Scale-invariant memory representations emerge from moire interference between grid fields that produce theta oscillations: A computational model

被引:99
作者
Blair, Hugh T.
Welday, Adam C.
Zhang, Kechen
机构
[1] Univ Calif Los Angeles, Dept Psychol, Los Angeles, CA 90095 USA
[2] Johns Hopkins Univ, Sch Med, Dept Biomed Engn, Baltimore, MD 21205 USA
关键词
hippocampus; place cell; entorhinal cortex; grid cells; theta rhythm; recognition memory;
D O I
10.1523/JNEUROSCI.4724-06.2007
中图分类号
Q189 [神经科学];
学科分类号
071006 ;
摘要
The dorsomedial entorhinal cortex (dMEC) of the rat brain contains a remarkable population of spatially tuned neurons called grid cells (Hafting et al., 2005). Each grid cell fires selectively at multiple spatial locations, which are geometrically arranged to form a hexagonal lattice that tiles the surface of the rat's environment. Here, we show that grid fields can combine with one another to form moire interference patterns, referred to as "moire grids," that replicate the hexagonal lattice over an infinite range of spatial scales. We propose that dMEC grids are actually moire grids formed by interference between much smaller " theta grids," which are hypothesized to be the primary source of movement-related theta rhythm in the rat brain. The formation of moire grids from theta grids obeys two scaling laws, referred to as the length and rotational scaling rules. The length scaling rule appears to account for firing properties of grid cells in layer II of dMEC, whereas the rotational scaling rule can better explain properties of layer III grid cells. Moire grids built from theta grids can be combined to form yet larger grids and can also be used as basis functions to construct memory representations of spatial locations (place cells) or visual images. Memory representations built from moire grids are automatically endowed with size invariance by the scaling properties of the moire grids. We therefore propose that moire interference between grid fields may constitute an important principle of neural computation underlying the construction of scale-invariant memory representations.
引用
收藏
页码:3211 / 3229
页数:19
相关论文
共 57 条
[1]  
Amidror I., 2000, The theory of the Moire phenomenon
[2]  
[Anonymous], SOC NEUR ABSTR
[3]  
Barry C, 2006, REV NEUROSCIENCE, V17, P71
[4]   SIZE INVARIANCE IN VISUAL OBJECT PRIMING [J].
BIEDERMAN, I ;
COOPER, EE .
JOURNAL OF EXPERIMENTAL PSYCHOLOGY-HUMAN PERCEPTION AND PERFORMANCE, 1992, 18 (01) :121-133
[5]   Recognition memory: What are the roles of the perirhinal cortex and hippocampus? [J].
Brown, MW ;
Aggleton, JP .
NATURE REVIEWS NEUROSCIENCE, 2001, 2 (01) :51-61
[6]  
BURGESS N, 2005, 1 ANN C COMP COGN NE
[7]   Theta rhythm of navigation:: Link between path integration and landmark navigation, episodic and semantic memory [J].
Buzsáki, G .
HIPPOCAMPUS, 2005, 15 (07) :827-840
[8]   Hippocampus: Cognitive processes and neural representations that underlie declarative memory [J].
Eichenbaum, H .
NEURON, 2004, 44 (01) :109-120
[9]   Single neuron activity in human hippocampus and amygdala during recognition of faces and objects [J].
Fried, I ;
MacDonald, KA ;
Wilson, CL .
NEURON, 1997, 18 (05) :753-765
[10]   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