Stochastic nature of precisely timed spike patterns in visual system neuronal responses

被引:161
作者
Oram, MW
Wiener, MC
Lestienne, R
Richmond, BJ
机构
[1] NIMH, Natl Inst Hlth, Bethesda, MD 20892 USA
[2] Univ Paris 06, Inst Neurosci, Ctr Natl Rech Sci, Unite Mixte Rech 7624, F-75005 Paris, France
关键词
D O I
10.1152/jn.1999.81.6.3021
中图分类号
Q189 [神经科学];
学科分类号
071006 ;
摘要
It is not clear how information related to cognitive or psychological processes is carried by or represented in the responses of single neurons. One provocative proposal is that precisely timed spike patterns play a role in carrying such information. This would require that these spike patterns have the potential for carrying information that would not be available from other measures such as spike count or latency. We examined exactly timed (I-ms precision) triplets and quadruplets of spikes in the stimulus-elicited responses of lateral geniculate nucleus (LGN) and primary visual cortex (V1) neurons of the awake fixating rhesus monkey. Large numbers of these precisely timed spike patterns were found. information theoretical analysis showed that the precisely timed spike patterns carried only information already available from spike count, suggesting that the number of precisely timed spike patterns was related to firing rate. We therefore examined statistical models relating precisely timed spike patterns to response strength. Previous statistical models use observed properties of neuronal responses such as the peristimulus time histogram, interspike interval, and/or spike count distributions to constrain the parameters of the model. We examined a new stochastic model, which unlike previous models included all three of these constraints and unlike previous models predicted the numbers and types of observed precisely timed spike patterns. This shows that the precise temporal structures of stimulus-elicited responses in LGN and V1 can occur by chance. We show that any deviation of the spike count distribution, no matter how small, from a Poisson distribution necessarily changes the number of precisely timed spike patterns expected in neural responses. Overall the results indicate that the fine temporal structure of responses can only be interpreted once all the coarse temporal statistics of neural responses have been taken into account.
引用
收藏
页码:3021 / 3033
页数:13
相关论文
共 66 条
[1]   DETECTING SPATIOTEMPORAL FIRING PATTERNS AMONG SIMULTANEOUSLY RECORDED SINGLE NEURONS [J].
ABELES, M ;
GERSTEIN, GL .
JOURNAL OF NEUROPHYSIOLOGY, 1988, 60 (03) :909-924
[2]   SPATIOTEMPORAL FIRING PATTERNS IN THE FRONTAL-CORTEX OF BEHAVING MONKEYS [J].
ABELES, M ;
BERGMAN, H ;
MARGALIT, E ;
VAADIA, E .
JOURNAL OF NEUROPHYSIOLOGY, 1993, 70 (04) :1629-1638
[3]  
Abeles M., 1991, CORTICONICS
[4]   DYNAMICS OF NEURONAL FIRING CORRELATION - MODULATION OF EFFECTIVE CONNECTIVITY [J].
AERTSEN, AMHJ ;
GERSTEIN, GL ;
HABIB, MK ;
PALM, G .
JOURNAL OF NEUROPHYSIOLOGY, 1989, 61 (05) :900-917
[5]   Responses of neurons in primary and inferior temporal visual cortices to natural scenes [J].
Baddeley, R ;
Abbott, LF ;
Booth, MCA ;
Sengpiel, F ;
Freeman, T ;
Wakeman, EA ;
Rolls, ET .
PROCEEDINGS OF THE ROYAL SOCIETY B-BIOLOGICAL SCIENCES, 1997, 264 (1389) :1775-1783
[6]   The structure and precision of retinal spike trains [J].
Berry, MJ ;
Warland, DK ;
Meister, M .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 1997, 94 (10) :5411-5416
[7]  
Berry MJ, 1998, J NEUROSCI, V18, P2200
[8]   VISUAL ORIENTATION AND SPATIAL-FREQUENCY DISCRIMINATION - A COMPARISON OF SINGLE NEURONS AND BEHAVIOR [J].
BRADLEY, A ;
SKOTTUN, BC ;
OHZAWA, I ;
SCLAR, G ;
FREEMAN, RD .
JOURNAL OF NEUROPHYSIOLOGY, 1987, 57 (03) :755-772
[9]   RESPONSES OF NEURONS IN MACAQUE MT TO STOCHASTIC MOTION SIGNALS [J].
BRITTEN, KH ;
SHADLEN, MN ;
NEWSOME, WT ;
MOVSHON, JA .
VISUAL NEUROSCIENCE, 1993, 10 (06) :1157-1169
[10]   Efficient discrimination of temporal patterns by motion-sensitive neurons in primate visual cortex [J].
Buracas, GT ;
Zador, AM ;
DeWeese, MR ;
Albright, TD .
NEURON, 1998, 20 (05) :959-969