Spike timing-dependent synaptic plasticity in visual cortex: A modeling study

Journal of Computational Neuroscience

Volumn 18, Issue 1, 2005, Pages 25-39

  Shen, Yao Song ^a,b   Gao, Hongfeng ^a   Yao, Haishan ^a  

^a University of California Berkeley   (United States)

^b INSTITUTE OF APPLIED PHYSICS AND COMPUTATIONAL MATHEMATICS   (China)

Author keywords

Orientation shifts; Spike timing dependent synaptic plasticity; Two point stimuli; Visual cortex

Indexed keywords

MODELLING STUDIES; ORIENTATION SHIFT; PRESYNAPTIC NEURONS; SHIFT-AND; SPIKE TIMING; SPIKE-TIMING-DEPENDENT SYNAPTIC PLASTICITIES; SYNAPTIC MODIFICATION; TWO-POINT; TWO-POINT STIMULUS; VISUAL CORTEXES;

TIMING CIRCUITS;

ALGORITHM; ARTICLE; BRAIN CELL; BRAIN MAPPING; EXCITATORY POSTSYNAPTIC POTENTIAL; MATHEMATICAL COMPUTING; MATHEMATICAL MODEL; MOVEMENT PERCEPTION; NERVE CELL PLASTICITY; NERVE FUNCTION; PRESYNAPTIC NERVE; PRIORITY JOURNAL; SIMULATION; SYNAPTIC TRANSMISSION; VISUAL CORTEX; VISUAL FIELD; VISUAL STIMULATION; VISUAL SYSTEM PARAMETERS; ACTION POTENTIAL; BIOLOGICAL MODEL; HUMAN; METHODOLOGY; PHOTOSTIMULATION; PHYSIOLOGY; REACTION TIME; SYNAPSE;

ACTION POTENTIALS; HUMANS; MODELS, NEUROLOGICAL; NEURONAL PLASTICITY; PHOTIC STIMULATION; REACTION TIME; SYNAPSES; VISUAL CORTEX;

EID: 16244399474     PISSN: 09295313     EISSN: None     Source Type: Journal    
DOI: 10.1007/s10827-005-5475-5     Document Type: Article

References (49)

1. Abbott LF, Blum KI (1996) Functional significance of long-term potentiation for sequence learning and prediction. Cereb Cortex. 6: 406-416.
2. BeMent SL et al. (1986) IEEE Trans. Biomed. Eng. 33: 230.
3. Ben-Yishai R, Bar-Or RL, Sompolinsky H (1995) Theory of orientation tuning in visual cortex. Proc. Natl. Acad. Sci. USA 92: 3844-3848.
4. Bi GQ, Poo MM (1998) Synaptic modifications in cultured hippocampal neurons: Dependence on spike timing, synaptic strength, and postsynaptic cell type. J Neurosci. 18: 10464-10472.
5. Blum KI, Abbott LF (1996) A model of spatial map formation in the hippocampus of the rat. Neural Comput. 8: 85-93.
6. Boettiger CA, Doupe AJ (2001) Develpomentally restricted synaptic plasticity in a songbird nucleus required for song learning. Neuron 31: 809-818.
7. Buchs NJ, Senn W (2002) Spike-based synaptic plasticity and the emergence of direction selective simple cells: Simulation results. J. Comput. Neurosci. 13: 167-186.
8. Cai D, Deangelis GC, Freeman RD (1997) Spatiotemporal receptive field organization in the lateral geniculate nucleus of cats and kittens. J. Neurophysiol. 78: 1045-1061.
9. Carandini M, Ringach DL (1997) Predictions of a recurrent model of orientation selectivity. Vision Res. 37: 3061-3071.
10. Chance FS, Nelson SB, Abbott LF (1998) Synaptic depression and the temporal response characteristics of V1 cells. J Neurosci. 18: 4785-4799.
11. Debanne D, Gahwiler BH, Thompson SM (1998) Long-term synaptic plasticity between pairs of individual CA3 pyramidal cells in rat hippocampal slice cultures. J Physiol (Lond) 507: 237-247.
12. Egger V, Feldmeyer D, Sakmann B (1999) Coincidence detection and changes of synaptic efficacy in spiny stellate neurons in rat barrel cortex. Nat. Neurosci. 2: 1098-1105.
13. Feldman DE (2000) Timing-based LTP and LTD at vertical inputs to layer II/III pyramidal cells in rat barrel cortex. Neuron 27: 45-56.
14. Froemke RC, Dan Y (2002) Spike-timing-dependent synaptic modification induced by natural spike trains. Nature 416: 433-438.
15. Gardner JL, Anzai A, Ohzawa I, Freeman RD (1999) Linear and nonlinear contributions to orientation tuning of simple cells in cat's striate cortex. Vis Neurosci. 16: 1115-1121.
16. Gerstner W, Kempter R, van Hemmen JL, Wagner H (1996) A neuronal learning rule for sub-millisecond temporal coding. Nature 383: 76-81.
17. Gerstner W, Abbott LF (1997) Learning navigational maps through potentiation and modulation of hippocampal place cells. J Comput Neurosci. 4: 79-94.
18. Gilbert CD (1998) Adult cortical dynamics. Physiol Rev. 78: 467-485.
19. Gustafsson B, Wigstrom H, Abraham WC, Huang YY (1987) Long-term potentiation in the hippocampus using depolarizing current pulses as the conditioning stimulus to single volley synaptic potentials. J Neurosci. 7: 774-780.
20. Gutig R, Aharonov R, Rotter S, Sompolinsky H (2003) Learning Input Correlations throught nonlinear temporally asymmetric Hebbian plasticity. J. Neurosci. 23: 3697-3714.
21. Herrmann A, Gerstner W (2002) Noise and the PSTH Response to Current Transients: II. Integrate-and-Fire Model with Slow Recovery and Application to Motoneuron Data. J. Comput. Neurosci. 12: 83-95.
22. Hubel DH, Wiesel TN (1962) Receptive fields, binocular interaction and functional architecture in the cat's visual cortex. J Physiol. 160: 106-154.
23. Kang K, Shelley M, Sompolinsky H (2003) Mexican hats and pin-wheels in visual cortex. Proc Natl Acad Sci USA 100: 2848-2853.
24. Kempter R, Leibold C, Wagner H, van Hemmen JL (2001) Formation of temporal-feature maps by axonal propagation of synaptic learning. Proc Natl Acad Sci USA 98: 4166-4171.
25. Kistler WM, van Hemmen JL (2000) Modeling synaptic plasticity in conjuction with the timing of pre- and postsynaptic action potentials. Neural Comput. 12: 385-405.
26. Levy WB, Steward O (1983) Temporal contiguity requirements for long-term associative potentiation/depression in the hippocampus. Neuroscience 8: 791-797.
27. Maex R, Orban GA (1996) Model circuit of spiking neurons generating directional selectivity in simple cells. J. Neurophysiol. 75: 1515-1545.
28. Markram H, Lubke J, Frotscher M, Sakmann B (1997) Regulation of synaptic efficacy by coincidence of postsynaptic APs and EPSPs. Science 275: 213-215.
29. Mehta MR, Quirk MC, Wilson MA (2000) Experience-dependent asymmetric shape of hippocampal receptive fields. Neuron 25: 707-715.
30. Miller KD (1994) A model for the development of simple cell receptive fields and the ordered arrangement of orientation columns through activity-dependent competition between ON- and OFF center inputs. J Neurosci. 14: 409-441.
31. Nishiyama M, Hong K, Mikoshiba K, Poo MM, Kato K (2000) Calcium stores regulate the polarity and input specificity of synaptic modification. Nature 408: 584-588.
32. Rao RPN, Sejnowski TJ, eds. (2000) Predictive sequence learning in recurrent neocortical circuits, Advances in Neural Information Processing Systems. MIT Press, Cambridge, MA.
33. Ringach DL, Hawken MJ, Shapley R (1997) Dynamics of orientation tuning in macaque primary visual cortex. Nature 397: 281-284.
34. Roberts PD (1999) Computational consequences of temporally asymmetric learning rules: I. Differential hebbian learning. J Comput Neurosci. 7: 235-246.
35. Roberts PD, Bell CC (2000) Computational consequences of temporally asymmetric learning rules: II. Sensory image cancellation. J Comput Neurosci. 9: 67-83.
36. Rubin JE (2001) Steady states in an iterative model for multiplicative spike-timing-dependent plasticity. Network 12: 131-140.
37. Salinasl E, Sejnowski TJ (2000) Impact of correlated synaptic input on output firing rate and variability in simple neuronal models. J. Neurosci. 20: 6193-6209.
38. Schuett S, Bonhoeffer T, Hubener M (2001) Pairing-induced changes of orientation maps in cat visual cortex. Neuron 32: 325-337.
39. Senn W, Buchs NJ (2003) Spike-based synaptic plasticity and the emergence of direction selective simple cells: Mathematical analysis, J. Comput. Neurosci. 14: 119-138.
40. Sjostrom PJ, Turrigiano GG, Nelson SB (2001) Rate, timing, and cooperativity jointly determine cortical synaptic plasticity. Neuron 32: 1149-1164.
41. Somers DC, Nelson SB, Sur M (1995) An emergent model of orientation selectivity in cat visual cortical simple cells. J Neurosci. 15: 5448-5465.
42. Song S, Miller KD, Abbott LF (2000) Competitive Hebbian learning through spike-timing-dependent synaptic plasticity. Nat Neurosci. 3: 919-926.
43. Storck J, Jakel F, Deco G (2001) Temporal clustering with spiking neurons and dynamic synapses: Towards technological applications. Neural Netw 14: 275-285.
44. Trachtenberg JT, Trepel C, Stryker MP (2000) Rapid extragranular plasticity in the absence of thalamocortical plasticity in the developing primary visual cortex. Science 287: 2029-2032.
45. Van Rossum MCW, Bi GQ, Turrigiano GG (2000) Stable Hebbian learning from spike timing-dependent plasticity. J. Neurosci. 20: 8812-8821.
46. Wiesel TN (1982) Postnatal development of the visual cortex and the influence of environment. Nature 299: 583-591.
47. Yao H, Dan Y (2001) Stimulus-timing-dependent plasticity in cortical processing of orientation. Neuron 32: 315-334.
48. Yao H, Shen Y, Dan Y (2004) Intracortical mechanism of stimulus timing-dependent plasticity in visual cortical orientation tuning. PNAS 101: 5081-5086.
49. Zhang LI, Tao HW, Holt CE, Harris WA, et al. (1998) A critical window for cooperation and competition among developing retinotectal synapses. Nature 395: 37-44.