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Information Analysis on Neural Tuning in Dorsal Premotor Cortex for Reaching and Grasping

Previous studies have shown that the dorsal premotor cortex (PMd) neurons are relevant to reaching as well as grasping. In order to investigate their specific contribution to reaching and grasping, respectively, we design two experimental paradigms to separate these two factors. Two monkeys are inst...

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Autores principales: Cao, Yan, Hao, Yaoyao, Liao, Yuxi, Xu, Kai, Wang, Yiwen, Zhang, Shaomin, Zhang, Qiaosheng, Chen, Weidong, Zheng, Xiaoxiang
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Hindawi Publishing Corporation 2013
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3678420/
https://www.ncbi.nlm.nih.gov/pubmed/23781275
http://dx.doi.org/10.1155/2013/730374
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author Cao, Yan
Hao, Yaoyao
Liao, Yuxi
Xu, Kai
Wang, Yiwen
Zhang, Shaomin
Zhang, Qiaosheng
Chen, Weidong
Zheng, Xiaoxiang
author_facet Cao, Yan
Hao, Yaoyao
Liao, Yuxi
Xu, Kai
Wang, Yiwen
Zhang, Shaomin
Zhang, Qiaosheng
Chen, Weidong
Zheng, Xiaoxiang
author_sort Cao, Yan
collection PubMed
description Previous studies have shown that the dorsal premotor cortex (PMd) neurons are relevant to reaching as well as grasping. In order to investigate their specific contribution to reaching and grasping, respectively, we design two experimental paradigms to separate these two factors. Two monkeys are instructed to reach in four directions but grasp the same object and grasp four different objects but reach in the same direction. Activities of the neuron ensemble in PMd of the two monkeys are collected while performing the tasks. Mutual information (MI) is carried out to quantitatively evaluate the neurons' tuning property in both tasks. We find that there exist neurons in PMd that are tuned only to reaching, tuned only to grasping, and tuned to both tasks. When applied with a support vector machine (SVM), the movement decoding accuracy by the tuned neuron subset in either task is quite close to the performance by full ensemble. Furthermore, the decoding performance improves significantly by adding the neurons tuned to both tasks into the neurons tuned to one property only. These results quantitatively distinguish the diversity of the neurons tuned to reaching and grasping in the PMd area and verify their corresponding contributions to BMI decoding.
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spelling pubmed-36784202013-06-18 Information Analysis on Neural Tuning in Dorsal Premotor Cortex for Reaching and Grasping Cao, Yan Hao, Yaoyao Liao, Yuxi Xu, Kai Wang, Yiwen Zhang, Shaomin Zhang, Qiaosheng Chen, Weidong Zheng, Xiaoxiang Comput Math Methods Med Research Article Previous studies have shown that the dorsal premotor cortex (PMd) neurons are relevant to reaching as well as grasping. In order to investigate their specific contribution to reaching and grasping, respectively, we design two experimental paradigms to separate these two factors. Two monkeys are instructed to reach in four directions but grasp the same object and grasp four different objects but reach in the same direction. Activities of the neuron ensemble in PMd of the two monkeys are collected while performing the tasks. Mutual information (MI) is carried out to quantitatively evaluate the neurons' tuning property in both tasks. We find that there exist neurons in PMd that are tuned only to reaching, tuned only to grasping, and tuned to both tasks. When applied with a support vector machine (SVM), the movement decoding accuracy by the tuned neuron subset in either task is quite close to the performance by full ensemble. Furthermore, the decoding performance improves significantly by adding the neurons tuned to both tasks into the neurons tuned to one property only. These results quantitatively distinguish the diversity of the neurons tuned to reaching and grasping in the PMd area and verify their corresponding contributions to BMI decoding. Hindawi Publishing Corporation 2013 2013-05-27 /pmc/articles/PMC3678420/ /pubmed/23781275 http://dx.doi.org/10.1155/2013/730374 Text en Copyright © 2013 Yan Cao et al. https://creativecommons.org/licenses/by/3.0/ This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Research Article
Cao, Yan
Hao, Yaoyao
Liao, Yuxi
Xu, Kai
Wang, Yiwen
Zhang, Shaomin
Zhang, Qiaosheng
Chen, Weidong
Zheng, Xiaoxiang
Information Analysis on Neural Tuning in Dorsal Premotor Cortex for Reaching and Grasping
title Information Analysis on Neural Tuning in Dorsal Premotor Cortex for Reaching and Grasping
title_full Information Analysis on Neural Tuning in Dorsal Premotor Cortex for Reaching and Grasping
title_fullStr Information Analysis on Neural Tuning in Dorsal Premotor Cortex for Reaching and Grasping
title_full_unstemmed Information Analysis on Neural Tuning in Dorsal Premotor Cortex for Reaching and Grasping
title_short Information Analysis on Neural Tuning in Dorsal Premotor Cortex for Reaching and Grasping
title_sort information analysis on neural tuning in dorsal premotor cortex for reaching and grasping
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3678420/
https://www.ncbi.nlm.nih.gov/pubmed/23781275
http://dx.doi.org/10.1155/2013/730374
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