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
相关论文
共 136 条
[1]   VERSATILITY AND ADAPTIVE PERFORMANCE [J].
ALSTROM, P ;
STASSINOPOULOS, D .
PHYSICAL REVIEW E, 1995, 51 (05) :5027-5032
[2]  
[Anonymous], THE FRACTAL GEOMETRY
[3]  
[Anonymous], 2012, MATH COMPLEX DYN SYS
[4]   BEYOND CLASSICAL MULTIFRACTAL ANALYSIS USING WAVELETS: UNCOVERING A MULTIPLICATIVE PROCESS HIDDEN IN THE GEOMETRICAL COMPLEXITY OF DIFFUSION LIMITED AGGREGATES [J].
Arneodo, A. ;
Argoul, F. ;
Muzy, J. F. ;
Tabard, M. ;
Bacry, E. .
FRACTALS-COMPLEX GEOMETRY PATTERNS AND SCALING IN NATURE AND SOCIETY, 1993, 1 (03) :629-649
[5]   The Effect of Cannabis on Perception of Time: A Critical Review [J].
Atakan, Zerrin ;
Morrison, Paul ;
Bossong, Matthijs G. ;
Martin-Santos, Rocio ;
Crippa, Jose A. .
CURRENT PHARMACEUTICAL DESIGN, 2012, 18 (32) :4915-4922
[6]   Cross-frequency coupling supports multi-item working memory in the human hippocampus [J].
Axmacher, Nikolai ;
Henseler, Melanie M. ;
Jensen, Ole ;
Weinreich, Ilona ;
Elger, Christian E. ;
Fell, Juergen .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2010, 107 (07) :3228-3233
[7]   SELF-ORGANIZED CRITICALITY - AN EXPLANATION OF 1/F NOISE [J].
BAK, P ;
TANG, C ;
WIESENFELD, K .
PHYSICAL REVIEW LETTERS, 1987, 59 (04) :381-384
[8]   Chaotic model and memory in single calcium-activated potassium channel kinetics [J].
Bandeira, Heliovanio T. ;
Barbosa, Catao T. F. ;
De Oliveira, Regina A. Campos ;
Aguiar, Jose F. ;
Nogueira, Romildo A. .
CHAOS, 2008, 18 (03)
[9]  
Barredo J., 2013, Cereb. Cortex
[10]   Neuronal avalanches are diverse and precise activity patterns that are stable for many hours in cortical slice cultures [J].
Beggs, JM ;
Plenz, D .
JOURNAL OF NEUROSCIENCE, 2004, 24 (22) :5216-5229