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Conditions for the generation of beta band activity in Parkinson's disease


The basal ganglia plays a key role in motor control, and its dysfunction is associated with various neurological disorders including Parkinson's disease. The symptoms of Parkinson's disease include bradykinesia, characterized by a general slowing of movement execution. The advance of bradykinesia is highly correlated with the presence of abnormal oscillations within basal ganglia in the beta band frequency [1]. Some evidence suggests the oscillations observed in the basal ganglia originate from the network comprised of two nuclei: subthalamic nucleus (STN) and globus pallidus pars externa (GPe) [2], while other authors attribute their source to the entire cortico-basal-ganglia-thalamic circuit [3]. In this work, we attempt to address this question of the origin of beta band oscillations.


In the present study, we develop a computational model of the STN-GPe network based upon anatomical and electrophysiological studies. We take the parameters of the model directly from experimental studies (where possible), or estimate them by fitting the output of the model to observations from several neurophysiological studies [4]. We then model the advance of Parkinson's disease by increasing weights of certain synaptic connections in the model in accordance with the experimental literature [5].

Results and discussion

Simulations of the model demonstrate that as the parameters were changed to values corresponding to Parkinson's disease, the model started to produce oscillations with a frequency close to 30 Hz (i.e. within the beta band). To establish analytically the occurrence of these oscillations, we considered appropriate reductions of the model. The analysis of the reduced models allowed us to identify a simple set of necessary conditions on model parameters, which guarantees the existence of oscillatory behavior in the beta band frequency. To check the validity of these conditions in the reduced and the full model, both models were simulated in a wide range of parameters. We observed that in both the reduced and full model, our analytical conditions defined very closely the boundary of the region in parameter space in which the models produced oscillations in the beta band.

Our simulations and analysis demonstrate that the beta band oscillations observed in Parkinson's disease can arise due to intrinsic properties of the STN-GPe circuit, rather than as a result of an external pacemaker from another neural region (i.e. cortex or striatum). Furthermore, we identified conditions the parameters of the network needed to satisfy to produce the oscillations. Most significantly, these conditions describe changes in parameters that are consistent with those expected as a result of the development of Parkinon's disease, and predict manipulations that could inhibit the pathological oscillations.


  1. Boraud T, Brown P, Goldberg JA, Graybiel AM, Magill PJ: Oscillations in the basal ganglia: The good, the bad, and the unexpected. The Basal Ganglia VIII. 2005, 1-24.

    Chapter  Google Scholar 

  2. Plenz D, Kital ST: A basal ganglia pacemaker formed by the subthalamic nucleus and external globus pallidus. Nature. 1999, 400: 677-682.

    Article  CAS  PubMed  Google Scholar 

  3. Leblois A, Boraud T, Meissner W, Berman H, Hansel D: Competition between feedback loops underlies normal and pathological dynamics in the basal ganglia. J Neurosci. 2006, 26: 3567-3583.

    Article  CAS  PubMed  Google Scholar 

  4. Kita H, Tachibana Y, Nambu A, Chiken S: Balance of monosynaptic excitatory and disynaptic inhibitory responses of the globus pallidus induced after stimulation of the subthalamic nucleus in the monkey. J Neurosci. 2005, 25: 8611-8619.

    Article  CAS  PubMed  Google Scholar 

  5. Shen K, Johnson SW: Dopamine depletion alters responses to glutamate and GABA in the rat subthalamic nucleus. Neuroreport. 2005, 16: 171-174.

    Article  CAS  PubMed  Google Scholar 

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The PhD scholarship of Alejo Nevado is funded by Fundación Caja Madrid, Madrid, Spain.

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Correspondence to Alejo J Nevado Holgado.

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Open Access This article is published under license to BioMed Central Ltd. This is an Open Access article is distributed under the terms of the Creative Commons Attribution 2.0 International License (, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.

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Holgado, A.J.N., Terry, J. & Bogacz, R. Conditions for the generation of beta band activity in Parkinson's disease. BMC Neurosci 10 (Suppl 1), P247 (2009).

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