Resting state magnetic resonance imaging (rsfMRI) permits observation of intrinsic neural networks produced by task-independent correlations in low frequency brain activity. Various resting state networks have been described, with each thought to reflect common engagement in some shared function. There has been limited investigation of the plasticity in these network relationships after stroke or induced by therapy. Twelve individuals with language disorders after stroke (aphasia) were imaged at multiple time points before (baseline) and after an imitation-based aphasia therapy. Language assessment using a narrative production task was performed at the same time points. Group independent component analysis (ICA) was performed on the rsfMRI data to identify resting state networks. A sliding window approach was then applied to assess the dynamic nature of the correlations among these networks. Network correlations during each 30-second window were used to cluster the data into ten states for each window at each time point for each subject. Correlation was performed between changes in time spent in each state and therapeutic gains on the narrative task. The amount of time spent in a single one of the (ten overall) dynamic states was positively associated with behavioral improvement on the narrative task at the 6-week post-therapy maintenance interval, when compared with either baseline or assessment immediately following therapy. This particular state was characterized by minimal correlation among the task-independent resting state networks. Increased functional independence and segregation of resting state networks underlies improvement on a narrative production task following imitation-based aphasia treatment. This has important clinical implications for the targeting of noninvasive brain stimulation in post-stroke remediation.
机构:
Univ Haifa, Haifa, Israel
Univ Toronto, Toronto, ON, CanadaUniv Haifa, Haifa, Israel
Bitan, Tali
Simic, Tijana
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Univ Toronto, Toronto, ON, Canada
Toronto Rehabil Inst, Toronto, ON, Canada
Canadian Partnership Stroke Recovery Heart & Stro, Ottawa, ON, CanadaUniv Haifa, Haifa, Israel
Simic, Tijana
Saverino, Cristina
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Toronto Rehabil Inst, Toronto, ON, CanadaUniv Haifa, Haifa, Israel
Saverino, Cristina
Jones, Cheryl
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Univ Toronto, Toronto, ON, CanadaUniv Haifa, Haifa, Israel
Jones, Cheryl
Glazer, Joanna
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Toronto Rehabil Inst, Toronto, ON, CanadaUniv Haifa, Haifa, Israel
Glazer, Joanna
Collela, Brenda
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Toronto Rehabil Inst, Toronto, ON, CanadaUniv Haifa, Haifa, Israel
Collela, Brenda
Wiseman-Hakes, Catherine
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机构:
Univ Toronto, Toronto, ON, Canada
Toronto Rehabil Inst, Toronto, ON, CanadaUniv Haifa, Haifa, Israel
Wiseman-Hakes, Catherine
Green, Robin
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机构:
Univ Toronto, Toronto, ON, Canada
Toronto Rehabil Inst, Toronto, ON, CanadaUniv Haifa, Haifa, Israel
机构:
Nanjing Univ Chinese Med, Dept Gen Internal Med, Affiliated Hosp, Nanjing, Peoples R ChinaNanjing Univ Chinese Med, Dept Gen Internal Med, Affiliated Hosp, Nanjing, Peoples R China
Zhu, Dan
Liu, Yongkang
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Nanjing Univ Chinese Med, Dept Radiol, Affiliated Hosp, Nanjing, Peoples R ChinaNanjing Univ Chinese Med, Dept Gen Internal Med, Affiliated Hosp, Nanjing, Peoples R China
Liu, Yongkang
Zhao, Yudong
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Nanjing Univ Chinese Med, Dept Gen Internal Med, Affiliated Hosp, Nanjing, Peoples R ChinaNanjing Univ Chinese Med, Dept Gen Internal Med, Affiliated Hosp, Nanjing, Peoples R China
Zhao, Yudong
Yan, Lei
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Nanjing Univ Chinese Med, Dept Gen Internal Med, Affiliated Hosp, Nanjing, Peoples R ChinaNanjing Univ Chinese Med, Dept Gen Internal Med, Affiliated Hosp, Nanjing, Peoples R China
Yan, Lei
Zhu, Lili
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机构:
China Acad Chinese Med Sci, Guang anmen Hosp, Dept Acupuncture, Beijing, Peoples R ChinaNanjing Univ Chinese Med, Dept Gen Internal Med, Affiliated Hosp, Nanjing, Peoples R China
Zhu, Lili
Qian, Fei
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Nanjing Univ Chinese Med, Dept Gen Internal Med, Affiliated Hosp, Nanjing, Peoples R China
Nanjing Univ Chinese Med, Dept Gen Internal Med, Affiliated Hosp, 155 hanzhong, Nanjing 210029, Peoples R ChinaNanjing Univ Chinese Med, Dept Gen Internal Med, Affiliated Hosp, Nanjing, Peoples R China
Qian, Fei
Wu, Minghua
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机构:
Nanjing Univ Chinese Med, Dept Neurol, Affiliated Hosp, Nanjing, Peoples R China
Nanjing Univ Chinese Med, Dept Neurol, Affiliated Hosp, 155 hanzhong, Nanjing 210029, Peoples R ChinaNanjing Univ Chinese Med, Dept Gen Internal Med, Affiliated Hosp, Nanjing, Peoples R China
机构:
Emory Univ, Wallace H Coulter Dept Biomed Engn, Atlanta, GA 30322 USA
Georgia Inst Technol, Atlanta, GA 30332 USAEmory Univ, Wallace H Coulter Dept Biomed Engn, Atlanta, GA 30322 USA
James, G. Andrew
Lu, Zhong-Lin
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机构:
Univ So Calif, Los Angeles, CA USAEmory Univ, Wallace H Coulter Dept Biomed Engn, Atlanta, GA 30322 USA
Lu, Zhong-Lin
VanMeter, John W.
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机构:
Georgetown Univ, Washington, DC USAEmory Univ, Wallace H Coulter Dept Biomed Engn, Atlanta, GA 30322 USA
VanMeter, John W.
Sathian, K.
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机构:
Atlanta Vet Affairs Med Ctr, Atlanta, GA USAEmory Univ, Wallace H Coulter Dept Biomed Engn, Atlanta, GA 30322 USA
Sathian, K.
Hu, Xiaoping P.
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机构:
Emory Univ, Wallace H Coulter Dept Biomed Engn, Atlanta, GA 30322 USA
Georgia Inst Technol, Atlanta, GA 30332 USA
Biomed Imaging Technol Ctr, Atlanta, GA USAEmory Univ, Wallace H Coulter Dept Biomed Engn, Atlanta, GA 30322 USA
Hu, Xiaoping P.
Butler, Andrew J.
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机构:
Atlanta Vet Affairs Med Ctr, Atlanta, GA USAEmory Univ, Wallace H Coulter Dept Biomed Engn, Atlanta, GA 30322 USA
机构:
Univ Bergen, Dept Comp Sci, Bergen, Norway
Haukeland Hosp, Mohn Med Imaging & Visualizat Ctr, Dept Radiol, Bergen, NorwayRijnstate Hosp, Dept Psychiat, POB 9555, NL-6800 TA Arnhem, Netherlands
Bartsch, Hauke
Narr, Katherine
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机构:
Univ Calif Los Angeles, Dept Neurol, Los Angeles, CA USA
Univ Calif Los Angeles, Dept Psychiat, Los Angeles, CA USA
Univ Calif Los Angeles, Dept Biobehav Sci, Los Angeles, CA USARijnstate Hosp, Dept Psychiat, POB 9555, NL-6800 TA Arnhem, Netherlands
Narr, Katherine
Tendolkar, Indira
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机构:
Donders Inst Brain Cognit & Behav, Dept Psychiat, Nijmegen, NetherlandsRijnstate Hosp, Dept Psychiat, POB 9555, NL-6800 TA Arnhem, Netherlands
Tendolkar, Indira
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机构:
Calhoun, Vince
Lukemire, Joshua
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机构:
Emory Univ, Emory Ctr Biomed Imaging Stat, Atlanta, GA USARijnstate Hosp, Dept Psychiat, POB 9555, NL-6800 TA Arnhem, Netherlands
Lukemire, Joshua
Guo, Ying
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机构:
Emory Univ, Emory Ctr Biomed Imaging Stat, Atlanta, GA USARijnstate Hosp, Dept Psychiat, POB 9555, NL-6800 TA Arnhem, Netherlands
Guo, Ying
Oltedal, Leif
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机构:
Haukeland Hosp, Mohn Med Imaging & Visualizat Ctr, Dept Radiol, Bergen, NorwayRijnstate Hosp, Dept Psychiat, POB 9555, NL-6800 TA Arnhem, Netherlands