Characterization of subthreshold voltage fluctuations in neuronal membranes

被引:73
作者
Rudolph, M [1 ]
Destexhe, A [1 ]
机构
[1] CNRS, Unite Neurosci Integrat & Computat, F-91198 Gif Sur Yvette, France
关键词
D O I
10.1162/089976603322385081
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Synaptic noise due to intense network activity can have a significant impact on the electrophysiological properties of individual neurons. This is the case for the cerebral cortex, where ongoing activity leads to strong barrages of synaptic inputs, which act as the main source of synaptic noise affecting on neuronal dynamics. Here, we characterize the subthreshold behavior of neuronal models in which synaptic noise is represented by either additive or multiplicative noise, described by Ornstein-Uhlenbeck processes. We derive and solve the Fokker-Planck equation for this system, which describes the time evolution of the probability density function for the membrane potential. We obtain an analytic expression for the membrane potential distribution at steady state and compare this expression with the subthreshold activity obtained in Hodgkin-Huxley-type models with stochastic synaptic inputs. The differences between multiplicative and additive noise models suggest that multiplicative noise is adequate to describe the high-conductance states similar to in vivo conditions. Because the steady-state membrane potential distribution is easily obtained experimentally, this approach provides a possible method to estimate the mean and variance of synaptic conductances in real neurons.
引用
收藏
页码:2577 / 2618
页数:42
相关论文
共 92 条
[1]  
Azouz R, 1999, J NEUROSCI, V19, P2209
[2]   ELECTROPHYSIOLOGICAL CHARACTERIZATION OF DIFFERENT TYPES OF NEURONS RECORDED INVIVO IN THE MOTOR CORTEX OF THE CAT .1. PATTERNS OF FIRING ACTIVITY AND SYNAPTIC RESPONSES [J].
BARANYI, A ;
SZENTE, MB ;
WOODY, CD .
JOURNAL OF NEUROPHYSIOLOGY, 1993, 69 (06) :1850-1864
[3]   ELECTROPHYSIOLOGICAL CHARACTERIZATION OF DIFFERENT TYPES OF NEURONS RECORDED INVIVO IN THE MOTOR CORTEX OF THE CAT .2. MEMBRANE PARAMETERS, ACTION-POTENTIALS, CURRENT-INDUCED VOLTAGE RESPONSES AND ELECTROTONIC STRUCTURES [J].
BARANYI, A ;
SZENTE, MB ;
WOODY, CD .
JOURNAL OF NEUROPHYSIOLOGY, 1993, 69 (06) :1865-1879
[4]  
BARRETT JN, 1975, FED PROC, V34, P1398
[5]   THE MECHANISM OF STOCHASTIC RESONANCE [J].
BENZI, R ;
SUTERA, A ;
VULPIANI, A .
JOURNAL OF PHYSICS A-MATHEMATICAL AND GENERAL, 1981, 14 (11) :L453-L457
[6]   SYNAPTIC BACKGROUND ACTIVITY INFLUENCES SPATIOTEMPORAL INTEGRATION IN SINGLE PYRAMIDAL CELLS [J].
BERNANDER, O ;
DOUGLAS, RJ ;
MARTIN, KAC ;
KOCH, C .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 1991, 88 (24) :11569-11573
[7]  
BINDMAN LJ, 1988, EXP BRAIN RES, V69, P489
[8]   Visual input evokes transient and strong shunting inhibition in visual cortical neurons [J].
Borg-Graham, LJ ;
Monier, C ;
Frégnac, Y .
NATURE, 1998, 393 (6683) :369-373
[9]   Effects of synaptic noise and filtering on the frequency response of spiking neurons [J].
Brunel, N ;
Chance, FS ;
Fourcaud, N ;
Abbott, LF .
PHYSICAL REVIEW LETTERS, 2001, 86 (10) :2186-2189
[10]   Synchronization of the neural response to noisy periodic synaptic input [J].
Burkitt, AN ;
Clark, GM .
NEURAL COMPUTATION, 2001, 13 (12) :2639-2672