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Somatosensory imagery induces topographically specific activation patterns instrumental to fMRI-based Brain-Computer Interfacing

Amanda Kaas, Rainer Goebel, Giancarlo Valente, View ORCID ProfileBettina Sorger
doi: https://doi.org/10.1101/296640
Amanda Kaas
1Department of Cognitive Neuroscience, Faculty of Psychology and Neuroscience, Maastricht University, UNS 40, 6229 ER Maastricht, the Netherlands
2Maastricht Brain Imaging Center, Maastricht University, Maastricht, the Netherlands
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Rainer Goebel
1Department of Cognitive Neuroscience, Faculty of Psychology and Neuroscience, Maastricht University, UNS 40, 6229 ER Maastricht, the Netherlands
2Maastricht Brain Imaging Center, Maastricht University, Maastricht, the Netherlands
3Department of Neuroimaging and Neuromodeling, Netherlands Institute for Neuroscience, an institute of the Royal Netherlands Academy of Arts and Sciences (KNAW), Amsterdam, the Netherlands
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Giancarlo Valente
1Department of Cognitive Neuroscience, Faculty of Psychology and Neuroscience, Maastricht University, UNS 40, 6229 ER Maastricht, the Netherlands
2Maastricht Brain Imaging Center, Maastricht University, Maastricht, the Netherlands
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Bettina Sorger
1Department of Cognitive Neuroscience, Faculty of Psychology and Neuroscience, Maastricht University, UNS 40, 6229 ER Maastricht, the Netherlands
2Maastricht Brain Imaging Center, Maastricht University, Maastricht, the Netherlands
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  • ORCID record for Bettina Sorger
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Abstract

For patients with ‘locked-in’ syndrome (LIS), brain-computer interfaces (BCIs) based on hemodynamics are a promising tool to regain communication. Visual and motor imagery are often-used information-encoding strategies despite frequent visuo-motor impairments in LIS. However, evoking imagery not grounded in recent sensory experience is very challenging. Therefore, somatosensory imagery might be more suitable, as somatosensation is preserved even in late-stage LIS. Using 7T fMRI in healthy subjects, we find that somatosensory imagery is associated with topographic decoding-weight patterns in primary somatosensory cortex and show high-accuracy decoding with little pre-training. We immediately implement these novel findings to drive brain-based communication, providing a promising proof-of-concept for a novel type of communication BCI with high clinical potential. Our new BCI-control strategy paves the way for several future applications. Next to brain-based communication, it might be employed for neurofeedback-based training to restore somatotopy in stroke and chronic pain patients suffering somatosensory deficits.

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Posted April 11, 2018.
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Somatosensory imagery induces topographically specific activation patterns instrumental to fMRI-based Brain-Computer Interfacing
Amanda Kaas, Rainer Goebel, Giancarlo Valente, Bettina Sorger
bioRxiv 296640; doi: https://doi.org/10.1101/296640
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Somatosensory imagery induces topographically specific activation patterns instrumental to fMRI-based Brain-Computer Interfacing
Amanda Kaas, Rainer Goebel, Giancarlo Valente, Bettina Sorger
bioRxiv 296640; doi: https://doi.org/10.1101/296640

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