Exploring the cortical evidence of a sensory-discrimination process
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Humans and monkeys have similar abilities to discriminate the difference in frequency between two consecutive mechanical vibrations applied to their fingertips. This task can be conceived as a chain of neural operations: encoding the two consecutive stimuli, maintaining the first stimulus in working memory, comparing the second stimulus with the memory trace left by the first stimulus and communicating the result of the comparison to the motor apparatus. We studied this chain of neural operations by recording and manipulating neurons from different areas of the cerebral cortex while monkeys performed the task. The results indicate that neurons of the primary somatosensory cortex (S1) generate a neural representation of vibrotactile stimuli which correlates closely with psychophysical performance. Discrimination based on microstimulation patterns injected into clusters of S1 neurons is indistinguishable from that produced by natural stimuli. Neurons from the secondary somatosensory cortex (S2), prefrontal cortex and medial premotor cortex (MPC) display at different times the trace of the first stimulus during the working-memory component of the task. Neurons from S2 and MPC appear to show the comparison between the two stimuli and correlate with the behavioural decisions. These neural operations may contribute to the sensory-discrimination process studied here.
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The class of bounded sequential sampling models explains the tradeoff between speed and accuracy, and many of the essential steps have correlates in neurophysiology.
“The class of bounded sequential sampling models, including many variants (Wald, 1947; Stone, 1960; Laming, 1968; Link, 1975; Good, 1979; Luce, 1986; Ratcliff and Rouder, 1998) explains the tradeoff between speed and accuracy, and many of the essential steps have correlates in neurophysiology (Romo et al., 2002; Heekeren et al., 2004; Ploran et al., 2007; Heitz and Schall, 2012; White et al., 2012;”
From A common mechanism underlies changes of mind about decisions and confidence (2016) · cites this paper as Romo et al., 2002
Cites
Draper, N. R., & Smith, H. (2005) · Technometrics · doi:10.1198/tech.2005.s303 · Cited by 17,993 · see citing works
(1966) · Medical Entomology and Zoology · Cited by 10,293 · see citing works
(2005) · Choice Reviews Online · doi:10.5860/choice.43-0626 · Cited by 4,726 · see citing works
Visual Feature Integration and the Temporal Correlation Hypothesis
Singer, W., & Gray, C. M. (1995) · Annual Review of Neuroscience · doi:10.1146/annurev.ne.18.030195.003011 · Cited by 3,157 · 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
MODALITY AND TOPOGRAPHIC PROPERTIES OF SINGLE NEURONS OF CAT'S SOMATIC SENSORY CORTEX
Mountcastle, V. B. (1957) · Journal of Neurophysiology · doi:10.1152/jn.1957.20.4.408 · Cited by 2,411 · see citing works
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 · 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
Noise, neural codes and cortical organization
Shadlen, M. N., & Newsome, W. T. (1994) · Current Opinion in Neurobiology · doi:10.1016/0959-4388(94)90059-0 · Cited by 1,240 · see citing works
Neuronal correlates of a perceptual decision
Newsome, W. T., Britten, K. H., & Movshon, J. A. (1989) · Nature · doi:10.1038/341052a0 · Cited by 1,177 · see citing works
Cortico-cortical connections in the rhesus monkey
Pandya, D. Ν., & Kuypers, H. G. J. M. (1969) · Brain Research · doi:10.1016/0006-8993(69)90141-3 · Cited by 1,085 · see citing works
Talbot, W. H., Darian-Smith, I., Kornhuber, H. H., & Mountcastle, V. B. (1968) · Journal of Neurophysiology · doi:10.1152/jn.1968.31.2.301 · Cited by 993 · see citing works
Jones, E. G., Coulter, J. D., & Hendry, S. H. C. (1978) · The Journal of Comparative Neurology · doi:10.1002/cne.901810206 · Cited by 975 · 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
(1984) · PubMed · Cited by 908 · see citing works
Cortical microstimulation influences perceptual judgements of motion direction
Salzman, C. D., Britten, K. H., & Newsome, W. T. (1990) · Nature · doi:10.1038/346174a0 · Cited by 881 · cited 2× · see citing works
“Intracortical microstimulation has provided the most compelling evidence to date of a causal link between the activity of localized populations of neurons and speci c cognitive functions (Britten & Wezel 1998; Salzman et al. 1990; Romo et al. 1998, 2000).”
BackgroundNeuronal 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-citationCavada, C., & Goldman-Rakic, P. (1989) · The Journal of comparative neurology · doi:10.1002/cne.902870402 · Cited by 812 · see citing works
Corticocortical 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
Multiple Representations of the Body Within the Primary Somatosensory Cortex of Primates
Kaas, J. H., Nelson, R. J., Sur, M., Lin, C.-S., & Merzenich, M. M. (1979) · Science · doi:10.1126/science.107591 · Cited by 710 · see citing works
Mountcastle, V. B., Talbot, W. H., Sakata, H., & Hyvärinen, J. (1969) · Journal of Neurophysiology · doi:10.1152/jn.1969.32.3.452 · Cited by 683 · 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
CONNEXIONS OF THE SOMATIC SENSORY CORTEX OF THE RHESUS MONKEY
Jones, E. G., & Powell, T. P. S. (1969) · Brain · doi:10.1093/brain/92.3.477 · Cited by 665 · see citing works
Representation of a perceptual decision in developing oculomotor commands
Gold, J. I., & Shadlen, M. N. (2000) · Nature · doi:10.1038/35006062 · Cited by 616 · see citing works
Powell, T. P. S., & Mountcastle, V. B. (1959) · PubMed · Cited by 536 · see citing works
Fuster, J. M. (1997) · Trends in Neurosciences · doi:10.1016/s0166-2236(97)01128-4 · Cited by 516 · 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-citationWerner, G., & Mountcastle, V. B. (1965) · Journal of Neurophysiology · doi:10.1152/jn.1965.28.2.359 · Cited by 492 · see citing works
Ochoa, J., & Torebjörk, E. (1983) · The Journal of Physiology · doi:10.1113/jphysiol.1983.sp014873 · Cited by 467 · see citing works
Neural Mechanisms of Tactual form and Texture Perception
Johnson, K. O., & Hsiao, S. S. (1992) · Annual Review of Neuroscience · doi:10.1146/annurev.ne.15.030192.001303 · Cited by 439 · see citing works
Representations of the body surface in postcentral parietal cortex of Macaca fascicularis
Nelson, R. J., Sur, M., Felleman, D. J., & Kaas, J. H. (1980) · The Journal of Comparative Neurology · doi:10.1002/cne.901920402 · Cited by 434 · see citing works
Mountcastle, V. B., LaMotte, R. H., & Carli, G. (1972) · Journal of Neurophysiology · doi:10.1152/jn.1972.35.1.122 · Cited by 408 · see citing works
Separate Signals for Target Selection and Movement Specification in the Superior Colliculus
Horwitz, G. D., & Newsome, W. T. (1999) · Science · doi:10.1126/science.284.5417.1158 · Cited by 346 · see citing works
Periodicity 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-citationPhillips, J. R., & Johnson, K. (1981) · Journal of Neurophysiology · doi:10.1152/jn.1981.46.6.1192 · Cited by 333 · see citing works
Recanzone, G., Merzenich, M., & Schreiner, C. (1992) · Journal of Neurophysiology · doi:10.1152/jn.1992.67.5.1071 · Cited by 325 · see citing works
The efferent and afferent connections of the supplementary motor area
Jürgens, U. (1984) · Brain Research · doi:10.1016/0006-8993(84)91341-6 · Cited by 322 · see citing works
A redefinition of somatosensory areas in the lateral sulcus of macaque monkeys
Krubitzer, L. A., Clarey, J. C., Tweedale, R., Elston, G. N., & Calford, M. B. (1995) · Journal of Neuroscience · doi:10.1523/jneurosci.15-05-03821.1995 · Cited by 322 · 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 302 · see citing works
Electrical microstimulation of cortical area MST biases heading perception in monkeys
Britten, K. H., & Wezel, R. J. A. V. (1998) · Nature Neuroscience · doi:10.1038/259 · Cited by 288 · see citing works
LaMotte, R. H., & Mountcastle, V. B. (1975) · Journal of Neurophysiology · doi:10.1152/jn.1975.38.3.539 · Cited by 281 · 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
Macefield, V. G., Gandevia, S. C., & Burke, D. J. (1990) · The Journal of Physiology · doi:10.1113/jphysiol.1990.sp018247 · Cited by 274 · 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-citationTouch and Go: Decision-Making Mechanisms in Somatosensation
Romo, R., & Salinas, E. (2001) · Annual Review of Neuroscience · doi:10.1146/annurev.neuro.24.1.107 · Cited by 259 · see citing works
Self-citationPhysiological Evidence for Serial Processing in Somatosensory Cortex
Pons, T. P., Garraghty, P. E., Friedman, D. P., & Mishkin, M. (1987) · Science · doi:10.1126/science.3603028 · Cited by 254 · see citing works
Temporal 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
Leichnetz, G. R. (1986) · Journal of Comparative Neurology · doi:10.1002/cne.902540403 · Cited by 234 · see citing works
Burton, H., Fabri, M., & Alloway, K. D. (1995) · The Journal of Comparative Neurology · doi:10.1002/cne.903550405 · Cited by 228 · 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
Lee, L. F., Wu, P., Sui, D., Ren, D., Kamil, J. P., Kung, H.-J., & Witter, R. L. (2000) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.97.11.6091 · Cited by 216 · 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-citationVogels, R., & Orban, G. A. (1990) · Journal of Neuroscience · doi:10.1523/jneurosci.10-11-03543.1990 · Cited by 190 · see citing works
Tokuno, H., & Tanji, J. (1993) · The Journal of Comparative Neurology · doi:10.1002/cne.903330206 · Cited by 190 · see citing works
Sur, M., Wall, J. T., & Kaas, J. H. (1984) · Journal of Neurophysiology · doi:10.1152/jn.1984.51.4.724 · Cited by 187 · see citing works
Serial and parallel processing of tactual information in somatosensory cortex of rhesus monkeys
Pons, T. P., Garraghty, P. E., & Mishkin, M. M. (1992) · Journal of Neurophysiology · doi:10.1152/jn.1992.68.2.518 · Cited by 180 · see citing works
Godschalk, M., Lemon, R., Kuypers, H., & Ronday, H. (2004) · Experimental Brain Research · doi:10.1007/bf00237982 · Cited by 174 · see citing works
The Sense of Touch: Performance and Peripheral Neural Processes
Darian-Smith, I. (1984) · Comprehensive physiology · doi:10.1002/cphy.cp010317 · Cited by 171 · see citing works
Burton, H., & Fabri, M. (1995) · The Journal of Comparative Neurology · doi:10.1002/cne.903550404 · 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
Temporal gating of neural signals during performance of a visual discrimination task
Seidemann, E., Zohary, E., & Newsome, W. T. (1998) · Nature · doi:10.1038/27906 · Cited by 103 · see citing works
Conversion of Sensory Signals into Motor Commands in Primary Motor Cortex
Salinas, E., & Romo, R. (1998) · The Journal of Neuroscience · doi:10.1523/jneurosci.18-01-00499.1998 · Cited by 91 · see citing works
Self-citationThe projection of the primary somatic sensory cortex upon area 5 in the monkey
Pearson, R. C. A., & Powell, T. L. (1985) · Brain Research Reviews · doi:10.1016/0165-0173(85)90020-7 · Cited by 78 · see citing works
Functional Properties of Primate Putamen Neurons During the Categorization of Tactile Stimuli
Merchant, H., Zainos, A., Hernández, A., Salinas, E., & Romo, R. (1997) · Journal of Neurophysiology · doi:10.1152/jn.1997.77.3.1132 · Cited by 72 · see citing works
Self-citationBurton, H., Sinclair, R. J., HONG, S.-Y., & PRUETT, J. A. W. K. C. J. R. (1997) · Somatosensory & Motor Research · doi:10.1080/08990229770971 · Cited by 70 · see citing works
Representation of tactile signals in primate supplementary motor area
Romo, R., Ruíz-Correa, S., Crespo, P., Zainos, A., & Merchant, H. (1993) · Journal of Neurophysiology · doi:10.1152/jn.1993.70.6.2690 · Cited by 67 · see citing works
Self-citationShanks, M. F., PEARSON, R., & POWELL, T. (1985) · Brain Research Reviews · doi:10.1016/0165-0173(85)90019-0 · Cited by 63 · see citing works
Sensing and deciding in the somatosensory system
Romo, R., & Salinas, E. (1999) · Current Opinion in Neurobiology · doi:10.1016/s0959-4388(99)80073-7 · Cited by 56 · see citing works
Self-citationRomo, R. (1997) · Cerebral Cortex · doi:10.1093/cercor/7.4.317 · Cited by 53 · see citing works
Self-citationSelective Output-discriminative Signals in the Motor Cortex of Waking Monkeys
Mountcastle, V. B., Atluri, P. P., & Romo, R. (1992) · Cerebral Cortex · doi:10.1093/cercor/2.4.277 · Cited by 38 · see citing works
Self-citationCategorization of somaesthetic stimuli
Romo, R., Merchant, H., Zainos, A., & Hernández, A. V. (1996) · Neuroreport · doi:10.1097/00001756-199605170-00011 · Cited by 36 · see citing works
Self-citation
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Temporal Characterization of the Neural Correlates of Perceptual Decision Making in the Human Brain
Philiastides, M. G., & Sajda, P. (2005) · Cerebral Cortex · doi:10.1093/cercor/bhi130 · Cited by 360 · see citing works
Low-intensity ultrasound neuromodulation: An overview of mechanisms and emerging human applications
Fomenko, A., Neudorfer, C., Dallapiazza, R. F., Kalia, S. K., & Lozano, A. M. (2018) · Brain stimulation · doi:10.1016/j.brs.2018.08.013 · Cited by 325 · see citing works
A common mechanism underlies changes of mind about decisions and confidence
van den Berg, R., Anandalingam, K., Zylberberg, A., Kiani, R., Shadlen, M. N., & Wolpert, D. M. (2016) · eLife · doi:10.7554/elife.12192 · Cited by 270 · see citing works
Ratcliff, R., Hasegawa, Y. T., Hasegawa, R. P., Smith, P. L., & Segraves, M. A. (2007) · Journal of Neurophysiology · doi:10.1152/jn.00393.2006 · Cited by 236 · see citing works
Domain General Mechanisms of Perceptual Decision Making in Human Cortex
Ho, T. C., Brown, S. D., & Serences, J. T. (2009) · Journal of Neuroscience · doi:10.1523/jneurosci.5984-08.2009 · Cited by 214 · see citing works
Pineda, J. A. (2008) · Behavioral and Brain Functions · doi:10.1186/1744-9081-4-47 · Cited by 213 · see citing works
Analog and digital, continuous and discrete
Maley, C. J. (2010) · Philosophical Studies · doi:10.1007/s11098-010-9562-8 · Cited by 206 · see citing works
Pleger, B., Blankenburg, F., Ruff, C. C., Driver, J., & Dolan, R. J. (2008) · The Journal of Neuroscience · doi:10.1523/jneurosci.1093-08.2008 · Cited by 120 · see citing works
Nienborg, H., & Cumming, B. G. (2010) · Current Opinion in Neurobiology · doi:10.1016/j.conb.2010.05.002 · Cited by 98 · see citing works
The role of tactile afference in shaping motor behaviour and implications for prosthetic innovation
Ackerley, R., & Kavounoudias, A. (2015) · Neuropsychologia · doi:10.1016/j.neuropsychologia.2015.06.024 · Cited by 96 · see citing works
Miller, P. C., & Wang, X. (2005) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0508072103 · Cited by 88 · see citing works
The Behavioral Relevance of Cortical Neural Ensemble Responses Emerges Suddenly
Sadacca, B. F., Mukherjee, N., Vladusich, T., Li, J. X., Katz, D. B., & Miller, P. C. (2016) · Journal of Neuroscience · doi:10.1523/jneurosci.2265-15.2016 · Cited by 88 · see citing works
Kida, T., Wasaka, T., Inui, K., Akatsuka, K., Nakata, H., & Kakigi, R. (2006) · NeuroImage · doi:10.1016/j.neuroimage.2006.05.015 · Cited by 83 · see citing works
Comparing Tactile Pattern and Vibrotactile Frequency Discrimination: A Human fMRI Study
Hegner, Y. L., Lee, Y., Grodd, W., & Braun, C. (2010) · Journal of Neurophysiology · doi:10.1152/jn.00940.2009 · Cited by 69 · see citing works
Kida, T., Inui, K., Wasaka, T., Akatsuka, K., Tanaka, E., & Kakigi, R. (2007) · Journal of Neurophysiology · doi:10.1152/jn.00007.2007 · Cited by 61 · see citing works
BOLD Adaptation in Vibrotactile Stimulation: Neuronal Networks Involved in Frequency Discrimination
Hegner, Y. L., Saur, R., Veit, R., Butts, R., Leiberg, S., Grodd, W., & Braun, C. (2006) · Journal of Neurophysiology · doi:10.1152/jn.00617.2006 · Cited by 56 · see citing works
V1 neurons respond differently to object motion versus motion from eye movements
Troncoso, X. G., McCamy, M. B., Jazi, A. N., Cui, J., Otero‐Millan, J., Macknik, S. L., Costela, F. M., & Martínez‐Conde, S. (2015) · Nature Communications · doi:10.1038/ncomms9114 · Cited by 45 · see citing works
Involvement of human primary somatosensory cortex in vibrotactile detection depends on task demand
Tamè, L., & Holmes, N. P. (2016) · NeuroImage · doi:10.1016/j.neuroimage.2016.05.056 · Cited by 41 · see citing works
What single-cell stimulation has told us about neural coding
Doron, G., & Brecht, M. (2015) · Philosophical Transactions of the Royal Society B Biological Sciences · doi:10.1098/rstb.2014.0204 · Cited by 39 · see citing works
Bradley, C., Joyce, N., & Garcı́a-Larrea, L. (2014) · Brain Structure and Function · doi:10.1007/s00429-014-0915-5 · Cited by 34 · see citing works
Conte, A., Belvisi, D., Manzo, N., Bologna, M., Barone, F. A., Tartaglia, M., Upadhyay, N., & Berardelli, A. (2016) · Physiological Reports · doi:10.14814/phy2.12899 · Cited by 31 · see citing works
Maffei, V., Mazzarella, E., Piras, F., Spalletta, G., Caltagirone, C., Lacquaniti, F., & Daprati, E. (2016) · Cortex · doi:10.1016/j.cortex.2016.02.004 · Cited by 29 · see citing works
Legon, W., Dionne, J. K., & Staines, R. W. (2013) · Brain stimulation · doi:10.1016/j.brs.2013.04.007 · Cited by 25 · see citing works
Insights and Perspectives on Sensory-Motor Integration and Rehabilitation
Ackerley, R., Borich, M. R., Oddo, C. M., & Ionta, S. (2016) · Multisensory Research · doi:10.1163/22134808-00002530 · Cited by 24 · see citing works
Friedrich, J., Mückschel, M., & Beste, C. (2017) · Brain Structure and Function · doi:10.1007/s00429-017-1515-y · Cited by 23 · see citing works
Hori, T., Inoue, N., Suzuki, H., & Harakawa, S. (2015) · Bioelectromagnetics · doi:10.1002/bem.21914 · Cited by 18 · see citing works
Karim, M., Harris, J. A., Morley, J. W., & Breakspear, M. J. (2012) · PLoS ONE · doi:10.1371/journal.pone.0037580 · Cited by 18 · see citing works
Sánchez‐Jiménez, A., Panetsos, F., & Murciano, A. (2009) · Neuroscience · doi:10.1016/j.neuroscience.2009.01.075 · Cited by 17 · see citing works
Khajuria, A., & Joshi, D. (2022) · Medical Engineering & Physics · doi:10.1016/j.medengphy.2022.103772 · Cited by 16 · see citing works
Kawachi, Y., Kawabata, H., KITAMURA, M. S., Shibata, M., Imaizumi, O., & Gyoba, J. (2011) · Japanese Psychological Research · doi:10.1111/j.1468-5884.2011.00485.x · Cited by 15 · see citing works
Neural Representation and Computation
Maley, C. J., & Piccinini, G. (2014) · Springer eBooks · doi:10.1007/978-94-007-4707-4_8 · Cited by 14 · see citing works
Wu, R., Su, L., Yang, P., & Chen, L. M. (2016) · eNeuro · doi:10.1523/eneuro.0095-16.2016 · Cited by 14 · see citing works
Analysing neuronal correlates of the comparison of two sequentially presented sensory stimuli
Brody, C. D., Hernández, A., Zainos, A., Lemus, L., & Romo, R. (2002) · Philosophical Transactions of the Royal Society B Biological Sciences · doi:10.1098/rstb.2002.1167 · Cited by 15 · see citing works
Self-citationQuantifying the Generation Process of Multi-Level Tactile Sensations via ERP Component Investigation
Liu, Y., Wang, W., Xu, W., Cheng, Q., & Ming, D. (2021) · International Journal of Neural Systems · doi:10.1142/s0129065721500490 · Cited by 13 · see citing works
Bodmer, B., Friedrich, J., Roessner, V., & Beste, C. (2018) · Developmental Cognitive Neuroscience · doi:10.1016/j.dcn.2018.04.008 · Cited by 10 · see citing works
Harakawa, S., Nedachi, T., Shinba, T., & Suzuki, H. (2022) · Biology · doi:10.3390/biology11020323 · Cited by 9 · see citing works
Hori, T., Nedachi, T., Suzuki, H., & Harakawa, S. (2018) · Bioelectromagnetics · doi:10.1002/bem.22138 · Cited by 8 · see citing works
Mückschel, M., Ziemssen, T., & Beste, C. (2020) · Biological Psychology · doi:10.1016/j.biopsycho.2020.107862 · Cited by 6 · see citing works
Hori, T., Inoue, N., Suzuki, H., & Harakawa, S. (2017) · Bioelectromagnetics · doi:10.1002/bem.22042 · Cited by 6 · see citing works
Harakawa, S., Hori, T., Nedachi, T., & Suzuki, H. (2019) · Bioelectromagnetics · doi:10.1002/bem.22238 · Cited by 6 · see citing works
Friedrich, J., & Beste, C. (2020) · Scientific Reports · doi:10.1038/s41598-020-61025-y · Cited by 6 · see citing works
Harakawa, S., Hori, T., Inoue, N., & Suzuki, H. (2017) · Bioelectromagnetics · doi:10.1002/bem.22037 · Cited by 6 · see citing works
Kida, T., & Kakigi, R. (2008) · Current Medical Imaging Formerly Current Medical Imaging Reviews · doi:10.2174/157340508785294525 · Cited by 4 · see citing works
Cortical coding of gustatory and thermal signals in active licking mice
Nash, A. N., Shakeshaft, M., Bouaichi, C. G., Odegaard, K. E., Needham, T., Bauer, M., Bertram, R., & Vincis, R. (2025) · The Journal of Physiology · doi:10.1113/jp287499 · Cited by 3 · see citing works
Continuous Neural Spikes and Information Theory
Maley, C. J. (2018) · Review of Philosophy and Psychology · doi:10.1007/s13164-018-0412-5 · Cited by 3 · see citing works
Neural mechanisms of attention involved in perception and action: From neuronal activity to network
Kida, T., & Kakigi, R. (2015) · The Journal of Physical Fitness and Sports Medicine · doi:10.7600/jpfsm.4.161 · Cited by 3 · see citing works
Ackerley, R., Wasling, H. B., & McGlone, F. P. (2016) · Springer eBooks · doi:10.1007/978-1-4939-6418-5_6 · Cited by 2 · see citing works
Harakawa, S., Hori, T., Hiramoto, T., Nedachi, T., Shinba, T., & Suzuki, H. (2022) · Biology · doi:10.3390/biology11091336 · Cited by 2 · see citing works
Parker, A. J., Derrington, A. M., & Blakemore, C. B. (2002) · Philosophical Transactions of the Royal Society B Biological Sciences · doi:10.1098/rstb.2002.1115 · Cited by 2 · see citing works
Pandey, A., Kang, S., Pacchiarini, N., Wyszynska, H., Masseri, Z., O'Neill, J., Honey, R. C., & Fox, K. D. (2026) · European Journal of Neuroscience · doi:10.1111/ejn.70390 · Cited by 1 · see citing works
Qu, Y., Cao, J., Chen, L. J., Tian, Z.-L., Guo, J., Gong, Y.-L., Lin, Z.-F., He, B., Yin, T., & Zeng, F. (2026) · Journal of Chinese Integrative Medicine · doi:10.1016/j.joim.2025.09.006 · Cited by 1 · see citing works
Pharmacology of Motor and Somatosensory Skills in Humans
Pleger, B., Tegenthoff, M., Dinse, H., Ragert, P., & Schwenkreis, P. (2005) · Current Neuropharmacology · doi:10.2174/1570159053586690 · Cited by 1 · see citing works
Assessing audiotactile interactions: Spatiotemporal factors and role of visual experience
Occelli, V. (2009) · Unitn-eprints PhD (University of Trento) · doi:10.15168/11572_368342 · Cited by 1 · see citing works
Criteria and awareness in perceptual decision
Fleming, S. M. (2011) · UCL Discovery (University College London)
Neural Mechanisms of Interference and Storage in Vibrotactile Working Memory
Bancroft, T. D. (2011) · Scholars Commons (Wilfrid Laurier University)
Discrimination: A Human fMRI Study Comparing Tactile Pattern and Vibrotactile Frequency
Lee, Y., Grodd, W., Braun, C., Yau, J. M., Celnik, P. A., Hsiao, S. S., Desmond, J. E., Voss, P., Pike, G. B., & Zatorre, R. J. (2015)
Panetsos, F., Sánchez‐Jiménez, A., & Herrera‐Rincon, C. (2012) · Fields Institute communications · doi:10.1007/978-1-4614-4133-5_8
Cognitive Functions and Neuronal Mechanisms of Tactile Working Memory
Yu, Y., Yang, J., & Wu, J. (2012) · Advances in bioinformatics and biomedical engineering book series · doi:10.4018/978-1-4666-2113-8.ch010
- Authors
- Romo, R., Hernández, A., Zainos, A., Brody, C., & Salinas, E.
- Affiliations
- Universidad Nacional Autónoma de México (MX)
- Corresponding author
- Romo, Ranulfo
- Venue
- Philosophical Transactions of the Royal Society of London. Series B: Biological Sciences
- Publisher
- The Royal Society
- Published
- 2002-08-29
- Volume
- 357
- Issue
- 1424
- Pages
- 1039-1051
- ISSN
- 0962-8436 (ISSN-L)
- 1471-2970
- PMC
- PMC1693008
- OpenAlex
- W2154183648
- Cited by
- 58
- References
- 76
- Citations by year
- 2026: 2 · 2025: 1 · 2022: 3 · 2021: 1 · 2020: 2 · 2019: 1 · 2018: 4 · 2017: 3 · 2016: 8 · 2015: 6 · 2014: 2 · 2013: 1 · 2012: 3
- FWCI
- 0.84
- Type
- journal article
- Language
- en
- Open access
- green
- www.ncbi.nlm.nih.gov
- Locations
- Philosophical Transactions of the Royal Society B Biological Sciences (publishedVersion)
- PubMed Central (publishedVersion)
- PubMed (publishedVersion)
- Funders
- Howard Hughes Medical Institute
- Dirección General de Asuntos del Personal Académico, Universidad Nacional Autónoma de México
- Topics
- Life Sciences › Neuroscience › Cognitive Neuroscience › Tactile and Sensory Interactions
- Life Sciences › Neuroscience › Cognitive Neuroscience › Neural dynamics and brain function
- Life Sciences › Neuroscience › Cognitive Neuroscience › Motor Control and Adaptation
- Keywords
- vibrotactile discrimination, frequency discrimination, primary somatosensory cortex, secondary somatosensory cortex, prefrontal cortex, working memory, neural representations, microstimulation, behavioral decision making, tactile perception
- MeSH terms
- Animals, Haplorhini, Cerebral Cortex, Discrimination Learning, Humans, Memory, Neurons, Touch
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