cortex
Audette, N. J., & Schneider, D. M. (2023) · Journal of Neuroscience · doi:10.1523/jneurosci.0512-23.2023 · Cited by 47 · see citing works
Large-scale interactions in predictive processing: oscillatory versus transient dynamics
Vinck, M. A., Uran, C., Dowdall, J. R., Rummell, B., & Canales‐Johnson, A. (2024) · Trends in Cognitive Sciences · doi:10.1016/j.tics.2024.09.013 · Cited by 42 · see citing works
Auditory Mismatch Negativity Under Predictive Coding Framework and Its Role in Psychotic Disorders
Fong, C. Y., Law, W. H. C., Uka, T., & Koike, S. (2020) · Frontiers in Psychiatry · doi:10.3389/fpsyt.2020.557932 · Cited by 44 · see citing works
Predictive Coding, Variational Autoencoders, and Biological Connections
Marino, J. (2021) · Neural Computation · doi:10.1162/neco_a_01458 · Cited by 42 · see citing works
Corticofugal regulation of predictive coding
Lesicko, A. M. H., Angeloni, C. F., Blackwell, J. M., Biasi, M. D., & Geffen, M. N. (2022) · eLife · doi:10.7554/elife.73289 · Cited by 40 · see citing works
Zatorre, R. J. (2023) · doi:10.1093/oso/9780197558287.001.0001 · Cited by 36 · see citing works
Inverted central auditory hierarchies for encoding local intervals and global temporal patterns
Asokan, M. M., Williamson, R. S., Hancock, K. E., & Polley, D. B. (2021) · Current Biology · doi:10.1016/j.cub.2021.01.076 · Cited by 37 · see citing works
Diverse functions of the auditory cortico-collicular pathway
Lesicko, A. M. H., & Geffen, M. N. (2022) · Hearing Research · doi:10.1016/j.heares.2022.108488 · Cited by 37 · see citing works
Behavior-relevant top-down cross-modal predictions in mouse neocortex
Han, S., & Helmchen, F. (2024) · Nature Neuroscience · doi:10.1038/s41593-023-01534-x · Cited by 42 · see citing works
Gelens, F., Äijälä, J., Roberts, L., Komatsu, M., Uran, C., Jensen, M. A., Miller, K. J., Ince, R. A. A., Garagnani, M., Vinck, M. A., et al. (2024) · Nature Communications · doi:10.1038/s41467-024-48329-7 · Cited by 35 · see citing works
Merchie, A., & Gomot, M. (2023) · Brain Sciences · doi:10.3390/brainsci13071110 · Cited by 37 · see citing works
Tivadar, R. I., Knight, R. T., & Tzovara, A. (2021) · Frontiers in Human Neuroscience · doi:10.3389/fnhum.2021.702520 · Cited by 28 · see citing works
Deviance detection in physiologically identified cell types in the rat auditory cortex
Pérez‐González, D., Parras, G. G., Morado-Díaz, C. J., Aedo, C., Carbajal, G. V., & Malmierca, M. S. (2020) · Hearing Research · doi:10.1016/j.heares.2020.107997 · Cited by 32 · see citing works
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Hofmann-Shen, C., Vogel, B. O., Kaffes, M., Rudolph, A., Brown, E. C., Taş, C., Brüne, M., & Neuhaus, A. H. (2019) · NeuroImage · doi:10.1016/j.neuroimage.2019.116432 · Cited by 32 · see citing works
Parras, G. G., Casado-Román, L., Schröger, E., & Malmierca, M. S. (2021) · NeuroImage · doi:10.1016/j.neuroimage.2021.118446 · Cited by 33 · see citing works
Self-citationWhat can we learn from inactivation studies? Lessons from auditory cortex
Slonina, Z., Poole, K. C., & Bizley, J. K. (2021) · Trends in Neurosciences · doi:10.1016/j.tins.2021.10.005 · Cited by 30 · see citing works
Hockley, A. D., Bohórquez, L. H., & Malmierca, M. S. (2025) · Cell Reports · doi:10.1016/j.celrep.2025.115538 · Cited by 29 · see citing works
Self-citationParras, G. G., Valdés‐Baizabal, C., Harms, L. R., Michie, P. T., & Malmierca, M. S. (2020) · Scientific Reports · doi:10.1038/s41598-020-68837-y · Cited by 29 · see citing works
Self-citationNeural Substrates and Models of Omission Responses and Predictive Processes
Braga, A., & Schönwiesner, M. (2022) · Frontiers in Neural Circuits · doi:10.3389/fncir.2022.799581 · Cited by 29 · see citing works
Spontaneous beat synchronization in rats: Neural dynamics and motor entrainment
Ito, Y., Shiramatsu, T. I., Ishida, N., Oshima, K., Magami, K., & Takahashi, H. (2022) · Science Advances · doi:10.1126/sciadv.abo7019 · Cited by 29 · see citing works
Chen, C., & Song, S. (2019) · Communications Biology · doi:10.1038/s42003-019-0602-4 · Cited by 29 · see citing works
Brain predictive coding processes are associated to COMT gene Val158Met polymorphism
Bonetti, L., Bruzzone, S. E. P., Sedghi, N. A., Haumann, N. T., Paunio, T., Kantojärvi, K., Kliuchko, M., Vuust, P., & Brattico, E. (2021) · NeuroImage · doi:10.1016/j.neuroimage.2021.117954 · Cited by 28 · see citing works
Canales‐Johnson, A., Borges, A. F. T., Komatsu, M., Fujii, N., Fahrenfort, J. J., Miller, K. J., & Noreika, V. (2021) · Journal of Neuroscience · doi:10.1523/jneurosci.0367-21.2021 · Cited by 28 · see citing works
Bellet, M. E., Gay, M., Bellet, J., Jarraya, B., Dehaene, S., van Kerkoerle, T., & Panagiotaropoulos, T. I. (2024) · Cell Reports · doi:10.1016/j.celrep.2024.113952 · Cited by 30 · see citing works
Predictive learning shapes the representational geometry of the human brain
Greco, A., Moser, J., Preissl, H. T., & Siegel, M. (2024) · Nature Communications · doi:10.1038/s41467-024-54032-4 · Cited by 30 · see citing works
Implicit Memory for Complex Sounds in Higher Auditory Cortex of the Ferret
Lu, K., Liu, W., Zan, P., David, S. V., Fritz, J. B., & Shamma, S. (2018) · Journal of Neuroscience · doi:10.1523/jneurosci.2118-18.2018 · Cited by 26 · see citing works
Mismatch-negativity (MMN) in animal models: Homology of human MMN?
Shiramatsu, T. I., & Takahashi, H. (2020) · Hearing Research · doi:10.1016/j.heares.2020.107936 · Cited by 23 · see citing works
García‐Rosales, F., López‐Jury, L., González‐Palomares, E., Cabral‐Calderín, Y., & Hechavarría, J. C. (2020) · Frontiers in Systems Neuroscience · doi:10.3389/fnsys.2020.00014 · Cited by 25 · see citing works
Kommajosyula, S. P., Bartlett, E. L., Cai, R., Ling, L., & Caspary, D. (2021) · The Journal of Physiology · doi:10.1113/jp282321 · Cited by 23 · see citing works
Omission responses in local field potentials in rat auditory cortex
Auksztulewicz, R., Rajendran, V. G., Peng, F., Schnupp, J. W. H., & Harper, N. S. (2023) · BMC Biology · doi:10.1186/s12915-023-01592-4 · Cited by 26 · see citing works
Malmierca, M. S., Blanca, A., Javier, N.-D., Porteros, Á., Pérez‐González, D., & Escera, C. (2018) · NeuroImage · doi:10.1016/j.neuroimage.2018.10.012 · Cited by 27 · see citing works
Self-citationChao, Z. C., Huang, Y. T., & Wu, C. (2022) · Communications Biology · doi:10.1038/s42003-022-04049-6 · Cited by 24 · see citing works
Duque, D., Pais, R., & Malmierca, M. S. (2018) · Hearing Research · doi:10.1016/j.heares.2018.08.011 · Cited by 25 · see citing works
Self-citationJodo, E., Inaba, H., Narihara, I., Sotoyama, H., Kitayama, E., Yabe, H., Namba, H., Eifuku, S., & Nawa, H. (2019) · Scientific Reports · doi:10.1038/s41598-019-43923-y · Cited by 24 · see citing works
Zempeltzi, M. M., Kisse, M., Brunk, M. G. K., Glemser, C., Aksit, S., Deane, K. E., Maurya, S., Schneider, L., Ohl, F. W., Deliano, M., et al. (2020) · Communications Biology · doi:10.1038/s42003-020-1073-3 · Cited by 24 · see citing works
Hockley, A., & Malmierca (2024) · Hearing Research · doi:10.1016/j.heares.2024.108954 · Cited by 23 · see citing works
Neural correlates of novelty detection in the primary auditory cortex of behaving monkeys
Gong, Y., Song, P., Du, X., Zhai, Y., Xu, H., Ye, H., Bao, X., Huang, Q., Tu, Z., Chen, P., et al. (2024) · Cell Reports · doi:10.1016/j.celrep.2024.113864 · Cited by 22 · see citing works
Self-citationNovelty Processing in the Auditory System: Detection, Adaptation or Expectation?
Carbajal, G. V., & Malmierca, M. S. (2020) · Elsevier eBooks · doi:10.1016/b978-0-12-809324-5.24154-0 · Cited by 22 · see citing works
Self-citationAcetylcholine modulates the precision of prediction error in the auditory cortex
Pérez‐González, D., Lao-Rodríguez, A. B., Aedo, C., & Malmierca, M. S. (2024) · eLife · doi:10.7554/elife.91475.3 · Cited by 23 · see citing works
Self-citationHuang, Q., Velthuis, H., Pereira, A. C., Ahmad, J., Cooke, S. F., Ellis, C. L., Ponteduro, F. M., Puts, N. A. J., Dimitrov, M., Batallé, D., et al. (2023) · Translational Psychiatry · doi:10.1038/s41398-023-02619-8 · Cited by 24 · see citing works
Kurkela, J. L. O., Lipponen, A., Kyläheiko, I., & Astikainen, P. (2018) · Scientific Reports · doi:10.1038/s41598-018-21411-z · Cited by 22 · see citing works
Zhai, Y., Sun, Z.-H., Gong, Y., Tang, Y., & Yu, X. (2019) · Brain Structure and Function · doi:10.1007/s00429-019-01880-2 · Cited by 19 · see citing works
Decoding of Envelope vs. Fundamental Frequency During Complex Auditory Stream Segregation
Greenlaw, K., Puschmann, S., & Coffey, E. B. J. (2020) · Neurobiology of Language · doi:10.1162/nol_a_00013 · Cited by 21 · see citing works
A Critical Review of the Deviance Detection Theory of Mismatch Negativity
O’Reilly, J. A., & O’Reilly, A. (2021) · NeuroSci · doi:10.3390/neurosci2020011 · Cited by 21 · see citing works
Robust multisensory deviance detection in the mouse parietal associative area
Derveer, A. B. V., Ross, J. M., & Hamm, J. P. (2023) · Current Biology · doi:10.1016/j.cub.2023.08.002 · Cited by 17 · see citing works
Alzheimer’s Disease, Hearing Loss, and Deviance Detection
Pérez‐González, D., Schreiner, T. G., Llano, D. A., & Malmierca, M. S. (2022) · Frontiers in Neuroscience · doi:10.3389/fnins.2022.879480 · Cited by 20 · see citing works
Self-citationO’Reilly, J. A., & Conway, B. A. (2020) · European Journal of Neuroscience · doi:10.1111/ejn.15072 · Cited by 19 · see citing works
Encoding of acquired sound-sequence salience by auditory cortical offset responses
Lee, J., & Rothschild, G. (2021) · Cell Reports · doi:10.1016/j.celrep.2021.109927 · Cited by 19 · see citing works
A multimodal cortical network of sensory expectation violation revealed by fMRI
Grundei, M., Schmidt, T. T., & Blankenburg, F. (2023) · Human Brain Mapping · doi:10.1002/hbm.26482 · Cited by 18 · see citing works
Change detection in the primate auditory cortex through feedback of prediction error signals
Obara, K., Ebina, T., Terada, S.-I., Uka, T., Komatsu, M., Takaji, M., Watakabe, A., Kobayashi, K., Masamizu, Y., Mizukami, H., et al. (2023) · Nature Communications · doi:10.1038/s41467-023-42553-3 · Cited by 19 · see citing works
Tabas, A., & von Kriegstein, K. (2021) · Frontiers in Neural Circuits · doi:10.3389/fncir.2021.644743 · Cited by 20 · see citing works
Neural Responses and Perceptual Sensitivity to Sound Depend on Sound-Level Statistics
Herrmann, B., Augereau, T., & Johnsrude, I. S. (2020) · Scientific Reports · doi:10.1038/s41598-020-66715-1 · Cited by 18 · see citing works
Natural ITD statistics predict human auditory spatial perception
Pavão, R., Sussman, E. S., Fischer, B. J., & Peña, J. L. (2020) · eLife · doi:10.7554/elife.51927 · Cited by 19 · see citing works
Emergence of prediction error along the human auditory hierarchy
Font-Alaminos, M., Ribas‐Prats, T., Gorina-Careta, N., & Escera, C. (2020) · Hearing Research · doi:10.1016/j.heares.2020.107954 · Cited by 17 · see citing works
Self-citationKegler, M., Weissbart, H., & Reichenbach, T. (2022) · Frontiers in Neuroscience · doi:10.3389/fnins.2022.915744 · Cited by 16 · see citing works
Somatosensory omissions reveal action‐related predictive processing
Dercksen, T., Widmann, A., Noesselt, T., & Wetzel, N. (2023) · Human Brain Mapping · doi:10.1002/hbm.26550 · Cited by 16 · see citing works
Two Prediction Error Systems in the Nonlemniscal Inferior Colliculus: Spectral and Nonspectral
Carbajal, G. V., Casado-Román, L., & Malmierca, M. S. (2024) · Journal of Neuroscience · doi:10.1523/jneurosci.1420-23.2024 · Cited by 18 · see citing works
Self-citationAbnormal Auditory Processing and Underlying Structural Changes in 22q11.2 Deletion Syndrome
Cantonas, L.-M., Mancini, V., Rihs, T. A., Rochas, V., Schneider, M., D, S. E. M., & Michel, C. M. (2020) · Schizophrenia Bulletin · doi:10.1093/schbul/sbaa104 · Cited by 16 · see citing works
Hierarchical musical instrument separation
Manilow, E., Wichern, G., & Roux, J. L. (2020) · Zenodo (CERN European Organization for Nuclear Research) · doi:10.5281/zenodo.4245447 · Cited by 16 · see citing works
Parallel mechanisms signal a hierarchy of sequence structure violations in the auditory cortexPreprint
Jamali, S., Bagur, S., Brémont, E., van Kerkoerle, T., Dehaene, S., & Bathellier, B. (2024) · eLife · doi:10.7554/elife.102702 · Cited by 16 · see citing works
- Authors
- Parras, G. G., Nieto-Diego, J., Carbajal, G. V., Valdés-Baizabal, C., Escera, C., & Malmierca, M. S.
- Affiliations
- Instituto de Investigación Biomédica de Salamanca (ES)
- Institut de Recerca Sant Joan de Déu (ES)
- Universidad de Salamanca (ES)
- Corresponding author
- Malmierca, Manuel S.
- Venue
- Nature Communications
- Published
- 2017-12-15
- Volume
- 8
- Issue
- 1
- Pages
- 2148-2148
- ISSN
- 2041-1723 (ISSN-L)
- PMC
- PMC5732270
- OpenAlex
- W2774201964
- Cited by
- 344
- References
- 75
- Citations by year
- 2026: 38 · 2025: 33 · 2024: 55 · 2023: 60 · 2022: 39 · 2021: 29 · 2020: 50 · 2019: 25 · 2018: 14
- FWCI
- 13.96
- Type
- journal article
- Language
- en
- Open access
- gold
- doi.org
- Locations
- Nature Communications (publishedVersion, cc-by)
- PubMed Central (publishedVersion, cc-by)
- PubMed (publishedVersion)
- Gredos (University of Salamanca) (publishedVersion, cc-by)
- Hispana (publishedVersion, cc-by)
- RePEc: Research Papers in Economics (submittedVersion)
- Dipòsit Digital de la Universitat de Barcelona (Universitat de Barcelona) (submittedVersion, cc-by)
- DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion)
- DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion, cc-by-sa)
- Funders
- Generalitat de Catalunya (SGR 2014, SGR2014-177)
- Junta de Castilla y León
- European Social Fund (2007–2013)
- Topics
- Life Sciences › Neuroscience › Cognitive Neuroscience › Neuroscience and Music Perception
- Life Sciences › Neuroscience › Sensory Systems › Hearing, Cochlea, Tinnitus, Genetics
- Life Sciences › Neuroscience › Cognitive Neuroscience › Embodied and Extended Cognition
- Keywords
- prediction error, auditory pathway, single-unit activity, auditory cortex, subcortical auditory processing, mismatch response, deviance detection, sensory prediction, auditory adaptation
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