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Resting-state brain activity can predict target-independent aptitude in fMRI-neurofeedback training
https://repo.qst.go.jp/records/84608
https://repo.qst.go.jp/records/84608d4e5b9a3-f43c-4755-b538-9a2f3f75eb00
Item type | 学術雑誌論文 / Journal Article(1) | |||||
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公開日 | 2021-11-24 | |||||
タイトル | ||||||
タイトル | Resting-state brain activity can predict target-independent aptitude in fMRI-neurofeedback training | |||||
言語 | ||||||
言語 | eng | |||||
資源タイプ | ||||||
資源タイプ識別子 | http://purl.org/coar/resource_type/c_6501 | |||||
資源タイプ | journal article | |||||
アクセス権 | ||||||
アクセス権 | metadata only access | |||||
アクセス権URI | http://purl.org/coar/access_right/c_14cb | |||||
著者 |
Nakano, Takashi
× Nakano, Takashi× Takamura, Masahiro× Nishimura, Haruki× Machizawa, Maro× Ichikawa, Naho× Yoshino, Atsuo× Okada, Go× Okamoto, Yasumasa× Yamawaki, Shigeto× Yamada, Makiko× Suhara, Tetsuya× Yoshimoto, Junichiro× Haruki, Nishimura× Masahiro, Machizawa× Makiko, Yamada× Tetsuya, Suhara |
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抄録 | ||||||
内容記述タイプ | Abstract | |||||
内容記述 | Neurofeedback (NF) aptitude, which refers to an individual's ability to change brain activity through NF training, has been reported to vary significantly from person to person. The prediction of individual NF aptitudes is critical in clinical applications to screen patients suitable for NF treatment. In the present study, we extracted the resting-state functional brain connectivity (FC) markers of NF aptitude, independent of NF-targeting brain regions. We combined the data from fMRI-NF studies targeting four different brain regions at two independent sites (obtained from 59 healthy adults and six patients with major depressive disorder) to collect resting-state fMRI data associated with aptitude scores in subsequent fMRI-NF training. We then trained the multiple regression models to predict the individual NF aptitude scores from the resting-state fMRI data using a discovery dataset from one site and identified six resting-state FCs that predicted NF aptitude. Subsequently, the reproducibility of the prediction model was validated using independent test data from another site. The identified FC model revealed that the posterior cingulate cortex was the functional hub among the brain regions and formed predictive resting-state FCs, suggesting that NF aptitude may be involved in the attentional mode-orientation modulation system's characteristics in task-free resting-state brain activity. | |||||
書誌情報 |
NeuroImage 巻 245, p. 118733, 発行日 2021-12 |
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出版者 | ||||||
出版者 | Elsevier | |||||
ISSN | ||||||
収録物識別子タイプ | ISSN | |||||
収録物識別子 | 1053-8119 | |||||
PubMed番号 | ||||||
識別子タイプ | PMID | |||||
関連識別子 | 34800664 | |||||
DOI | ||||||
識別子タイプ | DOI | |||||
関連識別子 | 10.1016/j.neuroimage.2021.118733 | |||||
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識別子タイプ | URI | |||||
関連識別子 | https://www.sciencedirect.com/science/article/pii/S1053811921010053 |