An algorithm for real-time extraction of population EPSP and population spike amplitudes from hippocampal field potential recordings

被引:8
作者
Gholmieh, G
Courellis, S [1 ]
Dimoka, A
Wills, JD
LaCoss, J
Granacki, JJ
Marmarelis, V
Berger, T
机构
[1] Univ S Carolina, Dept Biomed Engn, Los Angeles, CA 90089 USA
[2] USC, Program Neurosci, Los Angeles, CA 90089 USA
[3] Univ So Calif, Inst Informat Sci, Los Angeles, CA 90089 USA
[4] Univ So Calif, Dept Elect Engn, Los Angeles, CA 90089 USA
关键词
CA1; dentate gyros; EPSP; nonlinear analysis; random train; spike amplitude; short-term plasticity; SoC;
D O I
10.1016/j.jneumeth.2004.01.006
中图分类号
Q5 [生物化学];
学科分类号
071010 ; 081704 ;
摘要
A new method is presented for extracting the amplitude of excitatory post synaptic potentials (EPSPs) and spikes in real time. It includes a low pass filter (LPF), a differentiator, a threshold function, and an intelligent integrator. It was applied to EPSP and population spike data recorded in the Dentate Gyrus and the CA1 hippocampus in vitro. The accuracy of the extraction algorithm was evaluated via the extraction normalized mean square error (eNMSE) and was found to be very high (eNMSE < 5%). The preservation of neuronal information was confirmed using the Volterra-Poisson modeling approach. Volterra-Poisson kernels were computed using amplitudes extracted with both proposed and traditional methods. The accuracy of the computed kernels and the resulting model was evaluated via the prediction normalized mean square error (pNMSE) and was found to be very high (pNMSE < 5%). The similarity between the kernels computed when the proposed method was used to extract the field potential amplitude and their counterparts when the traditional method was used to extract the field potential amplitude confirms the preservation of the neuronal dynamics. The proposed method represents a new class of real time field potential amplitude extraction algorithms with complexity that can be included in hardware implementations. (C) 2004 Elsevier B.V. All rights reserved.
引用
收藏
页码:111 / 121
页数:11
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