IEEE Transactions on Cognitive and Developmental Systems · 2021 · 24 citations · 31 references
MedicineNeuroscienceRehabilitation MedicineNeurorehabilitationRehabilitationStroke RehabilitationCognitive RehabilitationElectroencephalogram AnalysisElectroencephalographyNeurological RehabilitationDual-task ParadigmsDual-task RehabilitationEvent SynchronizationEvent-related AnalysisPost-stroke Motor RehabilitationPost-stroke RehabilitationSynchronizationTask-specific Cognitive Training
Single-task and cognitive-motor dual-task training (CMDT) has been extensively studied for the post-stroke function rehabilitation. However, little is known about the difference between the brain activities when these two types of tasks are being implemented. Therefore, neural correlates of single-cognitive/motor-task training (SCT/SMT) versus CMDT are investigated in this study. Specifically, a pure mathematical problem-solving task and a pure cycling task were designed for the SCT and SMT paradigms, respectively. For the CMDT, subjects should perform these two tasks simultaneously. Electroencephalography signals acquired during performing these two types of training are used to analyze the brain dynamic properties by event-related potential and event-related (de-)synchronization analyses. It can be seen from the results that compared with the SCT, theta event-related synchronization can be increased significantly by the CMDT (frontal theta: <inline-formula xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink"> <tex-math notation="LaTeX">$p$ </tex-math></inline-formula> -value <inline-formula xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink"> <tex-math notation="LaTeX">$= 5.44e-05 < 0.0001$ </tex-math></inline-formula> and temporal theta: <inline-formula xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink"> <tex-math notation="LaTeX">$p$ </tex-math></inline-formula> -value <inline-formula xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink"> <tex-math notation="LaTeX">$= 9.18e-06 < 0.0001$ </tex-math></inline-formula> ) and, meanwhile, the mu and central beta event-related desynchronization induced by the CMDT is significantly lower than that induced by the SMT (mu: p-value <inline-formula xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink"> <tex-math notation="LaTeX">$= 2.28e-06 < 0.0001$ </tex-math></inline-formula> and central beta: p-value <inline-formula xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink"> <tex-math notation="LaTeX">$= 4.37e-06 < 0.0001$ </tex-math></inline-formula> ). Therefore, it is proved in this study that the SMT can induce higher motor neural engagement than the CMDT and, meanwhile, compared with the SCT, higher cognitive neural activity can be induced by the CMDT, which can be explained by that the multitask coordination induces more neural activities. In addition, it is found that more attention has been paid on the relatively difficult task during the dual-task training. Therefore, the difficulty level of each task in the CMDT paradigm can be designed subject specific to implement the personalized training.
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Virtual reality for stroke rehabilitation
Kate Laver, Belinda Lange, Stacey George et al. · Cochrane Database of Systematic Reviews · 2017 · 789 citations
Optimising engagement for stroke rehabilitation using serious games
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