The effects of spike frequency adaptation and negative feedback on the synchronization of neural oscillators

被引:185
作者
Ermentrout, B [1 ]
Pascal, M
Gutkin, B
机构
[1] Univ Pittsburgh, Dept Math, Pittsburgh, PA 15260 USA
[2] INAF, Unite Neurosci Integrat & Computat, CNRS, UPR2191, F-91198 Gif Sur Yvette, France
关键词
D O I
10.1162/08997660152002861
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
There are several different biophysical mechanisms for spike frequency adaptation observed in recordings from cortical neurons. The two most commonly used in modeling studies are a calcium-dependent potassium current I-ahp and a slow voltage-dependent potassium current, I-m. We show that both of these have strong effects on the synchronization properties of excitatorily coupled neurons. Furthermore, we show that the reasons for these effects are different. We show through an analysis of some standard models, that the M-current adaptation alters the mechanism for repetitive firing, while the afterhyperpolarization adaptation works via shunting the incoming synapses. This latter mechanism applies with a network that has recurrent inhibition. The shunting behavior is captured in a simple two-variable reduced model that arises near certain types of bifurcations. A one-dimensional map is derived from the simplified model.
引用
收藏
页码:1285 / 1310
页数:26
相关论文
共 25 条
[1]   NEURAL REPETITIVE FIRING - MODIFICATIONS OF HODGKIN-HUXLEY AXON SUGGESTED BY EXPERIMENTAL RESULTS FROM CRUSTACEAN AXONS [J].
CONNOR, JA ;
WALTER, D ;
MCKOWN, R .
BIOPHYSICAL JOURNAL, 1977, 18 (01) :81-102
[2]   Spike frequency adaptation affects the synchronization properties of networks of cortical oscillators [J].
Crook, SM ;
Ermentrout, GB ;
Bower, JM .
NEURAL COMPUTATION, 1998, 10 (04) :837-854
[3]   Linearization of F-I curves by adaptation [J].
Ermentrout, B .
NEURAL COMPUTATION, 1998, 10 (07) :1721-1729
[4]   Type I membranes, phase resetting curves, and synchrony [J].
Ermentrout, B .
NEURAL COMPUTATION, 1996, 8 (05) :979-1001
[5]   FREQUENCY PLATEAUS IN A CHAIN OF WEAKLY COUPLED OSCILLATORS .1. [J].
ERMENTROUT, GB ;
KOPELL, N .
SIAM JOURNAL ON MATHEMATICAL ANALYSIS, 1984, 15 (02) :215-237
[6]   MULTIPLE PULSE INTERACTIONS AND AVERAGING IN SYSTEMS OF COUPLED NEURAL OSCILLATORS [J].
ERMENTROUT, GB ;
KOPELL, N .
JOURNAL OF MATHEMATICAL BIOLOGY, 1991, 29 (03) :195-217
[7]   Fine structure of neural spiking and synchronization in the presence of conduction delays [J].
Ermentrout, GB ;
Kopell, N .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 1998, 95 (03) :1259-1264
[8]   PARABOLIC BURSTING IN AN EXCITABLE SYSTEM COUPLED WITH A SLOW OSCILLATION [J].
ERMENTROUT, GB ;
KOPELL, N .
SIAM JOURNAL ON APPLIED MATHEMATICS, 1986, 46 (02) :233-253
[9]   SYNCHRONIZATION OF OSCILLATORY NEURONAL RESPONSES IN CAT STRIATE CORTEX - TEMPORAL PROPERTIES [J].
GRAY, CM ;
ENGEL, AK ;
KONIG, P ;
SINGER, W .
VISUAL NEUROSCIENCE, 1992, 8 (04) :337-347
[10]   SYNCHRONY IN EXCITATORY NEURAL NETWORKS [J].
HANSEL, D ;
MATO, G ;
MEUNIER, C .
NEURAL COMPUTATION, 1995, 7 (02) :307-337