Balancing homeostasis and learning in neural circuits

Zoology

Volumn 106, Issue 4, 2003, Pages 365-371

  Abbott, L F ^a  

^a BRANDEIS UNIVERSITY   (United States)

Author keywords

Adaptation; Homeostasis; Long term potentiation; Plasticity; Spike timing

Indexed keywords

ANIMALIA;

EID: 0346400026     PISSN: 09442006     EISSN: None     Source Type: Journal    
DOI: 10.1078/0944-2006-00133     Document Type: Conference Paper

References (47)

1. Abbott, L.F. and K.I. Blum. 1996. Functional significance of long-term potentiation for sequence learning and prediction. Cereb. Cortex 6: 406-416.
2. Abbott, L.F. and E. Marder. 2002. Activity-dependent regulation of neuronal conductances. In: The Handbook of Brain Theory and Neural Networks (M. Arbib, ed.). Bradford MIT Press, Cambridge, pp. 85-87.
3. Abbott, L.F. and S.B. Nelson. 2000. Synaptic plasticity: taming the beast. Nature Neurosci. 3: 1178-1183.
4. Allen C.B., T. Celikel and D.E. Feldman. 2003. Long-term depression induced by sensory deprivation during cortical map plasticity in vivo. Nat. Neurosci. 3: 291-299.
5. Anderson P., H. Silfvenius, S.H. Sundberg and O. Sveen. 1980. A comparison of distal and proximal dendritic synapses on CA1 pyramids in guinea-pig hippocampal slices in vitro. J. Physiol. 307: 273-299.
6. Bell, C.C., V.Z. Han, Y. Sugawara and K. Grant. 1997. Synaptic plasticity in a cerebellum-like structure depends on temporal order. Nature 387: 278-281.
7. Bi, G.-Q. and M.-M. Poo. 1998. Activity-induced synaptic modifications in hippocampal culture, dependence on spike timing, synaptic strength and cell type. J. Neurosci. 18: 10464-10472.
8. Blum, K.I. and L.F. Abbott. 1996. A model of spatial map formation in the hippocampus of the rat. Neural Comp. 8: 85-93.
9. Cateau, H. and T. Fukai. 2003. A stochastic method to predict the consequences of arbitrary forms of spike-timing-dependent plasticity. Neural Comp. 15: 597-620.
10. Debanne, D., B.H. Gahwiler and S.M. Thompson. 1994. Asynchronous pre-and postsynaptic activity induces associative long-term depression in area CA1 of the rat hippocampus in vitro. Proc. Natl. Acad. Sci. USA 91: 1148-1152.
11. Debanne, D., B.H. Gahwiler and S.M. Thompson. 1998. Long-term synaptic plasticity between pairs of individual CA3 pyramidal cells in rat hippocampal slice cultures. J. Physiol. 507: 237-247.
12. Egger, V., D. Feldemeyer and B. Sakmann. 1999. Coincidence detection and efficacy changes in synaptic connections between spiny stellate neurons of the rat barrel cortex. Nature Neurosci. 2: 1098-1105.
13. Feldman, D.E. 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 R.C. and Y. Dan. 2002. Spike-timing-dependent synaptic modification induced by natural spike trains. Nature 416: 433-438.
15. Fu Y.X., K. Djupsund, H. Gao, B. Hayden, K. Shen and Y. Dan. 2002. Temporal specificity in the cortical plasticity of visual space representation. Science 296: 1999-2003.
16. Gerstner, W. and L.F. Abbott. 1997. Learning navigational maps through potentiation and modulation of hippocampal place cells. J. Computational Neurosci. 4: 79-94.
17. Gerstner, W., R. Kempter, J.L. van Hemmen and H. Wagner 1996. A neuronal learning rule for sub-millisecond temporal coding. Nature 383: 76-78.
18. Goldberg, J., K. Holthoff and R. Yuste. 2002. A problem with Hebb and local spikes. Trends in Neurosci. 25: 433-435.
19. Gustafsson, B., H. Wigstrom, W.C. Abraham and Y.-Y. Huang. 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. Gütig R., R. Aharonov, S. Rotter and H. Sompolinsky. 2003. Learning input correlations through nonlinear temporally asymmetric Hebbian plasticity. J. Neurosci. 23: 3697-3714.
21. Hebb, D.O. 1949. The Organization of Behavior: A Neuropsychological Theory. Wiley, New York.
22. Iansek, R. and S.J. Redman. 1973. An analysis of cable properties of spinal motoneurones using a brief intracellular current impulse. J. Physiol. 234: 613-636.
23. Jack J.J.B., S.J. Redman and K. Wong. 1981. The components of synaptic potentials evoked in spinal motoneurones by impulses in single group 1a fibres. J. Physiol. 321: 65-96.
24. Kempter R., W. Gerstner and J.L. van Hemmen. 1999. Hebbian learning and spiking neurons. Phys. Rev. E 59: 4498-4515.
25. Kempter R., W. Gerstner W. and J.L. van Hemmen. 2001. Intrinsic stabilization of output rates by spike-based Hebbian learning. Neural Comp. 13: 2709-2741.
26. Kistler W.M. and J.L. van Hemmen. 2000. Modeling synaptic plasticity in conjunction with the timing of pre-and post- synaptic action potentials. Neural Comp. 12: 385-405.
27. Levy, W.B. and D. Steward. 1983. Temporal contiguity requirements for long-term associative potentiation/depression in the hippocampus. Neurosci. 8: 791-797.
28. Magee, J.C. and D.A. Johnston. 1997. Synaptically controlled, associative signal for Hebbian plasticity in hippocampal neurons. Science 275: 209-213.
29. Magee J.C. and E.P. Cook. 2000. Somatic EPSP amplitude is independent of synapse location in hippocampal pyramidal neurons. Nat. Neurosci. 3: 895-903.
30. Markram, H., J. Lubke, M. Frotscher and B. Sakmann. 1997. Regulation of synaptic efficacy by coincidence of postsynaptic APs and EPSPs. Science 275: 213-215.
31. Mehta, M.R., C.A. Barnes and B.L. McNaughton. 1997. Experience-dependent, asymmetric expansion of hippocampal place fields. Proc. Natl. Acad. Sci. USA 94: 8918-8921.
32. Mehta, M.R., M.C. Quirk and M. Wilson. 2000. Experience dependent asymmetric shape of hippocampal receptive fields. Neuron 25: 707-715.
33. Miller, K.D. and D.J.C. MacKay. 1994. The role of constraints in Hebbian learning. Neural Comp. 6: 100-126.
34. Minai, A.A. and W.B. Levy. 1993. Sequence learning in a single trial. INNS World Congress of Neural Networks II: 505-508.
35. Rao, R. and T.J. Sejnowski. 2000. Predictive sequence learning in recurrent neocortical circuits. In: Advances in Neural Information Processing Systems 12 (S.A. Solla, T.K. Leen and K.-B. Muller, eds.). MIT Press, Cambridge MA.
36. Roberts, P.D. 1999. Computational consequences of temporally asymmetric learning rules, I. Differential Hebbian learning. J. Computational Neurosci. 7: 235-246.
37. Rubin, J., D.D. Lee and H. Sompolinksy. 2001. Equilibrium properties of temporally asymmetric Hebbian plasticity. Phys. Rev. Lett. 86: 364-367.
38. Rumsey, C. and L.F. Abbott. 2003. Synaptic equalization through anti-STDP. J. Neurophysiol. (in press). Sjöström P.J., G.G. Turrigiano and S.B. Nelson. 2001. Rate, timing, and cooperativity jointly determine cortical synaptic plasticity. Neuron 32: 1149-1164.
39. Rumsey, C. and L.F. Abbott. 2003. Synaptic equalization through anti-STDP. J. Neurophysiol. (in press). Sjöström P.J., G.G. Turrigiano and S.B. Nelson. 2001. Rate, timing, and cooperativity jointly determine cortical synaptic plasticity. Neuron 32: 1149-1164.
40. Smith M.A., G.C.R. Ellis-Davies and J.C. Magee. 2003. Mechanism of the distance-dependent scaling of Schaffer collateral synapses in rat CA1 pyramidal neurons. J. Physiol. 548: 245-258.
41. Song, S. and L.F. Abbott. 2001. Column and map development and cortical re-mapping through spike-timing dependent plasticity. Neuron 32: 339-350.
42. Song, S., K.D. Miller and L.F. Abbott. 2000. Competitive Hebbian learning through spike-timing-dependent synaptic plasticity. Nature Neurosci. 3: 919-926.
43. Stricker C., A.C. Field and S.J. Redman. 1996. Statistical analysis of amplitude fluctuations in EPSCs evoked in rat CA1 pyramidal neurons in vitro. J. Physiol. 490: 419-441.
44. Triller A., T. Seitanidou, O. Franksson and H. Korn. 1990. Size and shape of glycine receptor clusters in a central neuron exhibit a somato-dendritic gradient. New. Biol. 2: 637-641.
45. van Rossum M.C., G.-Q. Bi and G.G. Turrigiano. 2000. Stable Hebbian learning from spike timing-dependent plasticity. J. Neurosci. 20: 8812-8821.
46. Yao H. and Y. Dan. 2001. Stimulus timing-dependent plasticity in cortical processing of orientation. Neuron 32: 315-323.
47. Zhang, L.I., H.W. Tao, C.E. Holt, W.A. Harris and M.-M. Poo. 1998. A critical window for cooperation and competition among developing retinotectal synapses. Nature 395: 37-44.