Adaptation Improves Neural Coding Efficiency Despite Increasing Correlations in Variability

被引:70
作者
Adibi, Mehdi [1 ]
McDonald, James S. [1 ]
Clifford, Colin W. G. [2 ,3 ]
Arabzadeh, Ehsan [1 ,4 ]
机构
[1] Univ New S Wales, Sch Psychol, Sydney, NSW 2052, Australia
[2] Univ Sydney, Sch Psychol, Sydney, NSW 2006, Australia
[3] Univ Sydney, Australian Ctr Excellence Vis Sci, Sydney, NSW 2006, Australia
[4] Australian Natl Univ, John Curtin Sch Med Res, Eccles Inst Neurosci, Canberra, ACT 2601, Australia
基金
澳大利亚研究理事会; 英国医学研究理事会;
关键词
PRIMARY VISUAL-CORTEX; CORTICAL-NEURONS; PSYCHOPHYSICAL PERFORMANCE; INFORMATION MEASURES; NOISE CORRELATIONS; PREFRONTAL CORTEX; WHISKER VIBRATION; DYNAMIC STIMULI; SPIKE TRAINS; POPULATION;
D O I
10.1523/JNEUROSCI.3449-12.2013
中图分类号
Q189 [神经科学];
学科分类号
071006 ;
摘要
Exposure of cortical cells to sustained sensory stimuli results in changes in the neuronal response function. This phenomenon, known as adaptation, is a common feature across sensory modalities. Here, we quantified the functional effect of adaptation on the ensemble activity of cortical neurons in the rat whisker-barrel system. A multishank array of electrodes was used to allow simultaneous sampling of neuronal activity. We characterized the response of neurons to sinusoidal whisker vibrations of varying amplitude in three states of adaptation. The adaptors produced a systematic rightward shift in the neuronal response function. Consistently, mutual information revealed that peak discrimination performance was not aligned to the adaptor but to test amplitudes 3-9 mu m higher. Stimulus presentation reduced single neuron trial-to-trial response variability (captured by Fano factor) and correlations in the population response variability (noise correlation). We found that these two types of variability were inversely proportional to the average firing rate regardless of the adaptation state. Adaptation transferred the neuronal operating regime to lower rates with higher Fano factor and noise correlations. Noise correlations were positive and in the direction of signal, and thus detrimental to coding efficiency. Interestingly, across all population sizes, the net effect of adaptation was to increase the total information despite increasing the noise correlation between neurons.
引用
收藏
页码:2108 / 2120A
页数:14
相关论文
共 71 条
[1]   The effect of correlated variability on the accuracy of a population code [J].
Abbott, LF ;
Dayan, P .
NEURAL COMPUTATION, 1999, 11 (01) :91-101
[2]  
Abbott LF, 2011, DYNAMIC BRAIN EXPLOR, P65
[3]   Behavioral study of whisker-mediated vibration sensation in rats [J].
Adibi, Mehdi ;
Diamond, Mathew E. ;
Arabzadeh, Ehsan .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2012, 109 (03) :971-976
[4]   A Comparison of Neuronal and Behavioral Detection and Discrimination Performances in Rat Whisker System [J].
Adibi, Mehdi ;
Arabzadeh, Ehsan .
JOURNAL OF NEUROPHYSIOLOGY, 2011, 105 (01) :356-365
[5]   Object localization with whiskers [J].
Ahissar, Ehud ;
Knutsen, Per Magne .
BIOLOGICAL CYBERNETICS, 2008, 98 (06) :449-458
[6]   Neuronal encoding of texture in the whisker sensory pathway [J].
Arabzadeh, E ;
Zorzin, E ;
Diamond, ME .
PLOS BIOLOGY, 2005, 3 (01) :155-165
[7]   Whisker vibration information carried by rat barrel cortex neurons [J].
Arabzadeh, E ;
Panzeri, S ;
Diamond, ME .
JOURNAL OF NEUROSCIENCE, 2004, 24 (26) :6011-6020
[8]  
Arabzadeh E, 2003, J NEUROSCI, V23, P9146
[9]   Neural correlations, population coding and computation [J].
Averbeck, BB ;
Latham, PE ;
Pouget, A .
NATURE REVIEWS NEUROSCIENCE, 2006, 7 (05) :358-366
[10]  
Averbeck BB, 2003, J NEUROSCI, V23, P7630