Spike-timing-dependent plasticity: Common themes and divergent vistas

Biological Cybernetics

Volumn 87, Issue 5-6, 2002, Pages 446-458

  Kepecs, Adam ^a,c   Van Rossum, Mark C W ^a,b   Song, Sen ^a,c   Tegner, Jesper ^a,d  

^a BRANDEIS UNIVERSITY   (United States)

^b UNIVERSITY OF EDINBURGH   (United Kingdom)

^c Watson School of Biological Sciences   (United States)

^d LINKÖPING INSTITUTE OF TECHNOLOGY   (Sweden)

Author keywords

[No Author keywords available]

Indexed keywords

ACTION POTENTIAL; ANIMAL; BIOLOGICAL MODEL; NERVE CELL NETWORK; NERVE CELL PLASTICITY; PHYSIOLOGY; REVIEW; SYNAPSE; SYNAPTIC TRANSMISSION; TIME;

ACTION POTENTIALS; ANIMALS; MODELS, NEUROLOGICAL; NERVE NET; NEURONAL PLASTICITY; SYNAPSES; SYNAPTIC TRANSMISSION; TIME FACTORS;

EID: 0039484217     PISSN: 03401200     EISSN: None     Source Type: Journal    
DOI: 10.1007/s00422-002-0358-6     Document Type: Article

References (74)

1. Abbott LF, Blum KI (1996) Functional significance of long-term potentiation for sequence learning and prediction. Cerebral Cortex 6: 406-416
2. Abbott LF, Nelson SB (2000) Synaptic plasticity: taming the beast. Nature Neurosci 3: 1178-1183
3. Abbott LF, Song S (1999) Temporally asymmetric Hebbian learning, spike-timing and neuronal response variability. In: Solla SA; Leen TK; Muller KR (eds) Adv Neural Inf Process Syst, vol 11. MIT Press, Cambridge, MA pp 69-75
4. Ahissar E, Abeles M, Ahissar M, Haidarliu S, Vaadia E (1998) Hebbian-like functional plasticity in the auditory cortex of the behaving monkey. Neuropharmacology 37: 633-655
5. Barrionuevo G, Brown TH (1983) Associative long-term potentiation in hippocampal slices. Proc Natl Acad Sci USA 80: 7347-7351
6. Bell CC, Han VZ, Sugawara Y, Grant K (1997) Synaptic plasticity in a cerebellum-like structure depends on temporal order. Nature 387: 278-281
7. 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
8. Bienenstock EL, Cooper LN, Munro PW (1982) Theory for the development of neuron selectivity: orientation specificity and binocular interaction in visual cortex. J Neurosci 2: 32-48
9. Blais BS, Shouval HZ, Cooper LN (1999) The role of presynaptic activity in monocular deprivation: comparison of homosynaptic and heterosynaptic mechanisms. PNAS 96: 1083-1087
10. Blakemore C, Van Sluyters CV, Movshon JA (1976) Synaptic competition in the kitten's visual cortex. Cold Spring Harb Symp Quant Biol 40: 601-609
11. Blum KI, Abbott LF (1996) A model of spatial map formation in the hippocampus of the rat. Neural Comput 8: 85-93
12. Cateau H, Kitano K, Fukait T (2002) An accurate and widely applicable method to determine the distribution of synaptic strengths formed by spike-timing-dependent learning. Neurocomput 44-46
13. Debanne D, Gahwiler BH, Thompson SM (1994) Asynchronous pre- and postsynaptic activity induces associative long-term depression in area c1 of the rat hippocampus in vitro. Proc Natl Acad Sci, USA 91: 1148-1152
14. Dudek SM, Bear MF (1992) Homosynaptic long-term depression in area ca1 of hippocampus and effects of n-methyl-d-aspartate receptor blockade. Proc Natl Acad Sci, USA 89: 4363-4367
15. 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
16. 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
17. Froemke RC, Dan Y (2002) Spike-timing-dependent synaptic modification induced by natural spike trains. Nature 416: 433-438
18. Gütig, Robert and Aharonov, Ranit and Rotter, Stefan and Aertsen, Ad and Sompolinsky, Haim (2001) Generalized Synaptic Updating in Temporally Asymmetric Hebbian Learning. Proceedings of the 28th Göttingen Neurobiology Conference. p. 254. Stuttgart: Thieme
19. Gütig R, Aharonov R, Rotter S, Sompolinsky H (2002) Learning Input Correlations Through Non-Linear Temporally Asymmetric Hebbian Plasticity. Submitted
20. Garraghty PE, Sur M, Sherman SM (1986) Role of competitive interactions in the postnatal development of x and y retino-geniculate axons. J Comp Neurol 251: 216-239
21. Gerstner W, Kempter R, van Hemmen JL, Wagner H (1996) A neuronal learning rule for sub-millisecond temporal coding. Nature 383: 76-81
22. 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
23. Han VZ, Grant K, Bell CC (2000) Reversible associative depression and non-associative potentiation at a parallel fiber synapse. Neuron 26: 611-622
24. Harris AE, Ermentrout GB, Small SL (1997) A model of ocular dominance column development by competition for trophic factor. Proc Natl Acad Sci, USA 94: 9944-9949
25. Holmgren CD, Zilberter Y (2001) Coincident spiking activity induces long-term changes in inhibition of neocortical pyramidal cells. J Neurosci 21: 8270-8277
26. Horn D, Levy N, Meilijson I, Ruppin E (2002) Distributed synchrony of spiking neurons in a Hebbian cell assembly. In: Leen TK; Solla SA; Muller KR (eds) Adv Neural Inf Process Syst 12, MIT Press Cambridge, MA, pp 129-135
27. Kempter R, Gerstner W, van Hemmen JL (2001) Intrinsic stabilization of output rates by spike-based Hebbian learning. Neural Comput 13: 2709-2742
28. Kistler WM, van Hemmen JL (2000) Modeling synaptic plasticity in conjunction with the timing of pre- and postsynaptic action potentials. Neural Comput 12: 385-405
29. Lara R, di Prisco GV (1983) Synaptic competition in developmental binocular plasticity. J Theor Biol 101: 503-527
30. LeMasson G, Marder E, Abbott LF (1993) Activity-dependent regulation of conductances in model neurons. Science 259: 1915-1917
31. Levy WB, Steward O (1983) Temporal contiguity requirements for long-term associative potentiation/depression in the hippocampus. J Neurosci 4: 791-797
32. Lisman JE (1989) A mechanism for the hebb and the anti-hebb processes underlying learning and memory. PNAS 86: 9574-9578
33. Lisman JE, Harris KM (1993) Quantal analysis and synaptic anatomy-integrating two views of hippocampal plasticity. Trends Neurosci 16: 141-147
34. Magee JC, Johnston D (1997) A synaptically controlled, associative signal for Hebbian plasticity in hippocampal neurons. Science 275: 209-213
35. Malinow R, Miller JP (1986) Postsynaptic hyperpolarization during conditioning reversibly blocks induction of long-term potentiation. Nature 320: 529-350
36. Markram H, Lübke J, Frotscher M, Sakmann B (1997) Regulation of synaptic efficacy by coincidence of postsynaptic APs and EPSPs. Science 275: 213-215
37. Mehta MR, Barnes CA, McNaughton BL (1997) Experience-dependent, asymmetric expansion of hippocampal place fields. Proc Natl Acad Sci, USA 94: 8918-8921
38. Mehta MR, Wilson MA (2000) From hippocampus to v1: effect of LTP on spatio-temporal dynamics of receptive fields. Neurocomput 32: 905-911
39. Mehta MR, Quirk MC, Wilson MA (2000) Experience-dependent asymmetric shape of hippocampal receptive fields. Neuron 25: 791-715
40. Miller KD (1996) Synaptic economics. Neuron 7: 371-374
41. Miller KD, Keller JB, Stryker MP (1989) Ocular dominance column development: analysis and simulation. Science 245: 605-615
42. Minai AA, Levy WB (1993) Sequence learning in a single trial. In: INNS World Congress of Neural Netw II pp 505-508
43. Montgomery JM, Madison DV (2002) State-dependent heterogeneity in synaptic depression between pyramidal cell pairs. Neuron 33: 765-777
44. Petersen CC, Malenka RC, Nicoll RA, Hopfield JJ (1998) All-or-none potentiation at CA3-CA1 synapses. Proc Natl Acad Sci, USA 95: 4732-4737
45. Rao RPN, Sejnowski TJ (2000) Predictive sequence learning in recurrent neocortical circuits. In: Solla SA; Leen TK; Muller KR (eds) Adv Neural Inf Process Syst, vol 12. MIT Press, Cambridge, MA, pp 164-170
46. Rao RPN, Sejnowski TJ (2001) Spike-timing-dependent Hebbian plasticity as temporal difference learning. Neural Comput 13: 2221-2237
47. Rittenhouse CD, Shouval HZ, Paradiso MA, Bear MF (1999) Monocular deprivation induces homosynaptic long-term depression in visual cortex. Nature 397: 347-350
48. Roberts PD (1999) Computational consequences of temporally asymmetric learning rules: I. differential Hebbian learning. J Comp Neurosci 7: 235-246
49. Rosenmund C, Feltz A, Westbrook GL (1995) Calcium-dependent inactivation of synaptic NMDA receptors in hippocampal neurons. J Neurophysiol 73: 427-430
50. Rubin J, Lee DL, Sompolinsky H (2001) Equilibrium properties of temporally asymmetric Hebbian plasticity. Phys Rev Lett 86: 364-367
51. Schuett S, Bonhoeffer T, Hubener M (2001) Pairing-induced changes of orientation maps in cat visual cortex. Neuron 32: 315-323
52. Sejnowski TJ (1999) The book of Hebb. Neuron 24: 773-776
53. Senn W, Buchs NJ (2002) Spike-based synaptic plasticity and the emergence of direction selective simple cells. J Comput Neurosci
54. Senn W, Markram H, Tsodyks M (2001) An algorithm for modifying neurotransmitter release probability based on pre- and postsynaptic spike-timing. Neural Comput 13: 35-67
55. Seung S, Xie X (2000) Spike-based learning rules and stabilization of persistent neural activity in recurrent neocortical circuits. In: Solla SA; Leen TK; Muller KR (eds) Adv Neural Inf Process Syst, vol 12., MIT Press, Cambridge, MA, pp 2-3
56. Shepherd GM, Harris KM (1998) Three-dimensional structure and composition of CA3→CA1 axons in rat hippocampal slices: implications for presynaptic connectivity and compartmentalization. J Neurosci 18: 8300-8310
57. Sjöström PJ, Turrigiano GG, Nelson SB (2001) Rate, timing, and cooperativity jointly determine cortical synaptic plasticity. Neuron 32: 1149-1164
58. Song S (2002) Competitive Hebbian learning through spike-timing dependent plasticity. PhD thesis, Brandeis University, Waltham, MA
59. Song S, Abbott LF (2001) Column and map development and cortical re-mapping through spike-timing dependent plasticity. Neuron 32: 339-350
60. Song S, Miller KD, Abbott LF (2000) Competitive Hebbian learning through spike-timing-dependent synaptic plasticity. Nature Neurosci 3: 919-926
61. Tegnér J, Kepecs A (2002) Why neuronal dynamics should control synaptic learning rules. In: Dietterich TG; Becker S; Ghahramani Z (eds) Adv Neural Inf Process Syst 14, MIT Press, Cambridge, MA
62. Tegnér J, Kepecs A (2002) Sliding-threshold correlational learning follows from spike-timing-dependent plasticity. Soc Neurosci Abstracts 28
63. Tegnér J, Kepecs A (2002) An adaptive spike-timing-dependent plasticity rule. Neurocomput 44-46
64. Trachtenberg JT, Stryker MP (2001) Rapid anatomical plasticity of horizontal connections in the developing visual cortex. J Neurosci 21: 3476-3482
65. Turrigiano GG, Leslie KR, Desai NS, Rutherford LC, Nelson SB (1998) Activity-dependent scaling of quantal amplitude in neocortical neurons. Nature 391: 892-896
66. Turrigiano GG, Nelson SB (2000) Hebb and homeostasis in neuronal plasticity. Curr Opin Neurobiol 10: 358-364
67. Umemiya M, Chen N, Raymond LA, Murphy TH (2001) A calcium-dependent feedback mechanism participates in shaping single NMDA miniature EPSCs. J Neurosci 21: 1-9
68. van Ooyen A (2001) Competition in the development of nerve connections: a review of models. Network 12: R1-47
69. van Rossum MCW, Bi GQ, Turrigiano GG (2000) Stable Hebbian learning from spike-timing-dependent plasticity. J Neurosci 20: 8812-8821
70. von der Malsburg C (1973) Self-organization of orientation sensitive cells in the striate cortex. Kybernetik 14: 85-100
71. von der Malsburg C (1979) Development of ocularity domains and growth behaviour of axon terminals. Biol Cybern 32: 49-62
72. + channels contribute to spike-timing dependent long-term potentiation in hippocampal pyramidal neurons. Proc Natl Acad Sci, USA 99: 8366-8371
73. Yao H, Dan Y (2001) Stimulus timing-dependent plasticity in cortical processing of orientation. Neuron 32: 315-323
74. Zhang LI, Tao HW, Holt CE, Harris WA, Poo MM (1998) A critical window for cooperation and competition among developing retinotectal synapses. Nature 395: 37-44