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Paper Abstract and Keywords
Presentation 2015-03-16 15:35
Task specific movement representations of primary motor cortex inherent in resting-state brain activity measured by functional magnetic resonance imaging
Toshiki Kusano (NUT), Hiroki Kurashige (Keio Univ.), Isao Nambu (NUT), Yoshiya Moriguchi (Gunma Univ.), Takashi Hanakawa (NCNP/IBIC), Yasuhiro Wada (NUT), Rieko Osu (ATR) MBE2014-150 NC2014-101
Abstract (in Japanese) (See Japanese page) 
(in English) It has been suggested that resting-state brain activity reflects the task-induced brain activity patterns. In this study, we examined whether neural representations of specific movements can be observed even in the resting-state brain activity patterns of motor areas. First, we defined two regions of interest (ROIs); areas activated with either task and those activated with both tasks. Using regularized logistic regression, we made the decoder that detects the voxel-level neural representations corresponding to the tasks from each of those ROIs. Next, we applied the decoder to the resting-state brain activity. We found that the decoder detected the neural activity similar to each task-induced neural activity, and the amount of detection was larger than that detected by the decoder whose weights were randomly shuffled, indicating that the resting-state brain activity includes the multi-voxel patterns similar to the neural representations of tasks. Therefore, these results suggest that the neural representation inherent in the resting-state brain activity has been organized finer and more complex than conventionally considered.
Keyword (in Japanese) (See Japanese page) 
(in English) Motor Cortex / functional MRI / resting-state brain activity / Regularized logistic regression / Iterative Amplitude Adapted Fourier Transform / / /  
Reference Info. IEICE Tech. Rep., vol. 114, no. 515, NC2014-101, pp. 189-194, March 2015.
Paper # NC2014-101 
Date of Issue 2015-03-09 (MBE, NC) 
ISSN Print edition: ISSN 0913-5685    Online edition: ISSN 2432-6380
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All rights are reserved and no part of this publication may be reproduced or transmitted in any form or by any means, electronic or mechanical, including photocopy, recording, or any information storage and retrieval system, without permission in writing from the publisher. Notwithstanding, instructors are permitted to photocopy isolated articles for noncommercial classroom use without fee. (License No.: 10GA0019/12GB0052/13GB0056/17GB0034/18GB0034)
Download PDF MBE2014-150 NC2014-101

Conference Information
Committee NC MBE  
Conference Date 2015-03-16 - 2015-03-17 
Place (in Japanese) (See Japanese page) 
Place (in English) Tamagawa University 
Topics (in Japanese) (See Japanese page) 
Topics (in English) ME, etc 
Paper Information
Registration To NC 
Conference Code 2015-03-NC-MBE 
Language Japanese 
Title (in Japanese) (See Japanese page) 
Sub Title (in Japanese) (See Japanese page) 
Title (in English) Task specific movement representations of primary motor cortex inherent in resting-state brain activity measured by functional magnetic resonance imaging 
Sub Title (in English)  
Keyword(1) Motor Cortex  
Keyword(2) functional MRI  
Keyword(3) resting-state brain activity  
Keyword(4) Regularized logistic regression  
Keyword(5) Iterative Amplitude Adapted Fourier Transform  
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1st Author's Name Toshiki Kusano  
1st Author's Affiliation Nagaoka University of Technology (NUT)
2nd Author's Name Hiroki Kurashige  
2nd Author's Affiliation Keio University (Keio Univ.)
3rd Author's Name Isao Nambu  
3rd Author's Affiliation Nagaoka University of Technology (NUT)
4th Author's Name Yoshiya Moriguchi  
4th Author's Affiliation Gunma University (Gunma Univ.)
5th Author's Name Takashi Hanakawa  
5th Author's Affiliation National Center of Neurology and Psychiatry/Integrative Brain Imaging Center (NCNP/IBIC)
6th Author's Name Yasuhiro Wada  
6th Author's Affiliation Nagaoka University of Technology (NUT)
7th Author's Name Rieko Osu  
7th Author's Affiliation Advanced Telecommunications Research Institute International (ATR)
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Speaker Author-1 
Date Time 2015-03-16 15:35:00 
Presentation Time 25 minutes 
Registration for NC 
Paper # MBE2014-150, NC2014-101 
Volume (vol) vol.114 
Number (no) no.514(MBE), no.515(NC) 
Page pp.189-194 
#Pages
Date of Issue 2015-03-09 (MBE, NC) 


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