Can visual information encoded in cortical columns be decoded from magnetoencephalography data in humans?

被引:54
作者
Cichy, Radoslaw Martin [1 ]
Ramirez, Fernando Mario [2 ]
Pantazis, Dimitrios [3 ]
机构
[1] MIT, Comp Sci & Artificial Intelligence Lab, Cambridge, MA 02139 USA
[2] Bernstein Ctr Computat Neurosci, Berlin, Germany
[3] MIT, McGovern Inst Brain Res, Cambridge, MA 02139 USA
基金
美国国家科学基金会;
关键词
Orientation encoding; Magnetoencephalography; Multivariate pattern analysis; Cortical columns; LATERAL GENICULATE-NUCLEUS; RECEPTIVE-FIELDS; ORIENTATION SELECTIVITY; VERTICAL ORIENTATION; OBJECT RECOGNITION; NEURAL BASIS; ACTIVATION; CORTEX; SPACE; INTERFERENCE;
D O I
10.1016/j.neuroimage.2015.07.011
中图分类号
Q189 [神经科学];
学科分类号
071006 ;
摘要
It is a principal open question whether noninvasive imaging methods in humans can decode information encoded at a spatial scale as fine as the basic functional unit of cortex: cortical columns. We addressed this question in five magnetoencephalography (MEG) experiments by investigating a columnar-level encoded visual feature: contrast edge orientation. We found that MEG signals contained orientation-specific information as early as approximately 50 ms after stimulus onset even when controlling for confounds, such as overrepresentation of particular orientations, stimulus edge interactions, and global form-related signals. Theoretical modeling confirmed the plausibility of this empirical result. An essential consequence of our results is that information encoded in the human brain at the level of cortical columns should in general be accessible by multivariate analysis of electrophysiological signals. (C) 2015 Elsevier Inc. All rights reserved.
引用
收藏
页码:193 / 204
页数:12
相关论文
共 85 条
[71]   Suppression of interference and artifacts by the signal space separation method [J].
Taulu, S ;
Kajola, M ;
Simola, J .
BRAIN TOPOGRAPHY, 2004, 16 (04) :269-275
[72]   Non-invasive imaging of neuronal population dynamics in human thalamus [J].
Tesche, CD .
BRAIN RESEARCH, 1996, 729 (02) :253-258
[73]   The organization of orientation selectivity throughout macaque visual cortex [J].
Vanduffel, W ;
Tootell, RBH ;
Schoups, AA ;
Orban, GA .
CEREBRAL CORTEX, 2002, 12 (06) :647-662
[74]   Coinciding early activation of the human primary visual cortex and anteromedial cuneus [J].
Vanni, S ;
Tanskanen, T ;
Seppä, M ;
Uutela, K ;
Hari, R .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2001, 98 (05) :2776-2780
[75]  
VIDYASAGAR TR, 1982, EXP BRAIN RES, V46, P157
[76]   Optical imaging of functional organization in the monkey inferotemporal cortex [J].
Wang, G ;
Tanaka, K ;
Tanifuji, M .
SCIENCE, 1996, 272 (5268) :1665-1668
[77]   Automatic spread of attentional response modulation along Gestalt criteria in primary visual cortex [J].
Wannig, Aurel ;
Stanisor, Liviu ;
Roelfsema, Pieter R. .
NATURE NEUROSCIENCE, 2011, 14 (10) :1243-1244
[78]  
Wardle SG, 2015, 150602208 ARXIV
[79]   Anisotropies in peripheral vernier acuity [J].
Westheimer, G .
SPATIAL VISION, 2005, 18 (02) :159-167
[80]   The distribution of preferred orientations in the peripheral visual field [J].
Westheimer, G .
VISION RESEARCH, 2003, 43 (01) :53-57