Title
Using point process models to determine the impact of visual cues on basal ganglia activity and behavior of Parkinson's patients
Abstract
Deep brain stimulation is an effective therapy for Parkinson's disease (PD) that has enabled microelectrode recordings from single-unit cells in the sub-thalamic nucleus (STN) of the basal ganglia. This rare data is important to develop detailed characterizations of spiking activity to understand the pathophysiology of PD. Despite the point process nature of neuronal spiking activity, point process (PP) methods are not used to analyze these recordings. Therefore, we develop PP models using the generalized linear method to characterize spiking activity in 28 STN neurons in 7 PD patients executing a two-step motor task. In the first step of the task, patients could anticipate visual go cues and moved once prompted. In the second step of the task, go cues had a 50% chance of appearing. If cues failed to appear, movements were self-initiated. The point process models provide an accurate summary of pathological characteristics under different cued conditions such as bursting, 10-30Hz oscillations, and fluctuations in directional tuning. In particular, the models show that when cues can be anticipated or when patients self-initiate movements (in both cases an internal motor plan is formed prior to movement), pathological neural characteristics are suppressed. In contrast, when cues cannot be anticipated and later appear, there is no suppression of pathological neural characteristics. Consequently, movements deteriorate.
Year
DOI
Venue
2009
10.1109/CDC.2009.5399938
CDC
Keywords
Field
DocType
brain,diseases,microelectrodes,neural nets,neurophysiology,visual perception,Parkinson disease,Parkinson patients,basal ganglia activity,deep brain stimulation,directional tuning,internal motor plan,microelectrode recordings,neuronal spiking activity,pathological characteristics,pathological neural characteristics,pathophysiology,point process methods,point process models,single-unit cells,subthalamic nucleus,visual cues,visual go cues
Sensory cue,Deep brain stimulation,Bursting,Neuroscience,Neurophysiology,Control theory,Computer science,Point process,Cued speech,Visual perception,Basal ganglia
Conference
ISSN
Citations 
PageRank 
0743-1546
0
0.34
References 
Authors
1
6
Name
Order
Citations
PageRank
Sridevi V. Sarma15222.73
Uri T. Eden217824.35
Ming Cheng300.34
Ziv Williams431.40
Emad N. Eskandar55518.39
Emery N. Brown61019151.59