Spike-timing dependent plasticity and the cognitive map

Frontiers in Computational Neuroscience

Volumn 4, Issue , 2010, Pages

  Bush, Daniel ^a,b   Philippides, Andrew ^b   Husbands, Phil ^b   O'Shea, Michael ^b  

^a UNIVERSITY OF CALIFORNIA   (United States)

^b UNIVERSITY OF SUSSEX   (United Kingdom)

Author keywords

Auto associative network; Hippocampus; Navigation; Phase precession; Spatial memory; STDP; Synaptic plasticity

Indexed keywords

AUTOASSOCIATIVE NETWORKS; HIPPOCAMPUS; PHASE PRECESSION; SPATIAL MEMORY; STDP; SYNAPTIC PLASTICITY;

BRAIN; CELL CULTURE; ELECTROPHYSIOLOGY; ENCODING (SYMBOLS); NAVIGATION; NEURONS; RECURRENT NEURAL NETWORKS; COGNITIVE SYSTEMS;

COGNITIVE SYSTEMS; NEURONS;

ACCURACY; ARTICLE; BRAIN MAPPING; CELL ACTIVITY; HIPPOCAMPAL CA3 REGION; IN VITRO STUDY; IN VIVO STUDY; MATHEMATICAL ANALYSIS; NERVE CELL NETWORK; NERVE CELL PLASTICITY; NERVE CONDUCTION; POSTSYNAPTIC POTENTIAL; PRESYNAPTIC POTENTIAL; PROCESS DEVELOPMENT; PROCESS MODEL; SPATIAL MEMORY; SPIKE TIMING DEPENDENT PLASTICITY; SPIKE WAVE; STOCHASTIC MODEL; THEORETICAL MODEL; THETA RHYTHM;

EID: 79957641326     PISSN: 16625188     EISSN: None     Source Type: Journal    
DOI: 10.3389/fncom.2010.00142     Document Type: Article

References (59)

1. Baker, J. L., and Olds, J. L. (2007). Theta phase precession emerges from a hybrid computational model of a CA3 place cell. Cogn. Neurodyn. 1, 237-248.
2. Bi, G. Q., and Poo, M. M. (1998). Synaptic modifications in cultured hippocampal neurons: dependence on spike timing, synaptic strength, and postsynaptic cell type. J. Neurosci. 18, 10464-10472.
3. Bienenstock, E. L., Cooper, L. N., and Munro, P. W. (1982). Theory for the development of neuron selectivity: orientation specificity and binocular interaction in visual cortex. J. Neurosci. 2, 32-48.
4. Bliss, T. V., and Lomo, T. (1973). Longlasting potentiation of synaptic transmission in the dentate area of the anaesthetized rabbit following stimulation of the perforant path. J. Physiol. 232, 331-356.
5. Buchanan, K. A., and Mellor, J. R. (2007). The development of synaptic plasticity induction rules and the requirement for postsynaptic spikes in rat hippocampal CA1 pyramidal neurones. J. Physiol. 585, 429-445.
6. Buchanan, K. A., and Mellor, J. R. (2010). The activity requirements for spike timing-dependent plasticity in the hippocampus. Front. Syn. Neurosci. 2:11. doi: 10.3389/fnsyn.2010.00011.
7. Burgess, N. (2007). "Computational models of the spatial and mnemonic functions of the hippocampus," in The Hippocampus Book, eds P. Andersen, R. Morris, D. Amaral, T. Bliss, and J. O'Keefe (Oxford: Oxford University Press), 715-749.
8. Burgess, N., Recce, M., and O'Keefe, J. (1994). A model of hippocampal function. Neural Netw. 7, 1065-1081.
9. Bush, D., Philippides, A., Husbands, P., and O'Shea, M. (2010a). Reconciling the STDP and BCM models of synaptic plasticity in a spiking recurrent neural network. Neural Comput. 22, 1-27.
10. Bush, D., Philippides, A., Husbands, P., and O'Shea, M. (2010b). Dual coding with STDP in a spiking recurrent neural network model of the hippocampus. PLoS Comput. Biol. 6, e1000839. doi: 10.1371/journal.pcbi.1000839.
11. Buzsaki, G. (2006). Rhythms of the Brain. Oxford: Oxford University Press.
12. de Almeida, L., Idiart, M., and Lisman, J. E. (2007). Memory retrieval time and memory capacity of the CA3 network: role of gamma frequency oscillations. Learn. Mem. 14, 795-806.
13. Debanne, D., Gahwiler, B. H., and Thompson, S. M. (1998). Long-term synaptic plasticity between pairs of individual CA3 pyramidal cells in rat hippocampal slice cultures. J. Physiol. 507, 237-247.
14. Desai, N. S. (2004). Homeostatic plasticity in the CNS: synaptic and intrinsic forms. J. Physiol. (Paris) 97, 391-402.
15. Dudek, S. M., and Bear, M. F. (1992). Homosynaptic long-term depression in area CA1 of hippocampus and effects of N-methyl-D-aspartate receptor blockade. Proc. Natl. Acad. Sci. U.S.A. 89, 4363-4367.
16. Frerking, M., Schulte, J., Wiebe, S. P., and Stäubli, U. (2005). Spike timing in CA3 pyramidal cells during behavior: implications for synaptic transmission. J. Neurophysiol. 94, 1528-1540.
17. Harris, K. D. (2005). Neural signatures of cell assembly organization. Nat. Rev. Neurosci. 6, 399-407.
18. Harvey, C. D., Collman, F., Dombeck, D. A., and Tank, D. W. (2009). Intracellular dynamics of hippocampal place cells during virtual navigation. Nature 461, 941-946.
19. Hebb, D. O. (1949). Organisation of Behaviour. New York: Wiley.
20. Hopfield, J. J. (1982). Neural networks and physical systems with emergent collective computational abilities. Proc. Natl. Acad. Sci. U.S.A. 79, 2554-2558.
21. Huxter, J. R., Senior, T. J., Allen, K., and Csicsvari, J. (2008). Theta phasespecific codes for two-dimensional position, trajectory and heading in the hippocampus. Nat. Neurosci. 11, 587-594.
22. Hyman, J. M., Wyble, B. P., Goyal, V., Rossi, C. A., and Hasselmo, M. E. (2003). Stimulation in hippocampal region CA1 in behaving rats yields LTP when delivered to the peak of theta and LTD when delivered to the trough. J. Neurosci. 23, 11725-11731.
23. Isaac, J. T. R., Buchanan, K. A., Muller, R. U., and Mellor, J. R. (2009). Hippocampal place cell firing patterns can induce long-term synaptic plasticity in vitro. J. Neurosci. 29, 6840-6850.
24. Izhikevich, E. M. (2004). Which model to use for cortical spiking neurons? IEEE Trans. Neural Netw. 15, 1063-1070.
25. Jensen, O., and Lisman, J. E. (1996). Novel lists of 7 ± 2 known items can be reliably stored in an oscillatory shortterm memory network: interaction with long-term memory Learn. Mem. 3, 257-263.
26. Kwag, J., and Paulsen, O. (2009). The timing of external input controls the sign of plasticity at local synapses. Nat. Neurosci. 12, 1219-1221.
27. Leon, W. C., Bruno, M. A., Allard, S., Nader, K., and Cuello, A. C. (2010). Engagement of the PFC in consolidation and recall of recent spatial memory. Learn. Mem. 17, 297-305.
28. Malenka, R. C., and Bear, M. F. (2004). LTP and LTD: an embarrassment of riches. Neuron 44, 5-21.
29. Marr, D. (1971). Simple memory: a theory for archicortex. Philos. Trans. R. Soc. Lond., B, Biol. Sci. 262, 23-81.
30. Martin, S. J., Greenwood, P. D., and Morris, R. G. (2000). Synaptic plasticity and memory: an evaluation of the hypothesis. Annu. Rev. Neurosci. 23, 649-711.
31. Maurer, A. P., and McNaughton, B. L. (2007). Network and intrinsic cellular mechanisms underlying theta phase precession of hippocampal neurons. Trends Neurosci. 7, 325-333.
32. McClelland, J. L., McNaughton, B. L., and O'Reilly, R. C. (1995). Why there are complementary learning systems in the hippocampus and cortex: insights from the successes and failures of connectionist models of learning and memory. Psychol. Rev. 102, 419-457.
33. McNaughton, B. L., Battaglia, F. P., Jensen, O., Moser, E. I., and Moser, M.-B. (2006). Path integration and the neural basis of the 'cognitive map'. Nat. Rev. Neurosci. 7, 663-678.
34. Meredith, R. M., Floyer-Lea, A. M., and Paulsen, O. (2003). Maturation of long-term potentiation induction rules in rodent hippocampus: role of GABAergic inhibition. J. Neurosci. 23, 11142-11146.
35. Miles, R. (1990). Synaptic excitation of inhibitory cells by single CA3 pyramidal cells of the guinea pig in vitro. J. Physiol. 428, 61-77.
36. Molter, C., Sato, N., and Yamaguchi, Y. (2007). Reactivation of behavioural activity during sharp waves: a computational model for two stage hippocampal dynamics. Hippocampus 17, 201-209.
37. Mongillo, G., Curti, E., Romani, S., and Amit, D. J. (2005). Learning in realistic networks of spiking neurons and spike-driven plastic synapses. Eur. J. Neurosci. 21, 3143-3160.
38. Morris, R. (2007). "Theories of hippocampal function," in The Hippocampus Book, eds P. Andersen, R. Morris, D. Amaral, T. Bliss, and J. O'Keefe (Oxford: Oxford University Press), 581-713.
39. Morris, R. G., Garrud, P., Rawlins, J. N., and O'Keefe, J. (1982). Place navigation impaired in rats with hippocampal lesions. Nature 297, 681-683.
40. Muller, R. U., Kubie, J. L., and Saypoff, R. (1991). The hippocampus as a cognitive graph (abridged version). Hippocampus 1, 243-246.
41. Neves, G., Cooke, S. F., and Bliss, T. V. P. (2008). Synaptic plasticity, memory and the hippocampus: a neural network approach to causality. Nat. Rev. Neurosci. 9, 65-75.
42. O'Keefe, J. (2007). "Hippocampal neurophysiology in the behaving animal," in The Hippocampus Book, eds P. Andersen, R. Morris, D. Amaral, T. Bliss, and J. O'Keefe (Oxford: Oxford University Press), 475-548.
43. O'Keefe, J., and Dostrovsky, J. (1971). The hippocampus as a spatial map. Preliminary evidence from unit activity in the freely-moving rat. Brain Res. 34, 171-175.
44. O'Keefe, J., and Nadel, L. (1978). The Hippocampus as a Cognitive Map. Oxford: Oxford University Press.
45. O'Keefe, J., and Recce, M. L. (1993). Phase relationship between hippocampal place units and the EEG theta rhythm. Hippocampus 3, 317-330.
46. Pfister, J.-P., and Gerstner, W. (2006). Triplets of spikes in a model of spike timing-dependent plasticity. J. Neurosci. 26, 9673-9682.
47. Pike, F. G., Meredith, R. M., Olding, A. W. A., and Paulsen, O. (1999). Postsynaptic bursting is essential for 'Hebbian' induction of associative long-term potentiation at excitatory synapses in rat hippocampus. J. Physiol. 518, 571-576.
48. Ranck, J. B. (1973). Studies on single neurons in dorsal hippocampal formation and septum in unrestrained rats. I: Behavioural correlates and firing repertoires. Exp. Neurol. 41, 461-531.
49. Rolls, E. T. (2007). An attractor network in the hippocampus: theory and neurophysiology. Learn. Mem. 14, 714-731.
50. Rolls, E. T. (2008). Memory, Attention and Decision Making. Oxford: Oxford University Press.
51. Rolls, E. T., and Kesner, R. P. (2006). A computational theory of hippocampal function, and empirical tests of the theory. Prog. Neurobiol. 79, 1-48.
52. Samura, T., and Hattori, M. (2005). Hippocampal memory modification induced by pattern completion and spike-timing dependent synaptic plasticity. Int. J. Neural Syst. 15, 13-22.
53. Skaggs, W. E., McNaughton, B. L., Wilson, M. A., and Barnes, C. A. (1996). Theta phase precession in hippocampal neuronal populations and the compression of temporal sequences. Hippocampus 6, 149-172.
54. Song, S., and Abbott, L. F. (2001). Cortical development and remapping through spike timing-dependent plasticity. Neuron 32, 339-350.
55. Song, S., Miller, K. D., and Abbott, L. F. (2000). Competitive Hebbian learn-ing through spike-timing-dependent synaptic plasticity. Nat. Neurosci. 3, 919-926.
56. Vyazovskiy, V. V., Cirelli, C., Pfister-Genskow, M., Faraguna, U., and Tononi, G. (2008). Molecular and electrophysiological evidence for net synaptic potentiation in wake and depression in sleep. Nat. Neurosci. 11, 200-208.
57. Wagatsuma, H., and Yamaguchi, Y. (2007). Neural dynamics of the cognitive map in the hippocampus. Cogn. Neurodyn. 1, 119-141.
58. Wang, H. X., Gerkin, R. C., Nauen, D. W., and Bi, G.-Q. (2005). Coactivation and timing-dependent integration of synaptic potentiation and depression. Nat. Neurosci. 8, 187-193.
59. Wittenberg, G. M., and Wang, S.-S. H. (2006). Malleability of spiketiming-dependent plasticity at the CA3-CA1 synapse. J. Neurosci. 26, 6610-6617.