Decoding the direction of imagined visual motion using 7 T ultra-high field fMRI

被引:32
作者
Emmerling, Thomas C. [1 ,2 ]
Zimmermann, Jan [1 ,2 ]
Sorger, Bettina [1 ,2 ]
Frost, Martin A. [1 ,2 ]
Goebel, Rainer [1 ,2 ,3 ]
机构
[1] Maastricht Univ, Dept Cognit Neurosci, NL-6229 EV Maastricht, Netherlands
[2] Maastricht Brain Imaging Ctr, NL-6229 ER Maastricht, Netherlands
[3] NIN, NL-1105 BA Amsterdam, Netherlands
基金
欧洲研究理事会;
关键词
Decoding; Functional magnetic resonance imaging; Multi-voxel pattern analysis; Ultra-high field MRI; Visual mental imagery; BRAIN-COMPUTER INTERFACES; OCULAR DOMINANCE COLUMNS; MENTAL-IMAGERY; FUNCTIONAL-ANALYSIS; WORKING-MEMORY; AREA MT; CORTEX; PERCEPTION; OBJECT; NEURONS;
D O I
10.1016/j.neuroimage.2015.10.022
中图分类号
Q189 [神经科学];
学科分类号
071006 ;
摘要
There is a long-standing debate about the neurocognitive implementation of mental imagery. One form of mental imagery is the imagery of visual motion, which is of interest due to its naturalistic and dynamic character. However, so far only the mere occurrence rather than the specific content of motion imagery was shown to be detectable. In the current study, the application of multi-voxel pattern analysis to high-resolution functional data of 12 subjects acquired with ultra-high field 7 T functional magnetic resonance imaging allowed us to show that imagery of visual motion can indeed activate the earliest levels of the visual hierarchy, but the extent thereof varies highly between subjects. Our approach enabled classification not only of complex imagery, but also of its actual contents, in that the direction of imagined motion out of four options was successfully identified in two thirds of the subjects and with accuracies of up to 91.3% in individual subjects. A searchlight analysis confirmed the local origin of decodable information in striate and extra-striate cortex. These high-accuracy findings not only shed new light on a central question in vision science on the constituents of mental imagery, but also show for the first time that the specific sub-categorical content of visual motion imagery is reliably decodable from brain imaging data on a single-subject level. (C) 2015 The Authors. Published by Elsevier Inc.
引用
收藏
页码:61 / 73
页数:13
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