Neuronal correlates of decision-making in secondary somatosensory cortex
Abstract
The ability to discriminate between two sequential stimuli requires evaluation of current sensory information in reference to stored information. Where and how does this evaluation occur? We trained monkeys to compare two mechanical vibrations applied sequentially to the fingertips and to report which of the two had the higher frequency. We recorded single neurons in secondary somatosensory cortex (S2) while the monkeys performed the task. During the first stimulus period, the firing rate of S2 neurons encoded the stimulus frequency. During the second stimulus period, however, some S2 neurons did not merely encode the stimulus frequency. The responses of these neurons were a function of both the remembered (first) and current (second) stimulus. Moreover, a few hundred milliseconds after the presentation of the second stimulus, these responses were correlated with the monkey's decision. This suggests that some S2 neurons may combine past and present sensory information for decision-making.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
The observation provides evidence against two main alternatives to post-initiation processing: (1) change of decision based on recall and/or reconsideration of evidence acquired before initiation, and (2) a correction of an initial motor error perhaps owing to confusion about the stimulus-response mapping.
“The observation provides evidence against two main alternatives to post-initiation processing: (1) change of decision based on recall and/or reconsideration of evidence acquired before initiation18, and (2) a correction of an initial motor error perhaps owing to confusion about the stimulus-response mapping12.”
From Changes of mind in decision-making (2009) · cites this paper as [18]
Cites
Nonparametric Statistics for the Behavioral Sciences
Guitton, H., & Siegel, S. (1958) · Revue économique · doi:10.2307/3498751 · Cited by 35,281 · see citing works
Draper, N. R., & Smith, H. (2005) · Technometrics · doi:10.1198/tech.2005.s303 · Cited by 17,993 · see citing works
Press, W. H., Teukolsky, S. A., Vetterling, W. T., & Flannery, B. P. (1994) · Cited by 15,411 · see citing works
Distributed hierarchical processing in the primate cerebral cortex
Felleman, D. J., & Van Essen, D. C. (1991) · Cerebral Cortex · doi:10.1093/cercor/1.1.1 · Cited by 7,783 · see citing works
Bain, L. J., Draper, N. R., & Smith, H. (1967) · Technometrics · doi:10.2307/1266329 · Cited by 3,327 · see citing works
Applied Regression Analysis (2nd ed).
de Carvalho, J. F., Draper, N. R., & Smith, H. (1981) · Journal of the American Statistical Association · doi:10.2307/2287608 · Cited by 3,054 · see citing works
Neural Basis of a Perceptual Decision in the Parietal Cortex (Area LIP) of the Rhesus Monkey
Shadlen, M. N., & Newsome, W. T. (2001) · Journal of Neurophysiology · doi:10.1152/jn.2001.86.4.1916 · Cited by 1,755 · see citing works
Neural correlates of decision variables in parietal cortex
Platt, M. L., & Glimcher, P. W. (1999) · Nature · doi:10.1038/22268 · Cited by 1,721 · see citing works
Nonparametric Statistics for the Behavioral Sciences
(2010) · Encyclopedia of Research Design · doi:10.4135/9781412961288.n273 · Cited by 1,414 · see citing works
Nonparametric Statistics for the Behavioral Sciences.
David, F. N., & Siegel, S. (1957) · Biometrika · doi:10.2307/2332896 · Cited by 1,372 · see citing works
A relationship between behavioral choice and the visual responses of neurons in macaque MT
Britten, K. H., Newsome, W. T., Shadlen, M. N., Celebrini, S., & Movshon, J. A. (1996) · Visual Neuroscience · doi:10.1017/s095252380000715x · Cited by 1,049 · see citing works
Neural correlates of a decision in the dorsolateral prefrontal cortex of the macaque
Kim, J.-N., & Shadlen, M. N. (1999) · Nature Neuroscience · doi:10.1038/5739 · Cited by 950 · see citing works
Neuronal correlates of parametric working memory in the prefrontal cortex
Romo, R., Brody, C. D., Hernández, A., & Lemus, L. (1999) · Nature · doi:10.1038/20939 · Cited by 822 · see citing works
Self-citationCorticocortical connections of area F3 (SMA‐proper) and area F6 (pre‐SMA) in the macaque monkey
Luppino, G., Matelli, M., Camarda, R., & Rizzolatti, G. (1993) · The Journal of Comparative Neurology · doi:10.1002/cne.903380109 · Cited by 795 · see citing works
Cavada, C., & Goldman, P. S. (1989) · The Journal of Comparative Neurology · doi:10.1002/cne.902870402 · Cited by 791 · see citing works
Activity of neurons in anterior inferior temporal cortex during a short- term memory task
Miller, E. K., Li, L., & Desimone, R. (1993) · Journal of Neuroscience · doi:10.1523/jneurosci.13-04-01460.1993 · Cited by 732 · see citing works
Sensory and premotor connections of the orbital and medial prefrontal cortex of macaque monkeys
Carmichael, S. T., & Price, J. L. (1995) · Journal of Comparative Neurology · doi:10.1002/cne.903630409 · Cited by 678 · see citing works
Top-down signal from prefrontal cortex in executive control of memory retrieval
Tomita, H., Ohbayashi, M., Nakahara, K., Hasegawa, I., & Miyashita, Y. (1999) · Nature · doi:10.1038/44372 · Cited by 615 · see citing works
Neural basis of deciding, choosing and acting
Schall, J. D. (2001) · Nature reviews. Neuroscience · doi:10.1038/35049054 · Cited by 528 · see citing works
Somatosensory discrimination based on cortical microstimulation
Romo, R., Hernández, A., Zainos, A., & Salinas, E. (1998) · Nature · doi:10.1038/32891 · Cited by 500 · see citing works
Self-citationPeriodicity and Firing Rate As Candidate Neural Codes for the Frequency of Vibrotactile Stimuli
Salinas, E., Hernández, A., Zainos, A., & Romo, R. (2000) · Journal of Neuroscience · doi:10.1523/jneurosci.20-14-05503.2000 · Cited by 333 · see citing works
Self-citationGodschalk, M., Lemon, R., Kuypers, H. G. J. M., & Ronday, H. K. (1984) · Experimental Brain Research · doi:10.1007/bf00237982 · Cited by 333 · see citing works
Perceptually Bistable Three-Dimensional Figures Evoke High Choice Probabilities in Cortical Area MT
Dodd, J., Krug, K., Cumming, B. G., & Parker, A. J. (2001) · Journal of Neuroscience · doi:10.1523/jneurosci.21-13-04809.2001 · Cited by 306 · see citing works
Analogous neural models for tactual and visual learning
Mishkin, M. (1979) · Neuropsychologia · doi:10.1016/0028-3932(79)90005-8 · Cited by 275 · see citing works
Romo, R., Hernández, A., Zainos, A., Brody, C. D., & Lemus, L. (2000) · Neuron · doi:10.1016/s0896-6273(00)81156-3 · Cited by 270 · see citing works
Self-citationTemporal Evolution of a Decision-Making Process in Medial Premotor Cortex
Hernández, A., Zainos, A., & Romo, R. (2002) · Neuron · doi:10.1016/s0896-6273(02)00613-x · Cited by 253 · see citing works
Self-citationPreuss, T. M., & Goldman, P. S. (1989) · The Journal of Comparative Neurology · doi:10.1002/cne.902820210 · Cited by 247 · see citing works
Mountcastle, V. B., Steinmetz, M., & Romo, R. (1990) · Journal of Neuroscience · doi:10.1523/jneurosci.10-09-03032.1990 · Cited by 243 · see citing works
Self-citationHsiao, S. S., O'Shaughnessy, D. M., & Johnson, K. O. (1993) · Journal of Neurophysiology · doi:10.1152/jn.1993.70.1.444 · Cited by 241 · see citing works
Chapman, C. E. (1994) · Canadian Journal of Physiology and Pharmacology · doi:10.1139/y94-080 · Cited by 236 · see citing works
Leichnetz, G. R. (1986) · Journal of Comparative Neurology · doi:10.1002/cne.902540403 · Cited by 234 · see citing works
Relative contributions of SII and area 5 to tactile discrimination in monkeys
Murray, E. A., & Mishkin, M. M. (1984) · Behavioural Brain Research · doi:10.1016/0166-4328(84)90009-3 · Cited by 224 · see citing works
Neuronal correlates of sensory discrimination in the somatosensory cortex
Hernández, A., Zainos, A., & Romo, R. (2000) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.120018597 · Cited by 210 · see citing works
Self-citationTokuno, H., & Tanji, J. (1993) · The Journal of Comparative Neurology · doi:10.1002/cne.903330206 · Cited by 190 · see citing works
Modulation of lemniscal input during conditioned arm movements in the monkey
Chapman, C. E., Jiang, W., & Lamarre, Y. (1988) · Experimental Brain Research · doi:10.1007/bf00250254 · Cited by 155 · see citing works
Discrimination in the Sense of Flutter: New Psychophysical Measurements in Monkeys
Hernández, A., Salinas, E., García, R., & Romo, R. (1997) · Journal of Neuroscience · doi:10.1523/jneurosci.17-16-06391.1997 · Cited by 125 · see citing works
Self-citationSinclair, R. J., & Burton, H. (1993) · Journal of Neurophysiology · doi:10.1152/jn.1993.70.1.331 · Cited by 115 · see citing works
Jiang, W., Tremblay, F., & Chapman, C. E. (1997) · Journal of Neurophysiology · doi:10.1152/jn.1997.77.3.1656 · Cited by 109 · see citing works
Horwitz, G. D., & Newsome, W. T. (2001) · Journal of Neurophysiology · doi:10.1152/jn.2001.86.5.2527 · Cited by 88 · see citing works
Rapp, P. R., Stack, E. C., & Gallagher, M. (1999) · The Journal of Comparative Neurology · doi:10.1002/(sici)1096-9861(19990125)403:4 · Cited by 88 · see citing works
Sensory discrimination: neural processes preceding discrimination decision
Johnson, K. O. (1980) · Journal of Neurophysiology · doi:10.1152/jn.1980.43.6.1793 · Cited by 85 · see citing works
Kruger, L. (1996) · Academic Press eBooks · Cited by 54 · see citing works
Somatosensory Cortex and Tactile Perceptions
Burton, H., & Sinclair, R. (1996) · Elsevier eBooks · doi:10.1016/b978-012426910-1/50005-4 · Cited by 45 · see citing works
Neural Correlates for Roughness Choice in Monkey Second Somatosensory Cortex (SII)
Pruett, J. R., Sinclair, R. J., & Burton, H. (2001) · Journal of Neurophysiology · doi:10.1152/jn.2001.86.4.2069 · Cited by 37 · see citing works
Ro, J. Y., Debowy, D., Ghosh, S., et al. (2000) · Experimental Brain Research · doi:10.1007/s002210000496 · Cited by 36 · see citing works
Flagged first, then by citations
Cited by
Sorted by citations
The Neural Basis of Decision Making
Gold, J. I., & Shadlen, M. N. (2007) · Annual Review of Neuroscience · doi:10.1146/annurev.neuro.29.051605.113038 · Cited by 3,764 · see citing works
Neural Mechanisms for Interacting with a World Full of Action Choices
Cisek, P., & Kalaska, J. F. (2010) · Annual Review of Neuroscience · doi:10.1146/annurev.neuro.051508.135409 · Cited by 1,543 · see citing works
Neuronal Reward and Decision Signals: From Theories to Data
Schultz, W. (2015) · Physiological Reviews · doi:10.1152/physrev.00023.2014 · Cited by 1,126 · see citing works
The dynamic brain: from spiking neurons to neural masses and cortical fields
Deco, G., Jirsa, V. K., Robinson, P. A., Breakspear, M., & Friston, K. (2008) · PLoS Computational Biology · doi:10.1371/journal.pcbi.1000092 · Cited by 1,084 · see citing works
Two-stage dynamic signal detection: A theory of choice, decision time, and confidence.
Pleskac, T. J., & Busemeyer, J. R. (2010) · Psychological Review · doi:10.1037/a0019737 · Cited by 722 · see citing works
Changes of mind in decision-making
Resulaj, A., Kiani, R., Wolpert, D. M., & Shadlen, M. N. (2009) · Nature · doi:10.1038/nature08275 · Cited by 678 · see citing works
Decision Making in Recurrent Neuronal Circuits
Wang, X.-J. (2008) · Neuron · doi:10.1016/j.neuron.2008.09.034 · Cited by 679 · see citing works
“Recurrent circuit models have also been developed for the somatosensory discrimination experiment (Romo et al., 2002, 2004).”
BackgroundExperience-dependent representation of visual categories in parietal cortex
Freedman, D. J., & Assad, J. A. (2006) · Nature · doi:10.1038/nature05078 · Cited by 542 · see citing works
Choosing the greater of two goods: neural currencies for valuation and decision making
Sugrue, L. P., Corrado, G. S., & Newsome, W. T. (2005) · Nature Reviews Neuroscience · doi:10.1038/nrn1666 · Cited by 536 · see citing works
Flexible control of mutual inhibition: a neural model of two-interval discrimination
Machens, C. K., Romo, R., & Brody, C. D. (2005) · Science · doi:10.1126/science.1104171 · Cited by 535 · see citing works
Self-citationSchultz, W. (2004) · Current Opinion in Neurobiology · doi:10.1016/j.conb.2004.03.017 · Cited by 517 · see citing works
Timing and Neural Encoding of Somatosensory Parametric Working Memory in Macaque Prefrontal Cortex
Brody, C. D. (2003) · Cerebral Cortex · doi:10.1093/cercor/bhg100 · Cited by 350 · see citing works
Self-citationNeuronal Correlates of a Perceptual Decision in Ventral Premotor Cortex
Romo, R., Hernández, A., & Zainos, A. (2004) · Neuron · doi:10.1016/s0896-6273(03)00817-1 · Cited by 340 · see citing works
Self-citationBrody, C. D., Romo, R., & Kepecs, A. (2003) · Current Opinion in Neurobiology · doi:10.1016/s0959-4388(03)00050-3 · Cited by 284 · see citing works
Self-citationReward value comparison via mutual inhibition in ventromedial prefrontal cortex
Strait, C. E., Blanchard, T. C., & Hayden, B. Y. (2014) · Neuron · doi:10.1016/j.neuron.2014.04.032 · Cited by 294 · see citing works
Functional Imaging of Perceptual Learning in Human Primary and Secondary Somatosensory Cortex
Pleger, B., Foerster, A.-F., Ragert, P., Dinse, H. R., Schwenkreis, P., Malin, J.-P., Nicolas, V., & Tegenthoff, M. (2003) · Neuron · doi:10.1016/s0896-6273(03)00677-9 · Cited by 247 · see citing works
Variability in neuronal activity in primate cortex during working memory tasks
Shafi, M., Zhou, Y., Quintana, J., Chow, C., Fuster, J., & Bodner, M. (2007) · Neuroscience · doi:10.1016/j.neuroscience.2006.12.072 · Cited by 215 · see citing works
Neural Basis of Touch and Proprioception in Primate Cortex
Delhaye, B. P., Long, K. H., & Bensmaia, S. J. (2018) · Comprehensive Physiology · doi:10.1002/cphy.c170033 · Cited by 214 · see citing works
Origins of choice-related activity in mouse somatosensory cortex
Yang, H., Kwon, S. E., Severson, K. S., & O'Connor, D. H. (2016) · Nature Neuroscience · doi:10.1038/nn.4183 · Cited by 180 · see citing works
“We did this to understand variability in cortical spike rate, which has been widely observed to predict choice 1,2,4,6–11,13,14 .”
Confidence-Related Decision Making
Insabato, A., Pannunzi, M., Rolls, E. T., & Deco, G. (2010) · Journal of Neurophysiology · doi:10.1152/jn.01068.2009 · Cited by 95 · see citing works
Analogous intermediate shape coding in vision and touch
Yau, J. M., Pasupathy, A., Fitzgerald, P. J., Hsiao, S. S., & Connor, C. E. (2009) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0904186106 · Cited by 77 · see citing works
Dynamics of cortical neuronal ensembles transit from decision making to storage for later report
Ponce-Alvarez, A., Nácher, V., Luna, R., Riehle, A., & Romo, R. (2012) · The Journal of Neuroscience · doi:10.1523/jneurosci.6176-11.2012 · Cited by 59 · see citing works
Self-citationBehaviorally relevant decision coding in primary somatosensory cortex neurons
Buetfering, C., Zhang, Z., Pitsiani, M., Smallridge, J., Boven, E., McElligott, S., & Häusser, M. (2022) · Nature Neuroscience · doi:10.1038/s41593-022-01151-0 · Cited by 59 · see citing works
Short time-scale sensory coding in S1 during discrimination of whisker vibrotactile sequences
McGuire, L. M., Telian, G., Laboy-Juárez, K. J., Miyashita, T., Lee, D. J., Smith, K. A., & Feldman, D. E. (2016) · PLOS Biology · doi:10.1371/journal.pbio.1002549 · Cited by 26 · see citing works
Del Vecchio, M., Caruana, F., Sartori, I., Pelliccia, V., Lo Russo, G., Rizzolatti, G., & Avanzini, P. (2019) · Brain Structure and Function · doi:10.1007/s00429-018-1754-6 · Cited by 23 · see citing works
Coexistence of state, choice, and sensory integration coding in barrel cortex LII/III
Gardères, P.-M., Le Gal, S., Rousseau, C., Mamane, A., Ganea, D. A., & Haiss, F. (2024) · Nature Communications · doi:10.1038/s41467-024-49129-9 · Cited by 7 · see citing works
“In the somatosensory system of the primate, similar approaches have revealed that choice-related activity arises from the secondary somatosensoryarea and ishigher in the decisional hierarchy 2,6 .”
Neural correlates of perceptual decision-making in the primary somatosensory cortex
Armstrong, A. G., & Vlasov, Y. (2026) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.2514107123 · Cited by 1 · see citing works
- Authors
- Romo, R., Hernández, A., Zainos, A., Lemus, L., & Brody, C. D.
- Affiliations
- Universidad Nacional Autónoma de México (MX)
- Cold Spring Harbor Laboratory (US)
- Corresponding author
- Romo, Ranulfo
- Venue
- Nature Neuroscience
- Published
- 2002-09-30
- Volume
- 5
- Issue
- 11
- Pages
- 1217-1225
- ISSN
- 1097-6256 (ISSN-L)
- 1546-1726
- OpenAlex
- W1986028388
- Cited by
- 387
- References
- 45
- Citations by year
- 2026: 12 · 2025: 18 · 2024: 13 · 2023: 12 · 2022: 13 · 2021: 14 · 2020: 19 · 2019: 16 · 2018: 14 · 2017: 17 · 2016: 15 · 2015: 23 · 2014: 14 · 2013: 20 · 2012: 25
- FWCI
- 6.68
- Type
- journal article
- Language
- en
- Open access
- closed
- Licence
- www.springer.com/tdm (tdm)
- Locations
- Nature Neuroscience (publishedVersion)
- PubMed (publishedVersion)
- Cold Spring Harbor Laboratory Institutional Repository (Cold Spring Harbor Laboratory) (acceptedVersion)
- Topics
- Life Sciences › Neuroscience › Cognitive Neuroscience › Neural dynamics and brain function
- Life Sciences › Neuroscience › Cognitive Neuroscience › Tactile and Sensory Interactions
- Life Sciences › Neuroscience › Cognitive Neuroscience › Motor Control and Adaptation
- Keywords
- decision-making, secondary somatosensory cortex, single-unit recording
- MeSH terms
- Animals, Cognition, Decision Making, Discrimination Learning, Electrophysiology, Macaca mulatta, Neurons, Somatosensory Cortex, Touch, Vibration
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review