Event-related desynchronization and synchronization (ERD/S) and movement-related cortical potential (MRCP) play an important role in brain-computer interfaces (BCI) for lower limb rehabilitation, particularly in standing and sitting. However, little is known about the differences in the cortical activation between standing and sitting, especially how the brain's intention modulates the pre-movement sensorimotor rhythm as they do for switching movements. In this study, we aim to investigate the decoding of continuous EEG rhythms during action observation (AO), motor imagery (MI), and motor execution (ME) for the actions of standing and sitting. We developed a behavioral task in which participants were instructed to perform both AO and MI/ME in regard to the transitioning actions of sit-to-stand and stand-to-sit. Our results demonstrated that the ERD was prominent during AO, whereas ERS was typical during MI at the alpha band across the sensorimotor area. A combination of the filter bank common spatial pattern (FBCSP) and support vector machine (SVM) for classification was used for both offline and classifier testing analyses. The offline analysis indicated the classification of AO and MI providing the highest mean accuracy at 82.73±2.54% in the stand-to-sit transition. By applying the classifier testing analysis, we demonstrated the higher performance of decoding neural intentions from the MI paradigm in comparison to the ME paradigm. These observations led us to the promising aspect of using our developed tasks based on the integration of both AO and MI to build future exoskeleton-based rehabilitation systems.
Alzheimer's disease (AD) is the most common type of senile dementia. A number of factors have been proposed regarding pathology of AD, such as presence of b-amyloid, and cholinergic and oxidative stress. SAK3 (ethyl 8 0 -methyl-2 0 ,5-dioxo-2-piperidin-1-ylspiro[cyclopentene-3,3 0 -imidazo[1,2-a]pyridine]-1-carboxylate) reduces b-amyloid deposition and improves cognitive functions in amyloid precursor protein knock-in mice. Scopolamine is used to induce in cell lines a cholinergic deficit that mimics AD. In order to evaluate the possible neuroprotective properties of SAK3, human neuroblastoma SH-SY5Y cells were pretreated with the compound (25-100 nM) and further incubated in the presence of scopolamine (2 mM). SAK3 inhibited scopolamine-induced cellular apoptosis (morphologically and by determination of pro-and anti-apoptotic factor levels), increase in ROS levels, decrease in choline acetyltransferase level, phosphorylation of NF-jB, activation of Akt, JNK and p38 intracellular signaling pathways, and elevation of proinflammatory cytokines IL-1b and IL-6, but not enhanced level of b-site amyloid precursor protein cleaving enzyme 1 (BACE1). These results indicate SAK3 possessed protective properties against cholinergic deficit associated with anti-oxidant, antiapoptotic and anti-inflammatory activities, suggesting that SAK3 might be a potential agent in the development of AD drug therapeutics.
scite is a Brooklyn-based organization that helps researchers better discover and understand research articles through Smart Citations–citations that display the context of the citation and describe whether the article provides supporting or contrasting evidence. scite is used by students and researchers from around the world and is funded in part by the National Science Foundation and the National Institute on Drug Abuse of the National Institutes of Health.