WORKING MEMORY LOAD-DEPENDENT SPATIO-TEMPORAL ACTIVITY OF SINGLE-TRIAL P3 RESPONSE DETECTED WITH AN ADAPTIVE WAVELET DENOISER

被引:9
作者
Zhang, Qiushi [1 ,3 ]
Yang, Xueqian [1 ]
Yao, Li [1 ,2 ]
Zhao, Xiaojie [1 ]
机构
[1] Beijing Normal Univ, Coll Informat Sci & Technol, XinjieKouWai St 19, Beijing 100875, Peoples R China
[2] Beijing Normal Univ, State Key Lab Cognit Neurosci & Learning, Beijing 100875, Peoples R China
[3] Univ Texas Dallas, Dept Comp Sci, Richardson, TX 75083 USA
基金
中国国家自然科学基金;
关键词
working memory; EEG-fMRI; single-trial; adaptive wavelet denoiser; load-dependent; EVENT-RELATED POTENTIALS; SIMULTANEOUS EEG-FMRI; FUNCTIONAL CONNECTIVITY; BOLD SIGNAL; REVEALS; TASK; ATTENTION; AMPLITUDE; NETWORKS; DYNAMICS;
D O I
10.1016/j.neuroscience.2017.01.012
中图分类号
Q189 [神经科学];
学科分类号
071006 ;
摘要
Working memory (WM) refers to the holding and manipulation of information during cognitive tasks. Its underlying neural mechanisms have been explored through both functional magnetic resonance imaging (fMRI) and electroencephalography (EEG). Trial-by-trial coupling of simultaneously collected EEG and fMRI signals has become an important and promising approach to study the spatio-temporal dynamics of such cognitive processes. Previous studies have demonstrated a modulation effect of the WM load on both the BOLD response in certain brain areas and the amplitude of P3. However, much remains to be explored regarding the WM load-dependent relationship between the amplitude of ERP components and cortical activities, and the low signal-to-noise ratio (SNR) of the EEG signal still poses a challenge to performing singlo-trial analyses. In this paper, we investigated the spatio-temporal activities of P3 during an n-back verbal WM task by introducing an adaptive wavelet denoiser into the extraction of single-trial P3 features and using general linear model (GLM) to integrate simultaneously collected EEG and fMRI data. Our results replicated the modulation effect of the WM load on the P3 amplitude. Additionally, the activation of single-trial P3 amplitudes was detected in multiple brain regions, including the insula, the cuneus, the lingual gyrus (LG), and the middle occipital gyrus (MOG). Moreover, we found significant correlations between P3 features and behavioral performance. These findings suggest that the single-trial integration of simultaneous EEG and fMRI signals may provide new insights into classical cognitive functions. (C) 2017 IBRO. Published by Elsevier Ltd. All rights reserved.
引用
收藏
页码:64 / 73
页数:10
相关论文
共 59 条
[1]   Automatic denoising of single-trial evoked potentials [J].
Ahmadi, Maryam ;
Quiroga, Rodrigo Quian .
NEUROIMAGE, 2013, 66 :672-680
[2]   Identification of EEG events in the MR scanner: The problem of pulse artifact and a method for its subtraction [J].
Allen, PJ ;
Polizzi, G ;
Krakow, K ;
Fish, DR ;
Lemieux, L .
NEUROIMAGE, 1998, 8 (03) :229-239
[3]   A method for removing imaging artifact from continuous EEG recorded during functional MRI [J].
Allen, PJ ;
Josephs, O ;
Turner, R .
NEUROIMAGE, 2000, 12 (02) :230-239
[4]   Working memory [J].
Baddeley, Alan .
CURRENT BIOLOGY, 2010, 20 (04) :R136-R140
[5]   Single trial variability of EEG and fMRI responses to visual stimuli [J].
Bagshaw, Andrew P. ;
Warbrick, Tracy .
NEUROIMAGE, 2007, 38 (02) :280-292
[6]   Single-trial analysis of oddball event-related potentials in simultaneous EEG-fMRI [J].
Benar, Christian-G. ;
Schon, Daniele ;
Grimault, Stephan ;
Nazarian, Bruno ;
Burle, Boris ;
Roth, Muriel ;
Badier, Jean-Michel ;
Marquis, Patrick ;
Liegeois-Chauvel, Catherine ;
Anton, Jean-Luc .
HUMAN BRAIN MAPPING, 2007, 28 (07) :602-613
[7]   Mental chronometry of working memory retrieval: A combined functional magnetic resonance imaging and event-related potentials approach [J].
Bledowski, C ;
Kadosh, KC ;
Wibral, M ;
Rahm, B ;
Bittner, RA ;
Hoechstetter, K ;
Scherg, M ;
Maurer, K ;
Goebel, R ;
Linden, DEJ .
JOURNAL OF NEUROSCIENCE, 2006, 26 (03) :821-829
[8]   A parametric study of prefrontal cortex involvement in human working memory [J].
Braver, TS ;
Cohen, JD ;
Nystrom, LE ;
Jonides, J ;
Smith, EE ;
Noll, DC .
NEUROIMAGE, 1997, 5 (01) :49-62
[9]   Prefrontal regions involved in keeping information in and out of mind [J].
Bunge, SA ;
Ochsner, KN ;
Desmond, JE ;
Glover, GH ;
Gabrieli, JDE .
BRAIN, 2001, 124 :2074-2086
[10]   Object-load and feature-load modulate EEG in a short-term memory task [J].
Busch, NA ;
Herrmann, CS .
NEUROREPORT, 2003, 14 (13) :1721-1724