Abstract
Restoring natural motor function in neurologically injured individuals is challenging, largely due to the lack of personalization in current neurorehabilitation technologies. Signal-driven neuro-musculoskeletal models may offer a novel paradigm for devising novel closed-loop rehabilitation strategies according to an individual's physiology. However, current modelling techniques are constrained to bipolar electromyography (EMG), thereby lacking the resolution necessary to extract the activity of individual motor units (MUs) in vivo. In this work, we decoded MU spike trains from high-density (HD)-EMG to obtain relevant neural properties across multiple isometric plantar-dorsiflexion tasks. Then, we sampled MU statistical distributions and used them to reproduce MU specific activation profiles. Results showed bimodal distributions which may correspond to slow and fast MU populations. The estimated activation profiles showed a high degree of similarity to the reference torque (R2>0.8) across the recorded muscles. This suggests that the estimation of MU twitch properties is a crucial step for the translation of neural information into muscle force.Clinical Relevance- This work has multiple implications for understanding the underlying mechanism of motor impairment and for developing closed-loop strategies for modulating alpha motor circuitries in neurologically injured individuals.
Original language | English |
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Title of host publication | 2021 43rd Annual International Conference of the IEEE Engineering in Medicine & Biology Society (EMBC) |
Pages | 6310-6313 |
Number of pages | 4 |
ISBN (Electronic) | 978-1-7281-1179-7 |
DOIs | |
Publication status | Published - 9 Dec 2021 |
Event | 43rd Annual International Conferences of the IEEE Engineering in Medicine and Biology Society, EMBC 2021: Changing Global Health Care in the Twenty-First Century - Virtual Duration: 1 Nov 2021 → 5 Nov 2021 Conference number: 43 |
Conference
Conference | 43rd Annual International Conferences of the IEEE Engineering in Medicine and Biology Society, EMBC 2021 |
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Abbreviated title | EMBC |
Period | 1/11/21 → 5/11/21 |
Keywords
- 2022 OA procedure