Reproducibility and variability in neural spike trains

被引:497
作者
vanSteveninck, RRD
Lewen, GD
Strong, SP
Koberle, R
Bialek, W
机构
[1] PRINCETON UNIV,DEPT PHYS,PRINCETON,NJ 08544
[2] NEC RES INST,PRINCETON,NJ 08540
关键词
D O I
10.1126/science.275.5307.1805
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
To provide information about dynamic sensory stimuli, the pattern of action potentials in spiking neurons must be variable, To ensure reliability these variations must be related, reproducibly, to the stimulus, For H1, a motion-sensitive neuron in the fly's visual system, constant-velocity motion produces irregular spike firing patterns, and spike counts typically have a variance comparable to the mean, for cells in the mammalian cortex, But more natural, time-dependent input signals yield patterns of spikes that are much more reproducible, both in terms of timing and of counting precision. Variability and reproducibility are quantified with ideas from information theory, and measured spike sequences in H1 carry more than twice the amount of information they would if they followed the variance-mean relation seen with constant inputs. Thus, models that may accurately account for the neural response to static stimuli can significantly underestimate the reliability of signal transfer under more natural conditions.
引用
收藏
页码:1805 / 1808
页数:4
相关论文
共 39 条
[11]  
HAGIWARA S, 1954, Jpn J Physiol, V4, P234
[12]  
Hausen K., 1989, P391
[13]  
Holden A. V., 1976, MODELS STOCHASTIC AC
[14]   Experimental test of the quantum shot noise reduction theory [J].
Kumar, A ;
Saminadayar, L ;
Glattli, DC ;
Jin, Y ;
Etienne, B .
PHYSICAL REVIEW LETTERS, 1996, 76 (15) :2778-2781
[15]   CHASING BEHAVIOR OF HOUSEFLIES (FANNIA-CANICULARIS) - DESCRIPTION AND ANALYSIS [J].
LAND, MF ;
COLLETT, TS .
JOURNAL OF COMPARATIVE PHYSIOLOGY, 1974, 89 (04) :331-357
[16]  
LEVIN J, 1996, THESIS U CALIFORNIA
[17]  
MacKAY DONALD M., 1952, BULL MATH BIOPHYS, V14, P127, DOI 10.1007/BF02477711
[18]   ADAPTATION OF THE MOTION-SENSITIVE NEURON H-1 IS GENERATED LOCALLY AND GOVERNED BY CONTRAST FREQUENCY [J].
MADDESS, T ;
LAUGHLIN, SB .
PROCEEDINGS OF THE ROYAL SOCIETY SERIES B-BIOLOGICAL SCIENCES, 1985, 225 (1239) :251-275
[19]   RELIABILITY OF SPIKE TIMING IN NEOCORTICAL NEURONS [J].
MAINEN, ZF ;
SEJNOWSKI, TJ .
SCIENCE, 1995, 268 (5216) :1503-1506
[20]   A STATISTICAL STUDY OF COCHLEAR NERVE DISCHARGE PATTERNS IN RESPONSE TO COMPLEX SPEECH STIMULI [J].
MILLER, MI ;
MARK, KE .
JOURNAL OF THE ACOUSTICAL SOCIETY OF AMERICA, 1992, 92 (01) :202-209