The Effects of ERD Pattern Enhancement via the Sixth-Finger Motor Imagery in Stroke Patients
Motor imagery (MI) is widely employed in stroke rehabilitation due to the event-related desynchronization (ERD) phenomenon in sensorimotor cortex induced by MI is similar to actual movement. However, the traditional BCI paradigm, in which the patient imagines the movement of affected hand (AH-MI) with a weak ERD caused by the damaged brain regions, retards motor relearning process. In this work, we applied a novel MI paradigm based on the “sixth-finger” (SF -MI) in stroke patients and systematically uncovered the ERD pattern enhancement of novel MI paradigm compared to traditional MI paradigm. Fourteen stroke patients were recruited for this experiment. Event-related spectral perturbation was adopted to supply details about ERD. Brain activation region and intensity were compared between SF-MI and AH-MI to reveal the ERD enhancement performance of novel MI paradigm. A “wider range, stronger intensity” ERD activation pattern was induced in stroke patients by novel SF -MI paradigm compared to traditional AF - MI paradigm. The bilateral sensorimotor and prefrontal modulation was found in SF-MI, which was different in AH-MI only weak sensorimotor modulation was exhibited. The ERD enhancement is mainly concentrated in mu rhythm. Classification results (> 80% in SF -MI vs. REST) also indicated the feasibility of applying novel MI paradigm to clinical stroke rehabilitation. This work provides a novel MI paradigm and demonstrates its neural activation-enhancing performance, helping to develop more effective MI-based BCI system for stroke rehabilitation.
Authors
- Shuaifei Huang (ORCID: https://orcid.org/0000-0002-1631-6662)
- Dong Ming (ORCID: https://orcid.org/0000-0002-8192-2538)
- Xingwei An (ORCID: https://orcid.org/0000-0002-5417-508X)
- Zhuang Wang (ORCID: https://orcid.org/0000-0003-1093-7369)
- Yuan Liu (ORCID: https://orcid.org/0000-0002-9703-7357)
- Wenjin Wu (ORCID: https://orcid.org/0000-0002-2021-5397)
- Huimin Huang (ORCID: https://orcid.org/0009-0005-0873-4628)
- Yuyang Wang
Institutions
- Tianjin University (CN)
- Tianjin Medical University (CN)
Publication Details
- Published
- 2024-12-10
- DOI
- https://doi.org/10.1109/robio64047.2024.10907377
- Primary Topic
- Education and Learning Interventions
- Type
- article
- Field-Weighted Citation Impact
- 0.00