Multifractal analysis of information processing in hippocampal neural ensembles during working memory under Δ9-tetrahydrocannabinol administration

被引:8
作者
Fetterhoff, Dustin [1 ,2 ]
Opris, Loan [2 ]
Simpson, Sean L. [3 ]
Deadwyler, Sam A. [2 ]
Hampson, Robert E. [2 ]
Kraft, Robert A. [4 ]
机构
[1] Wake Forest Sch Med, Neurosci Program, Winston Salem, NC USA
[2] Wake Forest Sch Med, Dept Physiol & Pharmacol, Winston Salem, NC USA
[3] Wake Forest Sch Med, Dept Biostat Sci, Winston Salem, NC USA
[4] Wake Forest Sch Med, Dept Biomed Engn, Winston Salem, NC USA
关键词
Cannabinoid; Cognition; Delayed non-match to sample; Electrophysiology; Wavelet leaders; Working memory; RANGE TEMPORAL CORRELATIONS; DETRENDED FLUCTUATION ANALYSIS; FUNCTIONAL BRAIN NETWORKS; SHORT-TERM-MEMORY; ENTORHINAL CORTEX; WAVELET LEADERS; THETA-RHYTHM; CANNABINOID RECEPTORS; ENDOCANNABINOID SYSTEM; NEURONAL AVALANCHES;
D O I
10.1016/j.jneumeth.2014.07.013
中图分类号
Q5 [生物化学];
学科分类号
071010 ; 081704 ;
摘要
Background: Multifractal analysis quantifies the time-scale-invariant properties in data by describing the structure of variability over time. By applying this analysis to hippocampal interspike interval sequences recorded during performance of a working memory task, a measure of long-range temporal correlations and multifractal dynamics can reveal single neuron correlates of information processing. New method: Wavelet leaders-based multifractal analysis (WLMA) was applied to hippocampal interspike intervals recorded during a working memory task. WLMA can be used to identify neurons likely to exhibit information processing relevant to operation of brain-computer interfaces and nonlinear neuronal models. Results: Neurons involved in memory processing ("Functional Cell Types" or FCTs) showed a greater degree of multifractal firing properties than neurons without taslc-relevant firing characteristics. In addition, previously unidentified FCTs were revealed because multifractal analysis suggested further functional classification. The cannabinoid type-1 receptor (CB1R) partial agonist, tetrahydrocannabinol (THC), selectively reduced multifractal dynamics in FCT neurons compared to non-FCT neurons. Comparison with existing methods: WLMA is an objective tool for quantifying the memory-correlated complexity represented by FCTs that reveals additional information compared to classification of FCTs using traditional z-scores to identify neuronal correlates of behavioral events. Conclusion: z-Score-based FCT classification provides limited information about the dynamical range of neuronal activity characterized by WLMA. Increased complexity, as measured with multifractal analysis, may be a marker of functional involvement in memory processing. The level of multifractal attributes can be used to differentially emphasize neural signals to improve computational models and algorithms underlying brain-computer interfaces. (C) 2014 Elsevier B.V. All rights reserved.
引用
收藏
页码:136 / 153
页数:18
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