Brain-Computer Interface Training With Functional Electrical Stimulation: Facilitating Changes in Interhemispheric Functional Connectivity and Motor Outcomes Post-stroke
被引:20
作者:
Sinha, Anita M.
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机构:
Univ Wisconsin Madison, Dept Biomed Engn, Madison, WI 53706 USA
Univ Wisconsin Madison, Dept Radiol, Madison, WI 53706 USAUniv Wisconsin Madison, Dept Biomed Engn, Madison, WI 53706 USA
Sinha, Anita M.
[1
,2
]
Nair, Veena A.
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机构:
Univ Wisconsin Madison, Dept Radiol, Madison, WI 53706 USAUniv Wisconsin Madison, Dept Biomed Engn, Madison, WI 53706 USA
Nair, Veena A.
[2
]
Prabhakaran, Vivek
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机构:
Univ Wisconsin Madison, Dept Radiol, Madison, WI 53706 USAUniv Wisconsin Madison, Dept Biomed Engn, Madison, WI 53706 USA
Prabhakaran, Vivek
[2
]
机构:
[1] Univ Wisconsin Madison, Dept Biomed Engn, Madison, WI 53706 USA
[2] Univ Wisconsin Madison, Dept Radiol, Madison, WI 53706 USA
While most survivors of stroke experience some spontaneous recovery and receive treatment in the subacute setting, they are often left with persistent impairments in upper limb sensorimotor function which impact autonomy in daily life. Brain-Computer Interface (BCI) technology has shown promise as a form of rehabilitation that can facilitate motor recovery after stroke, however, we have a limited understanding of the changes in functional connectivity and behavioral outcomes associated with its use. Here, we investigate the effects of EEG-based BCI intervention with functional electrical stimulation (FES) on resting-state functional connectivity (rsFC) and motor outcomes in stroke recovery. 23 patients post-stroke with upper limb motor impairment completed BCI intervention with FES. Resting-state functional magnetic resonance imaging (rs-fMRI) scans and behavioral data were collected prior to intervention, post- and 1-month post-intervention. Changes in rsFC within the motor network and behavioral measures were investigated to identify brain-behavior correlations. At the group-level, there were significant increases in interhemispheric and network rsFC in the motor network after BCI intervention, and patients significantly improved on the Action Research Arm Test (ARAT) and SIS domains. Notably, changes in interhemispheric rsFC from pre- to both post- and 1 month post-intervention correlated with behavioral improvements across several motor-related domains. These findings suggest that BCI intervention with FES can facilitate interhemispheric connectivity changes and upper limb motor recovery in patients after stroke.</p>
机构:
Georgia State Univ, Dept Phys & Astron, Suite 600,25 Pk Pl, Atlanta, GA 30303 USAGeorgia State Univ, Dept Phys & Astron, Suite 600,25 Pk Pl, Atlanta, GA 30303 USA
Bajaj, Sahil
;
Butler, Andrew J.
论文数: 0引用数: 0
h-index: 0
机构:
Georgia State Univ, Byrdine F Lewis Sch Nursing & Hlth Profess, Atlanta, GA 30303 USA
Dept Vet Affairs, Atlanta Rehabil Res & Dev Ctr Excellence, Decatur, GA USA
Georgia State Univ, Inst Neurosci, Atlanta, GA 30303 USAGeorgia State Univ, Dept Phys & Astron, Suite 600,25 Pk Pl, Atlanta, GA 30303 USA
Butler, Andrew J.
;
Drake, Daniel
论文数: 0引用数: 0
h-index: 0
机构:
Georgia State Univ, Byrdine F Lewis Sch Nursing & Hlth Profess, Atlanta, GA 30303 USAGeorgia State Univ, Dept Phys & Astron, Suite 600,25 Pk Pl, Atlanta, GA 30303 USA
机构:
McLean Hosp, Psychot Disorders Div, Belmont, MA 02478 USA
Massachusetts Gen Hosp, Dept Psychiat, Boston, MA 02114 USA
Harvard Univ, Sch Med, Dept Psychiat, Cambridge, MA 02138 USAMcLean Hosp, Psychot Disorders Div, Belmont, MA 02478 USA
Baker, Justin T.
;
Holmes, Avram J.
论文数: 0引用数: 0
h-index: 0
机构:
Massachusetts Gen Hosp, Dept Psychiat, Boston, MA 02114 USA
Harvard Univ, Sch Med, Dept Psychiat, Cambridge, MA 02138 USA
Massachusetts Gen Hosp, Athinoula A Martinos Ctr Biomed Imaging, Boston, MA 02114 USAMcLean Hosp, Psychot Disorders Div, Belmont, MA 02478 USA
Holmes, Avram J.
;
Masters, Grace A.
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h-index: 0
机构:
McLean Hosp, Psychot Disorders Div, Belmont, MA 02478 USAMcLean Hosp, Psychot Disorders Div, Belmont, MA 02478 USA
Masters, Grace A.
;
Yeo, B. T. Thomas
论文数: 0引用数: 0
h-index: 0
机构:
Massachusetts Gen Hosp, Athinoula A Martinos Ctr Biomed Imaging, Boston, MA 02114 USA
Duke NUS Grad Med Sch, Ctr Cognit Neurosci, Singapore, SingaporeMcLean Hosp, Psychot Disorders Div, Belmont, MA 02478 USA
Yeo, B. T. Thomas
;
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Krienen, Fenna
;
Buckner, Randy L.
论文数: 0引用数: 0
h-index: 0
机构:
Massachusetts Gen Hosp, Dept Psychiat, Boston, MA 02114 USA
Harvard Univ, Sch Med, Dept Psychiat, Cambridge, MA 02138 USA
Massachusetts Gen Hosp, Athinoula A Martinos Ctr Biomed Imaging, Boston, MA 02114 USA
Harvard Univ, Dept Psychol, Ctr Brain Sci, Cambridge, MA 02138 USAMcLean Hosp, Psychot Disorders Div, Belmont, MA 02478 USA
Buckner, Randy L.
;
Oenguer, Dost
论文数: 0引用数: 0
h-index: 0
机构:
McLean Hosp, Psychot Disorders Div, Belmont, MA 02478 USA
Harvard Univ, Sch Med, Dept Psychiat, Cambridge, MA 02138 USAMcLean Hosp, Psychot Disorders Div, Belmont, MA 02478 USA
机构:
Univ Kansas, Med Ctr, Dept Rehabil Med, Kansas City, KS 66103 USA
Washington Univ, Dept Biomed Engn, St Louis, MO USAUniv Kansas, Med Ctr, Dept Rehabil Med, Kansas City, KS 66103 USA
Bundy, David T.
;
Souders, Lauren
论文数: 0引用数: 0
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机构:
Washington Univ, Dept Neurol, St Louis, MO USAUniv Kansas, Med Ctr, Dept Rehabil Med, Kansas City, KS 66103 USA
Souders, Lauren
;
Baranyai, Kelly
论文数: 0引用数: 0
h-index: 0
机构:
Washington Univ, Dept Neurol, St Louis, MO USAUniv Kansas, Med Ctr, Dept Rehabil Med, Kansas City, KS 66103 USA
Baranyai, Kelly
;
Leonard, Laura
论文数: 0引用数: 0
h-index: 0
机构:
Washington Univ, Dept Neurol, St Louis, MO USAUniv Kansas, Med Ctr, Dept Rehabil Med, Kansas City, KS 66103 USA
Leonard, Laura
;
Schalk, Gerwin
论文数: 0引用数: 0
h-index: 0
机构:
NYS Dept Hlth, Wadsworth Ctr, Natl Ctr Adapt Neurotechnol, Albany, NY USAUniv Kansas, Med Ctr, Dept Rehabil Med, Kansas City, KS 66103 USA
Schalk, Gerwin
;
Coker, Robert
论文数: 0引用数: 0
h-index: 0
机构:
Washington Univ, Dept Biomed Engn, St Louis, MO USAUniv Kansas, Med Ctr, Dept Rehabil Med, Kansas City, KS 66103 USA
Coker, Robert
;
Moran, Daniel W.
论文数: 0引用数: 0
h-index: 0
机构:
Washington Univ, Dept Biomed Engn, St Louis, MO USAUniv Kansas, Med Ctr, Dept Rehabil Med, Kansas City, KS 66103 USA
Moran, Daniel W.
;
Huskey, Thy
论文数: 0引用数: 0
h-index: 0
机构:
Washington Univ, Dept Neurol, St Louis, MO USAUniv Kansas, Med Ctr, Dept Rehabil Med, Kansas City, KS 66103 USA
Huskey, Thy
;
Leuthardt, Eric C.
论文数: 0引用数: 0
h-index: 0
机构:
Washington Univ, Dept Biomed Engn, St Louis, MO USA
Washington Univ, Dept Neurol Surg, St Louis, MO USA
Washington Univ, Dept Mech Engn & Mat Sci, St Louis, MO USA
Washington Univ, Dept Neurosci, St Louis, MO USAUniv Kansas, Med Ctr, Dept Rehabil Med, Kansas City, KS 66103 USA
机构:
Georgia State Univ, Dept Phys & Astron, Suite 600,25 Pk Pl, Atlanta, GA 30303 USAGeorgia State Univ, Dept Phys & Astron, Suite 600,25 Pk Pl, Atlanta, GA 30303 USA
Bajaj, Sahil
;
Butler, Andrew J.
论文数: 0引用数: 0
h-index: 0
机构:
Georgia State Univ, Byrdine F Lewis Sch Nursing & Hlth Profess, Atlanta, GA 30303 USA
Dept Vet Affairs, Atlanta Rehabil Res & Dev Ctr Excellence, Decatur, GA USA
Georgia State Univ, Inst Neurosci, Atlanta, GA 30303 USAGeorgia State Univ, Dept Phys & Astron, Suite 600,25 Pk Pl, Atlanta, GA 30303 USA
Butler, Andrew J.
;
Drake, Daniel
论文数: 0引用数: 0
h-index: 0
机构:
Georgia State Univ, Byrdine F Lewis Sch Nursing & Hlth Profess, Atlanta, GA 30303 USAGeorgia State Univ, Dept Phys & Astron, Suite 600,25 Pk Pl, Atlanta, GA 30303 USA
机构:
McLean Hosp, Psychot Disorders Div, Belmont, MA 02478 USA
Massachusetts Gen Hosp, Dept Psychiat, Boston, MA 02114 USA
Harvard Univ, Sch Med, Dept Psychiat, Cambridge, MA 02138 USAMcLean Hosp, Psychot Disorders Div, Belmont, MA 02478 USA
Baker, Justin T.
;
Holmes, Avram J.
论文数: 0引用数: 0
h-index: 0
机构:
Massachusetts Gen Hosp, Dept Psychiat, Boston, MA 02114 USA
Harvard Univ, Sch Med, Dept Psychiat, Cambridge, MA 02138 USA
Massachusetts Gen Hosp, Athinoula A Martinos Ctr Biomed Imaging, Boston, MA 02114 USAMcLean Hosp, Psychot Disorders Div, Belmont, MA 02478 USA
Holmes, Avram J.
;
Masters, Grace A.
论文数: 0引用数: 0
h-index: 0
机构:
McLean Hosp, Psychot Disorders Div, Belmont, MA 02478 USAMcLean Hosp, Psychot Disorders Div, Belmont, MA 02478 USA
Masters, Grace A.
;
Yeo, B. T. Thomas
论文数: 0引用数: 0
h-index: 0
机构:
Massachusetts Gen Hosp, Athinoula A Martinos Ctr Biomed Imaging, Boston, MA 02114 USA
Duke NUS Grad Med Sch, Ctr Cognit Neurosci, Singapore, SingaporeMcLean Hosp, Psychot Disorders Div, Belmont, MA 02478 USA
Yeo, B. T. Thomas
;
论文数: 引用数:
h-index:
机构:
Krienen, Fenna
;
Buckner, Randy L.
论文数: 0引用数: 0
h-index: 0
机构:
Massachusetts Gen Hosp, Dept Psychiat, Boston, MA 02114 USA
Harvard Univ, Sch Med, Dept Psychiat, Cambridge, MA 02138 USA
Massachusetts Gen Hosp, Athinoula A Martinos Ctr Biomed Imaging, Boston, MA 02114 USA
Harvard Univ, Dept Psychol, Ctr Brain Sci, Cambridge, MA 02138 USAMcLean Hosp, Psychot Disorders Div, Belmont, MA 02478 USA
Buckner, Randy L.
;
Oenguer, Dost
论文数: 0引用数: 0
h-index: 0
机构:
McLean Hosp, Psychot Disorders Div, Belmont, MA 02478 USA
Harvard Univ, Sch Med, Dept Psychiat, Cambridge, MA 02138 USAMcLean Hosp, Psychot Disorders Div, Belmont, MA 02478 USA
机构:
Univ Kansas, Med Ctr, Dept Rehabil Med, Kansas City, KS 66103 USA
Washington Univ, Dept Biomed Engn, St Louis, MO USAUniv Kansas, Med Ctr, Dept Rehabil Med, Kansas City, KS 66103 USA
Bundy, David T.
;
Souders, Lauren
论文数: 0引用数: 0
h-index: 0
机构:
Washington Univ, Dept Neurol, St Louis, MO USAUniv Kansas, Med Ctr, Dept Rehabil Med, Kansas City, KS 66103 USA
Souders, Lauren
;
Baranyai, Kelly
论文数: 0引用数: 0
h-index: 0
机构:
Washington Univ, Dept Neurol, St Louis, MO USAUniv Kansas, Med Ctr, Dept Rehabil Med, Kansas City, KS 66103 USA
Baranyai, Kelly
;
Leonard, Laura
论文数: 0引用数: 0
h-index: 0
机构:
Washington Univ, Dept Neurol, St Louis, MO USAUniv Kansas, Med Ctr, Dept Rehabil Med, Kansas City, KS 66103 USA
Leonard, Laura
;
Schalk, Gerwin
论文数: 0引用数: 0
h-index: 0
机构:
NYS Dept Hlth, Wadsworth Ctr, Natl Ctr Adapt Neurotechnol, Albany, NY USAUniv Kansas, Med Ctr, Dept Rehabil Med, Kansas City, KS 66103 USA
Schalk, Gerwin
;
Coker, Robert
论文数: 0引用数: 0
h-index: 0
机构:
Washington Univ, Dept Biomed Engn, St Louis, MO USAUniv Kansas, Med Ctr, Dept Rehabil Med, Kansas City, KS 66103 USA
Coker, Robert
;
Moran, Daniel W.
论文数: 0引用数: 0
h-index: 0
机构:
Washington Univ, Dept Biomed Engn, St Louis, MO USAUniv Kansas, Med Ctr, Dept Rehabil Med, Kansas City, KS 66103 USA
Moran, Daniel W.
;
Huskey, Thy
论文数: 0引用数: 0
h-index: 0
机构:
Washington Univ, Dept Neurol, St Louis, MO USAUniv Kansas, Med Ctr, Dept Rehabil Med, Kansas City, KS 66103 USA
Huskey, Thy
;
Leuthardt, Eric C.
论文数: 0引用数: 0
h-index: 0
机构:
Washington Univ, Dept Biomed Engn, St Louis, MO USA
Washington Univ, Dept Neurol Surg, St Louis, MO USA
Washington Univ, Dept Mech Engn & Mat Sci, St Louis, MO USA
Washington Univ, Dept Neurosci, St Louis, MO USAUniv Kansas, Med Ctr, Dept Rehabil Med, Kansas City, KS 66103 USA