Amplification of trial-to-trial response variability by neurons in visual cortex

被引:160
作者
Carandini, M [1 ]
机构
[1] Smith Kettlewell Eye Res Inst, San Francisco, CA USA
来源
PLOS BIOLOGY | 2004年 / 2卷 / 09期
关键词
D O I
10.1371/journal.pbio.0020264
中图分类号
Q5 [生物化学]; Q7 [分子生物学];
学科分类号
071010 ; 081704 ;
摘要
The visual cortex responds to repeated presentations of the same stimulus with high variability. Because the firing mechanism is remarkably noiseless, the source of this variability is thought to lie in the membrane potential fluctuations that result from summated synaptic input. Here this hypothesis is tested through measurements of membrane potential during visual stimulation. Surprisingly, trial-to-trial variability of membrane potential is found to be low. The ratio of variance to mean is much lower for membrane potential than for firing rate. The high variability of firing rate is explained by the threshold present in the function that converts inputs into firing rates. Given an input with small, constant noise, this function produces a firing rate with a large variance that grows with the mean. This model is validated on responses recorded both intracellularly and extracellularly. In neurons of visual cortex, thus, a simple deterministic mechanism amplifies the low variability of summated synaptic inputs into the large variability of firing rate. The computational advantages provided by this amplification are not known.
引用
收藏
页码:1483 / 1493
页数:11
相关论文
共 48 条
[1]  
ABELES M, 1982, ISRAEL J MED SCI, V18, P83
[2]  
Abeles M., 1991, CORTICONICS
[3]   Gaussian process approach to spiking neurons for inhomogeneous Poisson inputs [J].
Amemori, K ;
Ishii, S .
NEURAL COMPUTATION, 2001, 13 (12) :2763-2797
[4]   Orientation tuning of input conductance, excitation, and inhibition in cat primary visual cortex [J].
Anderson, JS ;
Carandini, M ;
Ferster, D .
JOURNAL OF NEUROPHYSIOLOGY, 2000, 84 (02) :909-926
[5]   The contribution of noise to contrast invariance of orientation tuning in cat visual cortex [J].
Anderson, JS ;
Lampl, I ;
Gillespie, DC ;
Ferster, D .
SCIENCE, 2000, 290 (5498) :1968-1972
[6]   Dynamics of ongoing activity: Explanation of the large variability in evoked cortical responses [J].
Arieli, A ;
Sterkin, A ;
Grinvald, A ;
Aertsen, A .
SCIENCE, 1996, 273 (5283) :1868-1871
[7]  
Azouz R, 1999, J NEUROSCI, V19, P2209
[8]   Temporal precision of spike trains in extrastriate cortex of the behaving macaque monkey [J].
Bair, W ;
Koch, C .
NEURAL COMPUTATION, 1996, 8 (06) :1185-1202
[9]  
BOINO D, 2000, THESIS U TURIN
[10]  
BONIN V, 2003, SOC NEUROSCIENCE 200