학술논문

Decoding the Direction of Movements from Interneuron and Projection Cell Populations in the Basal Ganglia
Document Type
Conference
Source
2007 3rd International IEEE/EMBS Conference on Neural Engineering Neural Engineering, 2007. CNE '07. 3rd International IEEE/EMBS Conference on. :314-317 May, 2007
Subject
Computing and Processing
Components, Circuits, Devices and Systems
Signal Processing and Analysis
Decoding
Basal ganglia
Information analysis
Neural prosthesis
Humans
Brain computer interfaces
Hemodynamics
Rats
Nose
Extracellular
Language
ISSN
1948-3546
1948-3554
Abstract
Neuromotor prostheses (NMPs) seek to replace motor functions in paralyzed humans by controlling external devices directly from recording contacts placed within the brain (in effect, bypassing the damaged neural tissue). Studies to date have focused on cortical areas for NMP control, but deeper brain structures have also been implicated in generating motor commands. Recent studies combining non-invasive brain computer interface (BCI) experiments with functional brain imaging have revealed that the hemodynamic response related to activity of the Basal Ganglia (BG) increases significantly during BCI control. The BG have long been theorized to be involved in the selection of motor actions in the neocortex, and may be an ideal location for a discrete state NMP. In this report, we investigate the directional information contained in the firing rates of cells within the nuclei of the BG. Four Long-Evans rats performed a directional nose poke task while action potentials were recorded from 21 drivable tetrodes. Our preliminary analysis has identified 16 candidate interneurons and 8 primary cells from properties of the extracellular waveforms, and has determined the amount of directional information in each cell. Using an unsupervised classification decoder of the firing rates in the BG, we could predict the animal's movement direction correctly in > 80% of the trials. We further analyzed the cell ensemble decoding and found that the proposed interneuron's directional information peaked 100-175ms before the projection cells.