Elsevier

Neurobiology of Disease

Volume 117, September 2018, Pages 137-148
Neurobiology of Disease

Correlation between cortical beta power and gait speed is suppressed in a parkinsonian model, but restored by therapeutic deep brain stimulation

https://doi.org/10.1016/j.nbd.2018.05.013Get rights and content

Highlights

  • In a ratmodel of PD, we quantified motor-cortical beta power versus gait speed during effective & ineffective DBS of STN.

  • Therapeutic and non-therapeutic STN DBS suppresses cortical beta power both at rest and during unrestrained movement.

  • Therapeutic, but not non-therapeutic, STN DBS restores the asymptomatic relationship between beta power and gait speed.

Abstract

The motor cortex and subthalamic nucleus (STN) of patients with Parkinson's disease (PD) exhibit abnormally high levels of electrophysiological oscillations in the ~12–35 Hz beta-frequency range. Recent studies have shown that beta is partly carried forward to regulate future motor states in the healthy condition, suggesting that steady state beta power is lower when a sequence of movements occurs in a short period of time, such as during fast gait. However, whether this relationship between beta power and motor states persists upon parkinsonian onset or in response to effective therapy is unclear. Using a 6-hydroxy dopamine (6-OHDA) rat model of PD and a custom-built behavioral and neurophysiological recording system, we aimed to elucidate a better understanding of the mechanisms underlying cortical beta power and PD symptoms. In addition to elevated levels of beta oscillations, we show that parkinsonian onset was accompanied by a decoupling of movement intensity — quantified as gait speed — from cortical beta power. Although subthalamic deep brain stimulation (DBS) reduced general levels of beta oscillations in the cortex of all PD animals, the brain's capacity to regulate steady state levels of beta power as a function of movement intensity was only restored in animals with therapeutic DBS. We propose that, in addition to lowering general levels of cortical beta power, restoring the brain's ability to maintain this inverse relationship is critical for effective symptom suppression.

Introduction

Parkinsonian symptoms are associated with neural activity in the 15–30 Hz beta band, most notably in the basal ganglia (Brown et al., 2001; Chen et al., 2010; Pogosyan et al., 2010). Data from non-human-primate and rodent models show that parkinsonian severity increases with beta power not only in basal ganglia (Avila et al., 2010; Deffains et al., 2016; Mallet et al., 2008a), but also in motor cortex (Lehmkuhle et al., 2009; Mallet et al., 2008b; Sharott et al., 2005). Recent human studies support that, for at least some behaviors, PD is associated with elevated levels of cortical beta activity, including cortical-subcortical beta coherence (Hirschmann et al., 2011; Litvak et al., 2011), cortical beta phase-amplitude coupling (de Hemptinne et al., 2013; Malekmohammadi et al., 2018), and cortical beta power (Crowell et al., 2012; George et al., 2013). In healthy individuals, beta activity is best known for its associations with motor suppression: cortical beta power increases upon motor task completion (Heinrichs-Graham et al., 2017; Jurkiewicz et al., 2006) and anticipated movement cancellation (Picazio et al., 2014; Zhang et al., 2008). In addition, beta-band drive to motor cortex slows reaction times (McAllister et al., 2013) and response speeds (Pogosyan et al., 2009). Considerations of beta activity's conspicuousness in PD and elevation amid regular motor suppression has led to the widespread hypothesis that persistently high beta activity underlies some motor symptoms of PD, such as hypokinesia and rigidity.

In non-parkinsonian individuals, beta power variations are associated with voluntary motor activity (Fry et al., 2016; Jurkiewicz et al., 2006). Motor cortical beta power decreases before movement onset (Leocani et al., 1997; Pfurtscheller and Berghold, 1989), and rebounds after movement offset (Cassim et al., 2001; Pfurtscheller et al., 1996). These post-movement associated beta rebounds — also known as event related synchronizations — are thought to suppress movement by inhibiting the motor network during action termination (Heinrichs-Graham et al., 2017; Salmelin et al., 1995). Similarly, the aforementioned pre-movement associated beta suppressions — also known as event related desynchronizations — are thought to enable movement by disinhibiting the motor network during action preparation (Pape and Siegel, 2016; Zhang et al., 2008). Although this relationship is well characterized, its time-varying nature (between present beta power changes and past-versus-future body kinematics) remains difficult to set within a framework of neurally driven movement.

In a leading model, beta activity correlates with changes in motor states: high beta power denotes maintenance of the present state, while low beta power denotes an abrupt shift in motor behavior (Engel and Fries, 2010; Gilbertson et al., 2005). In this model, aberrant parkinsonian beta power commands adherence to the behavioral status quo: if at rest, stay at rest. And, therapies that suppress beta power re-enable behavioral modulation, alleviating hypokinetic symptoms. This model suggests that cortical beta power should have a similar value during all sustained (c.f., changing) motor activity levels, e.g., standing, walking, and running. However, recent work suggests that after accounting for onset and offset effects, beta activity varies inversely with metrics of movement intensity. Tasks more intense than slow walking correspond to less beta power, including fast walking (Lisi and Morimoto, 2015) and bike riding (Storzer et al., 2016). Tasks less intense than slow walking correspond to more beta power, including walking at fixed speed on a treadmill (Bulea et al., 2015) or with a gait stabilization system that support body weight (Bruijn et al., 2015). Whether this relationship persists in PD is unknown. Phrased explicitly: does the elevated beta activity observed in PD still modulate with movement intensity?

In this study we sought to understand the relationship between cortical beta power and changes in movement speed using a rodent model of PD in response to a variety of putatively therapeutic DBS patterns. From previous work, we expected overall beta activity to increase with PD onset, and to decrease with therapeutic DBS. Extending existing ideas, we hypothesized that the cortico-subthalamic network would maintain a consistent inverse relationship between beta power and movement speed in the healthy condition, but would lose the ability to maintain that relationship upon entering the parkinsonian state. We tested these hypotheses in a unilateral 6-OHDA rat model of PD and quantified the impact of effective and ineffective STN-DBS on the relationship between cortical beta power and movement speed. Our results support the idea that a stable, inverse relationship between beta power and movement speed is disrupted by PD. Mean levels of cortical beta power were lowered by both effective and ineffective DBS. But only effective stimulation restored the ability to modulate steady state cortical beta power as a function of motor activity. Thus, therapeutic DBS may allow the brain to carry meaningful levels of cortical beta activity forward from previous motor states, thereby restoring dynamic control of motor behavior.

Section snippets

Methods

All animal procedures were approved by the Institutional Animal Care and Use Committee of the University of Utah and complied with the United States Public Health Service policy on care and use of laboratory animals. Long-Evans rats were housed on a 12-hour-light/12-hour-dark cycle, and were always alone in their home cages during the light phase. Upon enrollment, young adult rats (250–350 g) underwent an initial surgery followed by two weeks of recovery and then at least three days of baseline

Results

Data were collected from rats previously implanted with a bipolar stimulating electrode to one STN, before and after receiving unilateral injection of 6-OHDA to lesion the dopaminergic fibers projecting into striatum. Behavioral activity and electrocorticography over the motor area were recorded in 45 min trials of unrestrained behavior in a dark, 30 × 43 cm chamber during the active portion of their daily cycle. Trials included one of five types of DBS: 150 Hz at 60%, 250 Hz at 60%, 150 Hz at

Discussion

Motor cortical beta power can be affected by both internally processed and externally cued events (Kilavik et al., 2013). The classic view holds that this beta power decreases during movement planning (Pfurtscheller and Berghold, 1989), and increases after actual movements end (Pfurtscheller et al., 1996) or when an intention to move is eliminated (Zhang et al., 2008). Recent reports suggest that, in addition to those onset and offset effects, motor cortical beta activity varies with behavioral

Conclusion

Our findings support that cortical beta power increases with parkinsonian onset and is suppressed by DBS of the STN, but that the degree of beta suppression is not strongly correlated to symptom alleviation. We found that steady state beta power covaries inversely with activity intensity, quantified as gait speed in our rat model. We thus proposed that, at least in non-parkinsonian conditions, variations in beta power initiate and terminate around a baseline level that is anticorrelated with

Acknowledgements

The authors thank Christina Rossi, Wes Albright, and Gabrielle Hoyer for their important contributions to this effort. This work was supported by Medtronic Inc. [A1082990], the National Institutes of Health [NIBIB R01-EB016407], and the National Science Foundation [CAREER 1351112].

References (80)

  • L. Leocani et al.

    Event-related coherence and event-related desynchronization/synchronization in the 10 Hz and 20 Hz EEG during self-paced movements

    Electroencephalogr. Clin. Neurophysiol.

    (1997)
  • Q. Li et al.

    Therapeutic deep brain stimulation in parkinsonian rats directly influences motor cortex

    Neuron

    (2012)
  • S. Little et al.

    β band stability over time correlates with parkinsonian rigidity and bradykinesia

    Exp. Neurol.

    (2012)
  • R. Mehanna et al.

    Intraoperative microstimulation predicts outcome of postoperative macrostimulation in subthalamic nucleus deep brain stimulation for Parkinson's disease

    Neuromodulation J. Int. Neuromodulation Soc.

    (2017)
  • W. Meissner et al.

    Striatal dopaminergic metabolism is increased by deep brain stimulation of the subthalamic nucleus in 6-hydroxydopamine lesioned rats

    Neurosci. Lett.

    (2001)
  • W.-J. Neumann et al.

    Long term correlation of subthalamic beta band activity with motor impairment in patients with Parkinson's disease

    Clin. Neurophysiol. Off. J. Int. Fed. Clin. Neurophysiol.

    (2017)
  • C. Neuper et al.

    Event-related dynamics of cortical rhythms: frequency-specific features and functional correlates

    Int. J. Psychophysiol. Off. J. Int. Organ. Psychophysiol.

    (2001)
  • L.M. Parkes et al.

    Combining EEG and fMRI to investigate the post-movement beta rebound

    NeuroImage

    (2006)
  • G. Pfurtscheller

    Central beta rhythm during sensorimotor activities in man

    Electroencephalogr. Clin. Neurophysiol.

    (1981)
  • G. Pfurtscheller et al.

    Patterns of cortical activation during planning of voluntary movement

    Electroencephalogr. Clin. Neurophysiol.

    (1989)
  • G. Pfurtscheller et al.

    Post-movement beta synchronization. A correlate of an idling motor area?

    Electroencephalogr. Clin. Neurophysiol.

    (1996)
  • G. Pfurtscheller et al.

    Spatiotemporal patterns of beta desynchronization and gamma synchronization in corticographic data during self-paced movement

    Clin. Neurophysiol.

    (2003)
  • S. Picazio et al.

    Prefrontal control over motor cortex cycles at beta frequency during movement inhibition

    Curr. Biol.

    (2014)
  • A. Pogosyan et al.

    Boosting cortical activity at beta-band frequencies slows movement in humans

    Curr. Biol.

    (2009)
  • A. Pogosyan et al.

    Parkinsonian impairment correlates with spatially extensive subthalamic oscillatory synchronization

    Neuroscience

    (2010)
  • T.E. Robinson et al.

    The rotational behavior model: asymmetry in the effects of unilateral 6-OHDA lesions of the substantia nigra in rats

    Brain Res.

    (1983)
  • R. Salmelin et al.

    Functional segregation of movement-related rhythmic activity in the human brain

    NeuroImage

    (1995)
  • Y.-M. Shon et al.

    High frequency stimulation of the subthalamic nucleus evokes striatal dopamine release in a large animal model of human DBS neurosurgery

    Neurosci. Lett.

    (2010)
  • H. Tan et al.

    Complementary roles of different oscillatory activities in the subthalamic nucleus in coding motor effort in parkinsonism

    Exp. Neurol.

    (2013)
  • M. Taniguchi et al.

    Movement-related desynchronization of the cerebral cortex studied with spatially filtered magnetoencephalography

    NeuroImage

    (2000)
  • E. Tronci et al.

    Amphetamine-induced rotation and L-DOPA-induced dyskinesia in the rat 6-OHDA model: a correlation study

    Neurosci. Res.

    (2012)
  • W. Xu et al.

    Dissociation of motor symptoms during deep brain stimulation of the subthalamic nucleus in the region of the internal capsule

    Exp. Neurol.

    (2011)
  • Y. Zhang et al.

    Response preparation and inhibition: the role of the cortical sensorimotor beta rhythm

    Neuroscience

    (2008)
  • A. Abosch et al.

    Stimulation of the Subthalamic Nucleus in Parkinson's Disease Does Not Produce Striatal Dopamine Release: Neurosurgery

    (2003)
  • C.J. Anderson et al.

    Subthalamic deep brain stimulation reduces pathological information transmission to the thalamus in a rat model of parkinsonism

    Front. Neural Circuits

    (2015)
  • J.D. Berke

    Fast oscillations in cortical-striatal networks switch frequency following rewarding events and stimulant drugs

    Eur. J. Neurosci.

    (2009)
  • G. Bradski

    The OpenCV Library

    (2000)
  • P. Brown et al.

    Dopamine dependency of oscillations between subthalamic nucleus and pallidum in Parkinson's disease

    J. Neurosci.

    (2001)
  • N. Bruet et al.

    High frequency stimulation of the subthalamic nucleus increases the extracellular contents of striatal dopamine in normal and partially dopaminergic denervated rats

    J. Neuropathol. Exp. Neurol.

    (2001)
  • S.M. Bruijn et al.

    Beta activity in the premotor cortex is increased during stabilized as compared to normal walking

    Front. Hum. Neurosci.

    (2015)
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      Chronic measurements of ECoG- and LFP signals from MCx are readily available in rodent models of PD. During locomotion in the unilateral 6-OHDA model in rats, beta power in MCx was enhanced in comparison to sham animals (Delaville et al., 2015; Brazhnik et al., 2012; Polar et al., 2018; Li et al., 2016; Geng et al., 2016). The application of L-DOPA, apomorphine or STN-DBS enhanced locomotion and reduced beta power in MCx oscillations (Polar et al., 2018; Brazhnik et al., 2016; Cordon et al., 2018; Li et al., 2012; Sharott et al., 2005).

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      The lack of correlation in the PD group can complement the results observed by Polar et al. (2018), who determined that a correlation present in healthy animals between cortical β-band power and gait speed was disrupted in an animal model of PD. However, when the abnormally elevated cortical β-band power of the PD model cohort was reduced via STN DBS, the amount of β reduction did not strongly correlate with motor improvement [30]. Joundi et al. (2013) also describe a similar lack of a linear STN β-band desynchronization when movement speed was varied in a PD population [47].

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    1

    Present affiliation: Data Science Program, Wunderman, Seattle WA, USA.

    2

    Last two authors contributed equally to this work.

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