Computational constraints between retrieving the past and predicting the future, and the CA3-CA1 differentiation

Hippocampus

Volumn 14, Issue 5, 2004, Pages 539-556

  Treves, Alessandro ^a,b  

^a SISSA   (Italy)

^b NORWEGIAN UNIVERSITY OF SCIENCE AND TECHNOLOGY   (Norway)

Author keywords

Associative memory; Information measures; Mossy fibers; Recurrent network; Schaffer collateral; Spatial localization

Indexed keywords

ADAPTATION; ARTIFICIAL NEURAL NETWORK; BIRD; BRAIN FUNCTION; CALCULATION; CONTROLLED STUDY; ENTORHINAL CORTEX; EVIDENCE BASED MEDICINE; FREQUENCY ANALYSIS; HIPPOCAMPUS; HYPOTHESIS; MAMMAL; MEMORY; MOSSY FIBER; PREDICTION; PRIORITY JOURNAL; PYRAMIDAL NERVE CELL; QUANTITATIVE ANALYSIS; REPTILE; REVIEW; SENSORY STIMULATION; SIMULATION; SPECIES DIFFERENCE; TEMPORAL LOBE; TISSUE DIFFERENTIATION;

ACTION POTENTIALS; ANIMALS; DENTATE GYRUS; EVOLUTION; HIPPOCAMPUS; LEARNING; MEMORY; MOSSY FIBERS, HIPPOCAMPAL; NERVE NET; NEURAL NETWORKS (COMPUTER); NEURAL PATHWAYS; NEURONAL PLASTICITY; PERFORANT PATHWAY; PYRAMIDAL CELLS; RATS; SYNAPTIC TRANSMISSION;

EID: 4243178143     PISSN: 10509631     EISSN: None     Source Type: Journal    
DOI: 10.1002/hipo.10187     Document Type: Review

References (70)

1. Abbott LF, Blum KI. 1996. Functional significance of long-term potentiation for sequence learning and prediction. Cereb Cortex 6:406-416.
2. Amaral DG, Ishizuka N, Claiborne B. 1990. Neurons, numbers and the hippocampal network. Prog Brain Res 83:1-11.
3. Amaral DG, Witter MP. 1995. Hippocampal formation. In: Paxinos C, editor. The rat nervous system. San Diego, CA: Academic Press. p 443-493.
4. Amit DJ. 1995. The Hebbian paradigm reintegrated: local reverberations as internal representations. Behav Brain Sci 18:617-657.
5. Barkai E, Hasselmo ME. 1994. Modulation of the input/output function of rat piriform cortex pyramidal cells. J Neurophysiol 72:644-658.
6. Barkai E, Bergman RE, Horwitz G, Hasselmo ME. 1994. Modulation of associative memory function in a biophysical simulation of rat piriform cortex pyramidal cells. J Neurophysiol 72:658-677.
7. Battaglia FP, Treves A. 1998. Attractor neural networks storing multiple space representations: a model for hippocampal place fields. Phys Rev E 58:7738-7753.
8. Bi G-Q, Poo M-M. 1998. Activity-induced synaptic modifications in hippocampal culture, dependence on spike-timing, synaptic strength and cell type. J Neurosci 18:10464-10472.
9. Blum KI, Abbott LF. 1996. A model of spatial map formation in the hippocampus of the rat. Neural Comput 8:85-93.
10. Braitenberg V, Schüz A. 1991. Anatomy of the cortex. Berlin: Springer-Verlag.
11. Brun VH, Otnæss MK, Molden S, Steffenach H-A, Witter MP, Moser M-B, Moser EI. 2002. Place cells and place recognition maintained by direct entorhinal-hippocampal circuitry. Science 296:2243-2246.
12. Foldiák P. 1991. Learning invariance from transformation sequences. Neural Comput 3:193-199.
13. Fortin NJ, Agster KL, Eichenbaum HB. 2002. Critical role of the hippocampus in memory for sequences of events. Nat Neurosci 5:458-462.
14. Foster DJ, Morris RGM, Dayan P. 2000. A model of hippocampally dependent navigation, using the temporal difference learning rule. Hippocampus 10:1-16.
15. Frank LM, Brown EN, Wilson MA. 2001. A comparison of the firing properties of putative excitatory and inhibitory neurons from CA1 band the entorhinal cortex. J Neurophysiol 86:2029-2040.
16. Freund TF, Buzsáki G. 1996. Interneurons of the hippocampus. Hippocampus 6:347-470.
17. Fulvi Mari C, Panzeri S, Rolls ET, Treves A. 2000. A quantitative model of information processing in CA1. In: Baddeley R, Földiák P, Hancock P, editors. Information theory and the brain. Cambridge, UK: Cambridge University Press. p 273-289.
18. Gaffan D, Parker A, Easton A. 2001. Dense amnesia in the monkey after transection of fornix, amygdala and anterior temporal stem. Neuropsychologia 39:51-70.
19. Gloor P. 1997. The temporal lobe and limbic system. New York: Oxford University Press.
20. Harris KD, Henze DE, Hirase H, Leinekugel X, Dragol G, Czurkó A, Buzsáki G. 2002. Spike train dynamics predicts theta-related phase precession in hippocampal pyramidal cells. Nature 417:738-741.
21. Hasselmo ME, Schnell E. 1994. Laminar selectivity of the cholinergic suppression of synaptic transmission in rat hippocampal region CA1: computational modeling and brain slice physiology. J Neurosci 14: 3898-3914.
22. Hasselmo ME, Schnell E, Barkai E. 1995. Dynamics of learning and recall at excitatory recurrent synapses and cholinergic modulation in rat hippocampal region CA3. J Neurosci 15:5249-5262.
23. Hasselmo ME, Wyble B, Wallenstein G. 1996. Encoding and retrieval of episodic memories: role of cholinergic and GABAergic modulation in hippocampus. Hippocampus 6:693-708.
24. Henze DA, Wittner L, Buzsáki G. 2002. Single granule cells reliably discharge targets in the hippocampal CA3 network in vivo. Nat Neurosci 5:790-795.
25. Huerta PT, Sun LD, Wilson MA, Tonegawa S. 2000. Formation of temporal memory requires NMDA receptors within CA1 pyramidal neurons. Neuron 25:473-480.
26. Jensen O, Lisman JE. 1996. Hippocampal CA3 region predicts memory sequences: accounting for the phase precession of place cells. Learn Mem 3:279-287.
27. Jensen O, Tesche CD. 2002. Frontal theta activity in humans increases with memory load in a working memory task. Eur J Neurosci 15: 1395-1399.
28. Ji Z, Staubli U. 2002. Presynaptic kainite receptors play different physiological roles in mossy fiber and associational-commissural synapses in CA3 of hippocampus of adult rats. Neurosci Lett 331:71-74.
29. Jung MW, McNaughton BL. 1993. Spatial selectivity of unit activity in the hippocampal granular layer. Hippocampus 3:165-182.
30. Jung MW, Wiener SI, McNaughton BL. 1994. Comparison of spatial firing characteristics of units in dorsal and ventral hippocampus of the rat. J Neurosci 14:7347-7356.
31. Kametani H, Kawamura H. 1990. Alterations in acetylcholine release in the rat hippocampus during sleep-wakefulness detected by intracerebral dialysis. Life Sci 47:421-426.
32. Kesner RP, Gilbert PE, Barua LA. 2002a. The role of the hippocampus in memory for the temporal order of a sequence of odours. Behav Neurosci 116:286-290.
33. Kesner RP, Gilbert PE, Lee I. 2002b. Subregional analysis of hippocampal function in the rat. In: Squire LR, Schacter DL, editors. Neuropsychology of memory. 3rd ed. New York: Guilford Press. p 395-411.
34. Lassalle J-M, Bataille T, Halley H. 2000. Reversible inactivation of the hippocampal mossy fiber synapses in mice impairs spatial learning, but neither consolidation nor memory retrieval, in the Morris navigation task. Neurobiol Learn Mem 73:243-257.
35. Lengyel M, Szatmáry Z, Érdi P. 2003. Dynamically detuned oscillations account for the coupled rate and temporal code of place cell firing. Hippocampus 13:700-714.
36. Levy WB. 1989. A computational approach to hippocampal function. In: Hawkins RD, Bower GH, editors. Computational models of learning in simple neural systems. (The psychology of learning and motivation. vol 23.) San Diego, CA: Academic Press. p 243-305.
37. Levy WB. 1990. Maximum entropy prediction in neural networks. In: Washington, DC: International joint conference on neural networks. p I7-I10.
38. Levy WB, Colbert CM, Desmond NL. 1990. Elemental adaptive processes of neurons and synapses: a statistical/computational perspective. In: Gluck M, Rumelhart D, editors. Neuroscience and connectionist theory. Hillsdale, NJ: Lawrence Erlbaum Associates. p 187-235.
39. Levy WB, Wu XB, Baxter RA. 1995. Unification of hippocampal function via computational encoding considerations. Int J Neural Syst 6(suppl):71-80.
40. Marr D. 1971. Simple memory: a theory for archicortex. Philos Trans Roy Soc Lond B 262:24-81.
41. Marrosu F, Portas C, Mascia MS, Casu MA, Fa M, Giagheddu M, Imperato A, Gessa GL. 1995. Microdialysis measurement of cortical and hippocampal acetylcholine release during sleep-wake cycle in freely moving cats. Brain Res 671:329-332.
42. McNaughton BL, Morris RGM. 1987. Hippocampal synaptic enhancement and information storage. Trends Neurosci 10:408-415.
43. Mehra MR. 2001. Neuronal dynamics of predictive encoding. Neuroscientist 7:490-495.
44. Mehta MR, Barnes CA, McNaughton BL. 1997. Experience-dependent, asymmetric expansion of hippocampal place fields. Proc Natl Acad Sci USA 94:8918-8921.
45. Mehta MR, Quirk MC, Wilson MA. 2000. Experience-dependent asymmetric shape of hippocampal receptive fields. Neuron 25:504-506.
46. Mehta MR, Lee AK, Wilson MA. 2002. Role of experience and oscillations in transforming a rate code into a temporal code. Nature 417: 741-746.
47. Minai AA, Levy WB. 1993. Sequence learning in a single trial. INNs World Congr Neural Netw 2:505-508.
48. Minai AA, Barrows GL, Levy WB. 1994. Disambiguation of pattern sequences with recurrent networks. INNS World Congr Neural Netw 4:178-181.
49. Morishita W, Alger BE. 2000. Differential effects of the group II mGluR agonist, DCG-IV, on depolarization-induced suppression of inhibition in hippocampal CA1 and CA3 neurons. Hippocampus 10:261-268.
50. Nakazawa K, Quirk MC, Chitwood RA, Watanabe M, Yeckel MF, Sun LD, Kato A, Carr CA, Johnston D, Wilson MA, Tonegawa. S. 2002. Requirement for hippocampal CA3 NMDA receptors in associative memory recall. Science 297:211-218.
51. O'Keefe J, Reece ML. 1993. Phase relationship between hippocampal place units and the EEG theta rhythm. Hippocampus 3:317-330.
52. Rawlins JNP. 1985. Associations across time: the hippocampus as a temporary memory store. Behav Brain Sci 8:479-496.
53. Roberts PD. 1999. Computational consequences of temporally asymmetric learning rules. I. Differential Hebbian learning. J Comput Neurosci 7:235-246.
54. Robertson RG, Rolls ET, Georges-Francois P. 1998. Spatial view cells in the primate hippocampus: effects of removal of view details. J Neurophysiol 79:1145-1156.
55. Rolls ET. 1989. Functions of neuronal networks in the hippocampus and cerebral cortex in memory. In: Cotterill R, editor. Models of brain function. New York: Cambridge University Press. p 15-33.
56. Rolls ET, Treves A, Robertson RG, Georges-Francois P, Panzeri S. 1998. Information about spatial view in an ensemble of primate hippocampal cells. J Neurophysiol 79:1797-1813.
57. Schultz SR, Panzeri S, Rolls ET, Treves A. 2000. Quantitative analysis of a Schaffer collateral model. In: Baddeley R, Fö ldiák P, Hancock P, editors. Information theory and the brain. Cambridge, UK: Cambridge University Press. p 257-272.
58. Seress L. 1988. Interspecies comparison of the hippocampal formation shows increased emphasis on the regio superior in the Ammon's horn of the human brain. J Hirnforsch 29:335-340.
59. Skaggs WE, McNaughton BL, Wilson MA, Barnes CA. 1996. Theta phase precession in hippocampal neuronal populations and the compression of temporal sequences. Hippocampus 6:149-172.
60. Small SA, Nava AS, Perera GM, DeLaPaz R, Mayeux R, Stern Y. 2001. Circuit mechanisms underlying memory encoding and retrieval in the long axis of the hippocampal formation. Nat Neurosci 4:442-448.
61. Traub RD, Wong RK, Miles R, Michelson H. 1991. A model of a CA3 hippocampal pyramidal neuron incorporating voltage-clamp data on intrinsic conductances. J Neurophysiol 66:635-650.
62. Treves A. 1995. Quantitative estimate of the information relayed by the Schaffer collaterals. J Comput Neurosci 2:259-272.
63. Treves A. 1997. On the perceptual structure of face space. Biosystems 40:189-196.
64. Treves A. 2001. Information coding in higher sensory and memory areas. In: Moss F, Gielen S, editors. Neuro-informatics and neural modelling. (Handbook of biological physics. vol 4.) Amsterdam: Elsevier. p 825-852.
65. Treves A. 2003. Computational constraints that may have favoured the lamination of sensory cortex. J Comput Neurosci 14:271-282.
66. Treves A, Rolls ET. 1991. What determines the capacity of autoassociative memories in the brain? Network 2:371-397.
67. Treves A, Rolls ET. 1992. Computational constraints suggest the need for two distinct input systems to the hippocampal CA3 network. Hippocampus 2:189-199.
68. Treves A, Samengo I. 2002. Standing on the gateway to memory: shouldn't we step in? Cogn Neuropsychol 19:557-575.
69. Tsodyks MV, Skaggs WE, Sejnowski TJ, McNaughton BL. 1996. Population dynamics and theta rhythm phase precession of hippocampal place cell firing: a spiking neuron model. Hippocampus 6:271-270.
70. Ulinski PS. 1990. The cerebral cortex of reptiles. In: Jones EG, Peters A, editors. Cerebral cortex. (Comparative structure and evolution of cerebral cortex. vol 8A.) New York: Plenum Press. p 139-215.