Graded fMRI Neurofeedback Training of Motor Imagery in Middle Cerebral Artery Stroke Patients: A Preregistered Proof-of-Concept Study

Ischemic stroke of the middle cerebral artery (MCA), a major brain vessel that supplies the primary motor and premotor cortex, is one of the most common causes for severe upper limb impairment. Currently available motor rehabilitation training largely lacks satisfying efficacy with over 70% of strok...

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Main Authors: David M. A. Mehler, Angharad N. Williams, Joseph R. Whittaker, Florian Krause, Michael Lührs, Stefanie Kunas, Richard G. Wise, Hamsaraj G. M. Shetty, Duncan L. Turner, David E. J. Linden
Format: Article
Language:English
Published: Frontiers Media S.A. 2020-07-01
Series:Frontiers in Human Neuroscience
Subjects:
Online Access:https://www.frontiersin.org/article/10.3389/fnhum.2020.00226/full
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author David M. A. Mehler
David M. A. Mehler
Angharad N. Williams
Angharad N. Williams
Joseph R. Whittaker
Florian Krause
Florian Krause
Michael Lührs
Michael Lührs
Stefanie Kunas
Stefanie Kunas
Richard G. Wise
Richard G. Wise
Hamsaraj G. M. Shetty
Duncan L. Turner
David E. J. Linden
David E. J. Linden
spellingShingle David M. A. Mehler
David M. A. Mehler
Angharad N. Williams
Angharad N. Williams
Joseph R. Whittaker
Florian Krause
Florian Krause
Michael Lührs
Michael Lührs
Stefanie Kunas
Stefanie Kunas
Richard G. Wise
Richard G. Wise
Hamsaraj G. M. Shetty
Duncan L. Turner
David E. J. Linden
David E. J. Linden
Graded fMRI Neurofeedback Training of Motor Imagery in Middle Cerebral Artery Stroke Patients: A Preregistered Proof-of-Concept Study
Frontiers in Human Neuroscience
fMRI
neurofeedback
stroke
preregistration
rehabilitation
author_facet David M. A. Mehler
David M. A. Mehler
Angharad N. Williams
Angharad N. Williams
Joseph R. Whittaker
Florian Krause
Florian Krause
Michael Lührs
Michael Lührs
Stefanie Kunas
Stefanie Kunas
Richard G. Wise
Richard G. Wise
Hamsaraj G. M. Shetty
Duncan L. Turner
David E. J. Linden
David E. J. Linden
author_sort David M. A. Mehler
title Graded fMRI Neurofeedback Training of Motor Imagery in Middle Cerebral Artery Stroke Patients: A Preregistered Proof-of-Concept Study
title_short Graded fMRI Neurofeedback Training of Motor Imagery in Middle Cerebral Artery Stroke Patients: A Preregistered Proof-of-Concept Study
title_full Graded fMRI Neurofeedback Training of Motor Imagery in Middle Cerebral Artery Stroke Patients: A Preregistered Proof-of-Concept Study
title_fullStr Graded fMRI Neurofeedback Training of Motor Imagery in Middle Cerebral Artery Stroke Patients: A Preregistered Proof-of-Concept Study
title_full_unstemmed Graded fMRI Neurofeedback Training of Motor Imagery in Middle Cerebral Artery Stroke Patients: A Preregistered Proof-of-Concept Study
title_sort graded fmri neurofeedback training of motor imagery in middle cerebral artery stroke patients: a preregistered proof-of-concept study
publisher Frontiers Media S.A.
series Frontiers in Human Neuroscience
issn 1662-5161
publishDate 2020-07-01
description Ischemic stroke of the middle cerebral artery (MCA), a major brain vessel that supplies the primary motor and premotor cortex, is one of the most common causes for severe upper limb impairment. Currently available motor rehabilitation training largely lacks satisfying efficacy with over 70% of stroke survivors showing residual upper limb dysfunction. Motor imagery-based functional magnetic resonance imaging neurofeedback (fMRI-NF) has been suggested as a potential therapeutic technique to improve motor impairment in stroke survivors. In this preregistered proof-of-concept study (https://osf.io/y69jc/), we translated graded fMRI-NF training, a new paradigm that we have previously studied in healthy participants, to first-time MCA stroke survivors with residual mild to severe impairment of upper limb motor function. Neurofeedback was provided from the supplementary motor area (SMA) targeting two different neurofeedback target levels (low and high). We hypothesized that MCA stroke survivors will show (1) sustained SMA-region of interest (ROI) activation and (2) a difference in SMA-ROI activation between low and high neurofeedback conditions during graded fMRI-NF training. At the group level, we found only anecdotal evidence for these preregistered hypotheses. At the individual level, we found anecdotal to moderate evidence for the absence of the hypothesized graded effect for most subjects. These null findings are relevant for future attempts to employ fMRI-NF training in stroke survivors. The study introduces a Bayesian sequential sampling plan, which incorporates prior knowledge, yielding higher sensitivity. The sampling plan was preregistered together with a priori hypotheses and all planned analysis before data collection to address potential publication/researcher biases. Unforeseen difficulties in the translation of our paradigm to a clinical setting required some deviations from the preregistered protocol. We explicitly detail these changes, discuss the accompanied additional challenges that can arise in clinical neurofeedback studies, and formulate recommendations for how these can be addressed. Taken together, this work provides new insights about the feasibility of motor imagery-based graded fMRI-NF training in MCA stroke survivors and serves as a first example for comprehensive study preregistration of an (fMRI) neurofeedback experiment.
topic fMRI
neurofeedback
stroke
preregistration
rehabilitation
url https://www.frontiersin.org/article/10.3389/fnhum.2020.00226/full
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spelling doaj-e5d64ccc9b8c46d79906324d54bc920b2020-11-25T02:50:38ZengFrontiers Media S.A.Frontiers in Human Neuroscience1662-51612020-07-011410.3389/fnhum.2020.00226531992Graded fMRI Neurofeedback Training of Motor Imagery in Middle Cerebral Artery Stroke Patients: A Preregistered Proof-of-Concept StudyDavid M. A. Mehler0David M. A. Mehler1Angharad N. Williams2Angharad N. Williams3Joseph R. Whittaker4Florian Krause5Florian Krause6Michael Lührs7Michael Lührs8Stefanie Kunas9Stefanie Kunas10Richard G. Wise11Richard G. Wise12Hamsaraj G. M. Shetty13Duncan L. Turner14David E. J. Linden15David E. J. Linden16School of Psychology, Cardiff University Brain Research Imaging Centre (CUBRIC), Cardiff, United KingdomDepartment of Psychiatry, University of Münster, Münster, GermanySchool of Psychology, Cardiff University Brain Research Imaging Centre (CUBRIC), Cardiff, United KingdomMax Planck Adaptive Memory Research Group, Max Planck Institute for Human Cognitive and Brain Sciences, Leipzig, GermanySchool of Physics and Astronomy, Cardiff University, Cardiff, United KingdomDepartment of Cognitive Neuroscience, Maastricht University, Maastricht, NetherlandsDepartment of Cognitive Neuroscience, Donders Institute for Brain, Cognition and Behaviour, Radboud University Medical Center, Nijmegen, NetherlandsDepartment of Cognitive Neuroscience, Maastricht University, Maastricht, NetherlandsResearch Department, Brain Innovation B.V., Maastricht, NetherlandsSchool of Psychology, Cardiff University Brain Research Imaging Centre (CUBRIC), Cardiff, United KingdomDepartment of Psychiatry and Psychotherapy, Charité Universitätsmedizin Berlin, Berlin, GermanySchool of Psychology, Cardiff University Brain Research Imaging Centre (CUBRIC), Cardiff, United KingdomDepartment of Neuroscience, Imaging and Clinical Sciences, Institute for Advanced Biomedical Technologies, D'Annunzio University of Chieti–Pescara, Chieti, Italy0Neurology Department, University Hospital of Wales, Cardiff, United Kingdom1School of Health, Sport and Bioscience, University of East London, London, United KingdomSchool of Psychology, Cardiff University Brain Research Imaging Centre (CUBRIC), Cardiff, United Kingdom2Faculty of Health, Medicine and Life Sciences, School for Mental Health and Neuroscience, Maastricht University, Maastricht, NetherlandsIschemic stroke of the middle cerebral artery (MCA), a major brain vessel that supplies the primary motor and premotor cortex, is one of the most common causes for severe upper limb impairment. Currently available motor rehabilitation training largely lacks satisfying efficacy with over 70% of stroke survivors showing residual upper limb dysfunction. Motor imagery-based functional magnetic resonance imaging neurofeedback (fMRI-NF) has been suggested as a potential therapeutic technique to improve motor impairment in stroke survivors. In this preregistered proof-of-concept study (https://osf.io/y69jc/), we translated graded fMRI-NF training, a new paradigm that we have previously studied in healthy participants, to first-time MCA stroke survivors with residual mild to severe impairment of upper limb motor function. Neurofeedback was provided from the supplementary motor area (SMA) targeting two different neurofeedback target levels (low and high). We hypothesized that MCA stroke survivors will show (1) sustained SMA-region of interest (ROI) activation and (2) a difference in SMA-ROI activation between low and high neurofeedback conditions during graded fMRI-NF training. At the group level, we found only anecdotal evidence for these preregistered hypotheses. At the individual level, we found anecdotal to moderate evidence for the absence of the hypothesized graded effect for most subjects. These null findings are relevant for future attempts to employ fMRI-NF training in stroke survivors. The study introduces a Bayesian sequential sampling plan, which incorporates prior knowledge, yielding higher sensitivity. The sampling plan was preregistered together with a priori hypotheses and all planned analysis before data collection to address potential publication/researcher biases. Unforeseen difficulties in the translation of our paradigm to a clinical setting required some deviations from the preregistered protocol. We explicitly detail these changes, discuss the accompanied additional challenges that can arise in clinical neurofeedback studies, and formulate recommendations for how these can be addressed. Taken together, this work provides new insights about the feasibility of motor imagery-based graded fMRI-NF training in MCA stroke survivors and serves as a first example for comprehensive study preregistration of an (fMRI) neurofeedback experiment.https://www.frontiersin.org/article/10.3389/fnhum.2020.00226/fullfMRIneurofeedbackstrokepreregistrationrehabilitation