Abstract
How the brain encodes relevant sensory stimuli in the context of active, natural sensation is not known. During active tactile sensation by rodents, whisker movement across surfaces generates complex whisker micro-motion, including discrete, transient slip-stick events, which carry information about surface properties. We simultaneously measured whisker motion and neural activity in somatosensory cortex (S1) in rats whisking across surfaces. Slip-stick motion events were prominently encoded by one or two low-probability, precisely timed spikes in S1 neurons, resulting in a probabilistically sparse ensemble code. Slips could be efficiently decoded from transient, correlated spiking (∼20-ms time scale) in small (∼100 neuron) populations. Slip responses contributed substantially to increased firing rate and transient firing synchrony on surfaces, and firing synchrony was an important cue for surface texture. Slips are thus a fundamental encoded tactile feature in natural whisker input streams and are represented by sparse, temporally precise, synchronous spiking in S1.
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References
Luna, R. et al. Neural codes for perceptual discrimination in primary somatosensory cortex. Nat. Neurosci. 8, 1210–1219 (2005).
Johnson, K.O. & Hsiao, S.S. Neural mechanisms of tactual form and texture perception. Annu. Rev. Neurosci. 15, 227–250 (1992).
Kleinfeld, D., Ahissar, E. & Diamond, M.E. Active sensation: insights from the rodent vibrissa sensorimotor system. Curr. Opin. Neurobiol. 16, 435–444 (2006).
Brecht, M. Barrel cortex and whisker-mediated behaviors. Curr. Opin. Neurobiol. 17, 408–416 (2007).
Petersen, C.C. The functional organization of the barrel cortex. Neuron 56, 339–355 (2007).
Mountcastle, V.B. The Sensory Hand (Harvard University Press, Cambridge, Massachusetts, 2005).
Mehta, S.B. et al. Active spatial perception in the vibrissa scanning sensorimotor system. PLoS Biol. 5, e15 (2007).
Knutsen, P.M., Pietr, M. & Ahissar, E. Haptic object localization in the vibrissal system: behavior and performance. J. Neurosci. 26, 8451–8464 (2006).
Guic-Robles, E., Valdivieso, C. & Guajardo, G. Rats can learn a roughness discrimination using only their vibrissal system. Behav. Brain Res. 31, 285–289 (1989).
Carvell, G.E. & Simons, D.J. Biometric analyses of vibrissal tactile discrimination in the rat. J. Neurosci. 10, 2638–2648 (1990).
Diamond, M.E. et al. 'Where' and 'what' in the whisker sensorimotor system. Nat. Rev. Neurosci. 9, 601–612 (2008).
Wolfe, J. et al. Texture coding in the rat whisker system: slip-stick versus differential resonance. PLoS Biol. 6, e215 (2008).
Ritt, J.T., Andermann, M.L. & Moore, C.I. Embodied information processing: vibrissa mechanics and texture features shape micromotions in actively sensing rats. Neuron 57, 599–613 (2008).
Arabzadeh, E., Zorzin, E. & Diamond, M.E. Neuronal encoding of texture in the whisker sensory pathway. PLoS Biol. 3, e17 (2005).
Pinto, D.J., Brumberg, J.C. & Simons, D.J. Circuit dynamics and coding strategies in rodent somatosensory cortex. J. Neurophysiol. 83, 1158–1166 (2000).
Simons, D.J. Response properties of vibrissa units in rat SI somatosensory neocortex. J. Neurophysiol. 41, 798–820 (1978).
Kerr, J.N. et al. Spatial organization of neuronal population responses in layer 2/3 of rat barrel cortex. J. Neurosci. 27, 13316–13328 (2007).
Crochet, S. & Petersen, C.C. Correlating whisker behavior with membrane potential in barrel cortex of awake mice. Nat. Neurosci. 9, 608–610 (2006).
Stüttgen, M.C. & Schwarz, C. Psychophysical and neurometric detection performance under stimulus uncertainty. Nat. Neurosci. 11, 1091–1099 (2008).
Houweling, A.R. & Brecht, M. Behavioural report of single neuron stimulation in somatosensory cortex. Nature 451, 65–68 (2008).
Huber, D. et al. Sparse optical microstimulation in barrel cortex drives learned behaviour in freely moving mice. Nature 451, 61–64 (2008).
Olshausen, B.A. & Field, D.J. Sparse coding of sensory inputs. Curr. Opin. Neurobiol. 14, 481–487 (2004).
Vinje, W.E. & Gallant, J.L. Sparse coding and decorrelation in primary visual cortex during natural vision. Science 287, 1273–1276 (2000).
Wang, X. et al. Sustained firing in auditory cortex evoked by preferred stimuli. Nature 435, 341–346 (2005).
Lee, S.H. & Simons, D.J. Angular tuning and velocity sensitivity in different neuron classes within layer 4 of rat barrel cortex. J. Neurophysiol. 91, 223–229 (2004).
Fee, M.S., Mitra, P.P. & Kleinfeld, D. Automatic sorting of multiple unit neuronal signals in the presence of anisotropic and non-Gaussian variability. J. Neurosci. Methods 69, 175–188 (1996).
Celikel, T., Szostak, V.A. & Feldman, D.E. Modulation of spike timing by sensory deprivation during induction of cortical map plasticity. Nat. Neurosci. 7, 534–541 (2004).
Kass, R.E., Ventura, V. & Cai, C. Statistical smoothing of neuronal data. Network 14, 5–15 (2003).
Itoh, H. et al. Correlation of primate caudate neural activity and saccade parameters in reward-oriented behavior. J. Neurophysiol. 89, 1774–1783 (2003).
Moore, C.I. Frequency-dependent processing in the vibrissa sensory system. J. Neurophysiol. 91, 2390–2399 (2004).
Poulet, J.F. & Petersen, C.C. Internal brain state regulates membrane potential synchrony in barrel cortex of behaving mice. Nature 454, 881–885 (2008).
Prigg, T. et al. Texture discrimination and unit recordings in the rat whisker/barrel system. Physiol. Behav. 77, 671–675 (2002).
von Heimendahl, M. et al. Neuronal activity in rat barrel cortex underlying texture discrimination. PLoS Biol. 5, e305 (2007).
Krupa, D.J. et al. Layer-specific somatosensory cortical activation during active tactile discrimination. Science 304, 1989–1992 (2004).
Arabzadeh, E., Petersen, R.S. & Diamond, M.E. Encoding of whisker vibration by rat barrel cortex neurons: implications for texture discrimination. J. Neurosci. 23, 9146–9154 (2003).
Temereanca, S. & Simons, D.J. Local field potentials and the encoding of whisker deflections by population firing synchrony in thalamic barreloids. J. Neurophysiol. 89, 2137–2145 (2003).
Bruno, R.M. et al. Thalamocortical angular tuning domains within individual barrels of rat somatosensory cortex. J. Neurosci. 23, 9565–9574 (2003).
Fee, M.S., Mitra, P.P. & Kleinfeld, D. Central versus peripheral determinants of patterned spike activity in rat vibrissa cortex during whisking. J. Neurophysiol. 78, 1144–1149 (1997).
Puccini, G.D., Compte, A. & Maravall, M. Stimulus dependence of barrel cortex directional selectivity. PLoS One 1, e137 (2006).
Britten, K.H. et al. The analysis of visual motion: a comparison of neuronal and psychophysical performance. J. Neurosci. 12, 4745–4765 (1992).
Waters, J. & Helmchen, F. Background synaptic activity is sparse in neocortex. J. Neurosci. 26, 8267–8277 (2006).
Bair, W., Zohary, E. & Newsome, W.T. Correlated firing in macaque visual area MT: time scales and relationship to behavior. J. Neurosci. 21, 1676–1697 (2001).
Panzeri, S. et al. The role of spike timing in the coding of stimulus location in rat somatosensory cortex. Neuron 29, 769–777 (2001).
Engel, A.K., Fries, P. & Singer, W. Dynamic predictions: oscillations and synchrony in top-down processing. Nat. Rev. Neurosci. 2, 704–716 (2001).
Hromádka, T., Deweese, M.R. & Zador, A.M. Sparse representation of sounds in the unanesthetized auditory cortex. PLoS Biol. 6, e16 (2008).
de Kock, C.P. et al. Layer- and cell type–specific suprathreshold stimulus representation in rat primary somatosensory cortex. J. Physiol. (Lond.) 581, 139–154 (2007).
Joris, P.X. & Smith, P.H. The volley theory and the spherical cell puzzle. Neuroscience 154, 65–76 (2008).
Venkatachalam, S., Fee, M.S. & Kleinfeld, D. Ultra-miniature headstage with 6-channel drive and vacuum-assisted micro-wire implantation for chronic recording from the neocortex. J. Neurosci. Methods 90, 37–46 (1999).
Allen, C.B., Celikel, T. & Feldman, D.E. Long-term depression induced by sensory deprivation during cortical map plasticity in vivo. Nat. Neurosci. 6, 291–299 (2003).
Harris, K.D. et al. Temporal interaction between single spikes and complex spike bursts in hippocampal pyramidal cells. Neuron 32, 141–149 (2001).
Acknowledgements
We thank P. Martin and S. Pahlavan for assistance with behavioral training, and M. DeWeese, B. Olshausen and Y. Dan for comments on an earlier version of the manuscript. This work was supported by a National Science Foundation Integrative Graduate Education and Traineeship fellowship and a Burroughs Wellcome La Jolla Interfaces in Science fellowship (S.P.J.), by National Science Foundation Faculty Early Career Development Award IOB-0546098, National Science Foundation grant #SBE-0542013 to the Temporal Dynamics of Learning Center and a University of California, San Diego Heiligenberg Professorship (D.E.F.).
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S.P.J., J.W. and D.E.F. designed the experiments. S.P.J. and J.W. performed the experiments. S.P.J. and D.E.F. analyzed the data and wrote the paper. All of the authors discussed the results and commented on the manuscript.
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Supplementary Figures 1–10 and Supplementary Note (PDF 2421 kb)
Supplementary Video 1
Behavior trial showing whisking on surface. Top view of a rat positioning its nose in the nose poke aperture and whisking on a surface with a single intact whisker (D2) on the right side of the face. Nose poke aperture (bright infrared LED, not visible to the rat), surface position (P150 sandpaper) and whisker imaging plane are labeled. At the end of the trial, rat withdraws to the reward chamber. Video is taken at 119 frames per second (fps), and played back at 10 fps. (MPG 3574 kb)
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Jadhav, S., Wolfe, J. & Feldman, D. Sparse temporal coding of elementary tactile features during active whisker sensation. Nat Neurosci 12, 792–800 (2009). https://doi.org/10.1038/nn.2328
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DOI: https://doi.org/10.1038/nn.2328
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