The DOI matches its Crossref record; 42 of the 42 references it cites were found in a registry or an index.
The Neural Coding of Stimulus Intensity: Linking the Population Response of Mechanoreceptive Afferents with Psychophysical Behavior
Open accessAbstract
How specific aspects of a stimulus are encoded at different stages of neural processing is a critical question in sensory neuroscience. In the present study, we investigated the neural code underlying the perception of stimulus intensity in the somatosensory system. We first characterized the responses of SA1 (slowly adapting type 1), RA (rapidly adapting), and PC (Pacinian) afferents of macaque monkeys to sinusoidal, diharmonic, and bandpass noise stimuli. We then had human subjects rate the perceived intensity of a subset of these stimuli. On the basis of these neurophysiological and psychophysical measurements, we evaluated a series of hypotheses about which aspect(s) of the neural activity evoked at the somatosensory periphery account for perception. We evaluated three types of neural codes. The first consisted of population codes based on the firing rate of neurons located directly under the probe. The second included population codes based on the firing rate of the entire population of active neurons. The third included codes based on the number of active afferents. We found that the response evoked in the localized population is logarithmic with stimulus amplitude (given a constant frequency composition), whereas the population response across all neurons is linear with stimulus amplitude. We conclude that stimulus intensity is best accounted for by the firing rate evoked in afferents located under or near the locus of stimulation, weighted by afferent type.
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“In the intact nerve, increases in pressure result in both an increase in the number of recruited fibers and an increase in the firing rates of those fibers already recruited (Muniak et al., 2007), which explains why changes in either the delivered charge or the stimulation frequencies result in changes in perceived pressure.”
From Biomimetic approaches to bionic touch through a peripheral nerve interface (2015) · cites this paper as Muniak et al., 2007
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Citations
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“…flutter and motion perception; and PC in the perception of microtextures (Hollins and Bensmaia, 2007) and of textures explored through a tool (Yoshioka et al., 2007) (for review, see Johnson, 2001)], all three populations of afferents respond to most natural stimuli, albeit to different degrees.”
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“The frequency dependence of threshold parameter conformed with previous measurements of absolute threshold (Talbot et al., 1968; Freeman and Johnson, 1982a; Johansson et al., 1982): PC afferents yielded a characteristic U-shaped threshold-frequency relationship; the RA threshold-frequency function was also U-shaped (f…”
MethodInfluentialFour channels mediate the mechanical aspects of touch
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“The perceived intensity of sinusoids in the low- to intermediatefrequency range has been shown to increase linearly with stimulus intensity (Stevens, 1968; Franzén, 1969; Verrillo et al., 1969) whereas the firing rates evoked in individual peripheral afferents do not (Mountcastle et al., 1969).”
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Johansson, R. S. (1978) · The Journal of Physiology · doi:10.1113/jphysiol.1978.sp012411 · Cited by 430 · cited 3×
“The coarse spatial structure of SA1 and RA RFs is similar (Johansson, 1978), and the model is likely applicable to both afferent types.”
InfluentialSensation magnitude of vibrotactile stimuli
Verrillo, R. T., Fraioli, A. J., & Smith, R. L. (1969) · Perception & Psychophysics · doi:10.3758/bf03212793 · Cited by 374 · cited 7×
“Perceived intensity was modeled as a simple power function of stimulus intensity (Stevens, 1968; Franzén, 1969) or as a two-branched function, with the second branch a power function (Verrillo et al., 1969; Hollins and Roy, 1996).”
InfluentialPeriodicity 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 330 · cited 2×
“that the perception of frequency is simply based on the mean firing rates of mechanoreceptive afferents, although frequency may be coded with a mean rate code in primary somatosensory cortex (Salinas et al., 2000).”
Neuronal correlates of subjective sensory experience
de Lafuente, V., & Romo, R. (2005) · Nature Neuroscience · doi:10.1038/nn1587 · Cited by 320 · cited 1×
“Moreover, how stimulus intensity is represented in cortex is unclear [but see de Lafuente and Romo (2005, 2006)].”
Johansson, R. S., & Vallbo, Å. B. (1979) · The Journal of Physiology · doi:10.1113/jphysiol.1979.sp013048 · Cited by 304
Neural correlate of subjective sensory experience gradually builds up across cortical areas
de Lafuente, V., & Romo, R. (2006) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0605826103 · Cited by 297 · cited 1×
“Moreover, how stimulus intensity is represented in cortex is unclear [but see de Lafuente and Romo (2005, 2006)].”
Johnson, K. O. (1974) · Journal of Neurophysiology · doi:10.1152/jn.1974.37.1.48 · Cited by 230 · cited 13×
“Next, we assessed whether the recruitment of afferents could serve as a code for intensity [following Johnson (1974)].”
InfluentialJohansson, R. S., & Vallbo, Å. B. (1980) · Brain Research · doi:10.1016/0006-8993(80)90804-5 · Cited by 203 · cited 1×
“First, their RFs are an order of magnitude larger (mean area 101 mm 2 vs 11 and 13 mm 2 for SA1 and RA afferents, respectively) (Johansson and Vallbo, 1980).”
Yoshioka, T., Bensmaı̈a, S. J., Craig, J. C., & Hsiao, S. S. (2007) · Somatosensory & Motor Research · doi:10.1080/08990220701318163 · Cited by 203 · cited 2×
“Although the three afferent types have been implicated in different aspects of tactile perception [SA1 in form and texture perception; RA in microslip, flutter and motion perception; and PC in the perception of microtextures (Hollins and Bensmaia, 2007) and of textures explored through a tool (Yoshioka et al., 2007) (…”
Merzenich, M. M., & Harrington, T. (1969) · Experimental Brain Research · doi:10.1007/bf00234457 · Cited by 183 · cited 1×
“…A fourth type of afferent, slowly adapting type 2 (SA2), traditionally believed to terminate in Ruffini corpuscles (although see Pare et al., 2003), is found in the glabrous skin of humans but not macaques and responds to vibratory stimulation (Merzenich and Harrington, 1969; Gynther et al., 1992).”
Dynamics of neuronal processing in rat somatosensory cortex
Moore, C. I., Nelson, S. B., & Sur, M. (1999) · Trends in Neurosciences · doi:10.1016/s0166-2236(99)01452-6 · Cited by 156 · cited 1×
“That simple coding mechanisms such as the ones proposed here can account for perception is particularly striking given the nonlinear and dynamic nature of cortical processing (Moore et al., 1999; Kohn and Whitsel, 2002; Sripati et al., 2006).”
Hollins, M., & Bensmaı̈a, S. J. (2007) · Canadian Journal of Experimental Psychology/Revue canadienne de psychologie expérimentale · doi:10.1037/cjep2007020 · Cited by 155 · cited 2×
“…tactile perception [SA1 in form and texture perception; RA in microslip, flutter and motion perception; and PC in the perception of microtextures (Hollins and Bensmaia, 2007) and of textures explored through a tool (Yoshioka et al., 2007) (for review, see Johnson, 2001)], all three populations…”
Vibrotactile intensity and frequency information in the Pacinian system: A psychophysical model
Bensmaı̈a, S. J., Hollins, M., & Yau, J. M. (2005) · Perception & Psychophysics · doi:10.3758/bf03193536 · Cited by 150 · cited 3×
“Furthermore, the discriminability of sinusoidal, diharmonic, and triharmonic waveforms cannot be predicted on the basis of intensity cues alone but rather is a function of both the intensive and temporal properties of the stimuli (Bensmaia et al., 2005a).”
Vibratory Adaptation of Cutaneous Mechanoreceptive Afferents
Bensmaı̈a, S. J., Leung, Y. Y., Hsiao, S. S., & Johnson, K. O. (2005) · Journal of Neurophysiology · doi:10.1152/jn.00002.2005 · Cited by 147 · cited 3×
“Furthermore, the discriminability of sinusoidal, diharmonic, and triharmonic waveforms cannot be predicted on the basis of intensity cues alone but rather is a function of both the intensive and temporal properties of the stimuli (Bensmaia et al., 2005a).”
Review: Neural Coding and the Basic Law of Psychophysics
Johnson, K. O., Hsiao, S. S., & Yoshioka, T. (2002) · The Neuroscientist · doi:10.1177/107385840200800207 · Cited by 143 · cited 3×
“DOI:10.1523/JNEUROSCI.1486-07.2007 Copyright © 2007 Society for Neuroscience 0270-6474/07/2711687-13$15.00/0 exists between the aspect of the neural activity that is relevant to the subjective experience (in this case, perceived intensity) and the subjective experience itself (Johnson et al., 2002).”
InfluentialFreeman, A. W., & Johnson, K. O. (1982) · The Journal of Physiology · doi:10.1113/jphysiol.1982.sp014060 · Cited by 143 · cited 4×
“The frequency dependence of threshold parameter conformed with previous measurements of absolute threshold (Talbot et al., 1968; Freeman and Johnson, 1982a; Johansson et al., 1982): PC afferents yielded a characteristic U-shaped threshold-frequency relationship; the RA threshold-frequency function…”
MethodInfluentialFreeman, A. W., & Johnson, K. O. (1982) · The Journal of Physiology · doi:10.1113/jphysiol.1982.sp014059 · Cited by 138 · cited 5×
“The tip of the stylus was flat and had a diameter of 1 mm (cf. Freeman and Johnson, 1982b).”
InfluentialTime-Course of Vibratory Adaptation and Recovery in Cutaneous Mechanoreceptive Afferents
Leung, Y. Y., Bensmaı̈a, S. J., Hsiao, S. S., & Johnson, K. O. (2005) · Journal of Neurophysiology · doi:10.1152/jn.00001.2005 · Cited by 107 · cited 3×
“…is explained only in part by adaptation in the responses of peripheral afferents (Bensmaia et al., 2005b) [however, given the time course of the spatial funneling and of peripheral and central adaptation (Leung et al., 2005), the degree to which these phenomena influenced our results is not clear].”
InfluentialComplex tactile waveform discrimination
Bensmaı̈a, S. J., & Hollins, M. (2000) · The Journal of the Acoustical Society of America · doi:10.1121/1.1288937 · Cited by 99 · cited 1×
“For instance, lowfrequency diharmonic stimuli varying only in the phase of the high-frequency component relative to that of the low-frequency component have been shown to be discriminable (Bensmaia and Hollins, 2000), although these evoke identical firing rates in the three afferent types (Fig.”
Sripati, A. P., Yoshioka, T., Denchev, P. V., Hsiao, S. S., & Johnson, K. O. (2006) · Journal of Neuroscience · doi:10.1523/jneurosci.3720-05.2006 · Cited by 96 · cited 1×
“That simple coding mechanisms such as the ones proposed here can account for perception is particularly striking given the nonlinear and dynamic nature of cortical processing (Moore et al., 1999; Kohn and Whitsel, 2002; Sripati et al., 2006).”
Neural mechanisms in vibrotactile adaptation
O'Mara, S., Rowe, M. J., & Tarvin, R. P. (1988) · Journal of Neurophysiology · doi:10.1152/jn.1988.59.2.607 · Cited by 87 · cited 2×
“The phenomenon of central adaptation also constitutes a dynamic change in the responses of cortical neurons to vibratory stimuli: indeed, cortical responses to extended suprathreshold vibratory stimulation decrease over time (O’Mara et al., 1988; Whitsel et al., 2003), a phenomenon that is explained only in part by ad…”
Paucity of presumptive ruffini corpuscles in the index finger pad of humans
Paré, M., Behets, C., & Cornu, O. (2003) · The Journal of Comparative Neurology · doi:10.1002/cne.10519 · Cited by 86 · cited 1×
“…type 2 afferents A fourth type of afferent, slowly adapting type 2 (SA2), traditionally believed to terminate in Ruffini corpuscles (although see Pare et al., 2003), is found in the glabrous skin of humans but not macaques and responds to vibratory stimulation (Merzenich and Harrington, 1969;…”
Tactile vibration: Change of exponent with frequency
Stevens, S. S. (1968) · Perception & Psychophysics · doi:10.3758/bf03212732 · Cited by 69 · cited 7×
“The perceived intensity of sinusoids in the low- to intermediatefrequency range has been shown to increase linearly with stimulus intensity (Stevens, 1968; Franzén, 1969; Verrillo et al., 1969) whereas the firing rates evoked in individual peripheral afferents do not (Mountcastle et al., 1969).”
InfluentialDuration-dependent response of SI to vibrotactile stimulation in squirrel monkey.
Simons, S., Chiu, J. S., Favorov, O., Whitsel, B., & Tommerdahl, M. (2007) · Journal of Neurophysiology · doi:10.1152/jn.00513.2006 · Cited by 68 · cited 1×
“For instance, vibratory stimulation has been shown to evoke a pattern of activation in primary somatosensory cortex that becomes more spatially restricted over time (Simons et al., 2007).”
Perceived Intensity of Vibrotactile Stimuli: The Role of Mechanoreceptive Channels
Hollins, M., & Roy, E. (1996) · Somatosensory & Motor Research · doi:10.3109/08990229609052583 · Cited by 63 · cited 6×
“Perceived intensity was modeled as a simple power function of stimulus intensity (Stevens, 1968; Franzén, 1969) or as a two-branched function, with the second branch a power function (Verrillo et al., 1969; Hollins and Roy, 1996).”
InfluentialKohn, A., & Whitsel, B. L. (2002) · Behavioural Brain Research · doi:10.1016/s0166-4328(02)00139-0 · Cited by 53 · cited 1×
“That simple coding mechanisms such as the ones proposed here can account for perception is particularly striking given the nonlinear and dynamic nature of cortical processing (Moore et al., 1999; Kohn and Whitsel, 2002; Sripati et al., 2006).”
Time-dependence of SI RA neuron response to cutaneous flutter stimulation
Whitsel, B. L., Kelly, E. F., Quibrera, M., Tommerdahl, M., Li, Y., Favorov, O. V., Xu, M., & Metz, C. B. (2003) · Somatosensory & Motor Research · doi:10.1080/0899022031000083834 · Cited by 50 · cited 2×
“The phenomenon of central adaptation also constitutes a dynamic change in the responses of cortical neurons to vibratory stimuli: indeed, cortical responses to extended suprathreshold vibratory stimulation decrease over time (O’Mara et al., 1988; Whitsel et al., 2003), a phenomenon that is explained only in part by ad…”
Cohen, R. H., & Vierck, C. J. (1993) · Experimental Brain Research · doi:10.1007/bf00230474 · Cited by 40 · cited 2×
“Johnson (1974) set out to elucidate the neural code of perceived intensity by reconstructing the response evoked in a population of RA afferents by 40 Hz vibrations at various intensities (also see Cohen and Vierck, 1993b).”
Summation of vibrotactile intensity: an analog to auditory critical bands?
Marks, L. E. (1979) · PubMed · Cited by 35
Franzén, O. G. (1969) · Scandinavian Journal of Psychology · doi:10.1111/j.1467-9450.1969.tb00039.x · Cited by 30 · cited 7×
“The perceived intensity of sinusoids in the low- to intermediatefrequency range has been shown to increase linearly with stimulus intensity (Stevens, 1968; Franzén, 1969; Verrillo et al., 1969) whereas the firing rates evoked in individual peripheral afferents do not (Mountcastle et al., 1969).”
InfluentialCohen, R. H., & Vierck, C. J. (1993) · Experimental Brain Research · doi:10.1007/bf00230475 · Cited by 27 · cited 2×
“Johnson (1974) set out to elucidate the neural code of perceived intensity by reconstructing the response evoked in a population of RA afferents by 40 Hz vibrations at various intensities (also see Cohen and Vierck, 1993b).”
A ratio code for vibrotactile pitch
Roy, E. (1998) · Somatosensory & Motor Research · doi:10.1080/08990229870862 · Cited by 24 · cited 1×
“Second, because the three populations of mechanoreceptive afferents have different frequency sensitivity profiles, the relative activation of each population of afferents could carry information about the frequency content of the stimulus (Roy and Hollins, 1998).”
Responses of slowly adapting type II afferent fibres in cat hairy skin to vibrotactile stimuli.
Gynther, B., Vickery, R. M., & Rowe, M. J. (1992) · The Journal of Physiology · doi:10.1113/jphysiol.1992.sp019411 · Cited by 21 · cited 1×
“…A fourth type of afferent, slowly adapting type 2 (SA2), traditionally believed to terminate in Ruffini corpuscles (although see Pare et al., 2003), is found in the glabrous skin of humans but not macaques and responds to vibratory stimulation (Merzenich and Harrington, 1969; Gynther et al., 1992).”
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“…in populations of slowly adapting mechanoreceptors (SAI units: Blake et al., 1997; Connor et al., 1990; Connor and Johnson, 1992; see also Muniak et al., 2007, for vibrotactile intensity coding) except for very smooth surfaces, where activity in the Pacinian (RAII) channel appears more…”
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Metadata
- Authors
- Muniak, M. A., Ray, S., Hsiao, S. S., Dammann, J. F., & Bensmaia, S. J.
- Affiliations
- Johns Hopkins University (US)
- Venue
- The Journal of Neuroscience
- Publisher
- Society for Neuroscience
- Published
- 2007-10-24
- Volume
- 27
- Issue
- 43
- Pages
- 11687-11699
- ISSN
- 0270-6474 (ISSN-L)
- 1529-2401
- PMC
- PMC6673240
- OpenAlex
- W1989489753
- Cited by
- 235
- References
- 42
- Citations by year
- 2026: 10 · 2025: 11 · 2024: 18 · 2023: 14 · 2022: 18 · 2021: 26 · 2020: 16 · 2019: 16 · 2018: 15 · 2017: 14 · 2016: 13 · 2015: 11 · 2014: 14 · 2013: 10 · 2012: 8
- FWCI
- 2.67
- Type
- journal article
- Language
- en
- Open access
- hybrid
- doi.org
- Licence
- Locations
- Journal of Neuroscience (publishedVersion, cc-by-nc-sa)
- Europe PMC (PubMed Central) (publishedVersion)
- PubMed Central (publishedVersion)
- PubMed (publishedVersion)
- Funders
- National Institutes of Health (NS-38034)
- National Institute on Deafness and Other Communication Disorders (R01DC000095, DC-00023, DC-00095, T32DC000023)
- National Institute of Neurological Disorders and Stroke (NS 38034, NS-18787, R01NS018787, P01NS038034)
- Topics
- Life Sciences › Neuroscience › Cognitive Neuroscience › Tactile and Sensory Interactions
- Life Sciences › Neuroscience › Cognitive Neuroscience › Neural dynamics and brain function
- Life Sciences › Neuroscience › Sensory Systems › Ion Channels and Receptors
- Keywords
- neural coding, somatosensory system, rapidly adapting afferents, Pacinian corpuscles, population coding, firing rate, psychophysics, macaque, sinusoidal stimuli, bandpass noise
- MeSH terms
- Action Potentials, Adult, Animals, Differential Threshold, Female, Humans, Macaca mulatta, Male, Mechanoreceptors, Neurons, Afferent, Physical Stimulation, Psychomotor Performance, Touch, Vibration
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