Entorhinal cortex grid cells can map to hippocampal place cells by competitive learning

被引:178
作者
Rolls, Edmund T. [1 ]
Stringer, Simon M. [1 ]
Elliot, Thomas [1 ]
机构
[1] Univ Oxford, Dept Expt Psychol, Ctr Computat Neurosci, Oxford OX1 3UD, England
基金
英国医学研究理事会;
关键词
entorhinal cortex; grid cell; place cell; competitive network; hippocampus; dentate gyrus;
D O I
10.1080/09548980601064846
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
'Grid cells' in the dorsocaudal medial entorhinal cortex (dMEC) are activated when a rat is located at any of the vertices of a grid of equilateral triangles covering the environment. dMEC grid cells have different frequencies and phase offsets. However, cells in the dentate gyrus (DG) and hippocampal area CA3 of the rodent typically display place fields, where individual cells are active over only a single portion of the space. In a model of the hippocampus, we have shown that the connectivity from the entorhinal cortex to the dentate granule cells could allow the dentate granule cells to operate as a competitive network to recode their inputs to produce sparse orthogonal representations, and this includes spatial pattern separation. In this paper we show that the same computational hypothesis can account for the mapping of EC grid cells to dentate place cells. We show that the learning in the competitive network is an important part of the way in which the mapping can be achieved. We further show that incorporation of a short term memory trace into the associative learning can help to produce the relatively broad place fields found in the hippocampus.
引用
收藏
页码:447 / 465
页数:19
相关论文
共 54 条
[1]  
[Anonymous], 1989, PARALLEL DISTRIBUTED
[2]   HEBBIAN SYNAPSES - BIOPHYSICAL MECHANISMS AND ALGORITHMS [J].
BROWN, TH ;
KAIRISS, EW ;
KEENAN, CL .
ANNUAL REVIEW OF NEUROSCIENCE, 1990, 13 :475-511
[3]   Place cells and place recognition maintained by direct entorhinal-hippocampal circuitry [J].
Brun, VH ;
Otnæss, MK ;
Molden, S ;
Steffenach, HA ;
Witter, MP ;
Moser, MB ;
Moser, EI .
SCIENCE, 2002, 296 (5576) :2243-2246
[4]   A view model which accounts for the spatial fields of hippocampal primate spatial view cells and rat place cells [J].
de Araujo, IET ;
Rolls, ET ;
STringer, SM .
HIPPOCAMPUS, 2001, 11 (06) :699-706
[5]   A spin glass model of path integration in rat medial entorhinal cortex [J].
Fuhs, MC ;
Touretzky, DS .
JOURNAL OF NEUROSCIENCE, 2006, 26 (16) :4266-4276
[6]   Dissociating hippocampal subregions: A double dissociation between dentate gyrus and CA1 [J].
Gilbert, PE ;
Kesner, RP ;
Lee, I .
HIPPOCAMPUS, 2001, 11 (06) :626-636
[7]  
GROSSBERG S, 1987, COGNITIVE SCI, V11, P23, DOI 10.1111/j.1551-6708.1987.tb00862.x
[8]   Microstructure of a spatial map in the entorhinal cortex [J].
Hafting, T ;
Fyhn, M ;
Molden, S ;
Moser, MB ;
Moser, EI .
NATURE, 2005, 436 (7052) :801-806
[9]  
Hertz J., 1991, Introduction to the Theory of Neural Computation
[10]  
Jeffery KJ, 2004, REV NEUROSCIENCE, V15, P309