Correlation between cortical beta power and gait speed is suppressed in a parkinsonian model, but restored by therapeutic deep brain stimulation
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)
- et al.
Beta frequency synchronization in basal ganglia output during rest and walk in a hemiparkinsonian rat
Exp. Neurol.
(2010) - et al.
Complexity of subthalamic 13–35 Hz oscillatory activity directly correlates with clinical impairment in patients with Parkinson's disease
Exp. Neurol.
(2010) - et al.
Information in pallidal neurons increases with parkinsonian severity
Parkinsonism Relat. Disord.
(2015) - et al.
Beta-band oscillations — signalling the status quo?
Curr. Opin. Neurobiol.
(2010) - et al.
Dopaminergic therapy in Parkinson's disease decreases cortical beta band coherence in the resting state and increases cortical beta band power during executive control
NeuroImage Clin.
(2013) - et al.
Distinct oscillatory STN-cortical loops revealed by simultaneous MEG and local field potential recordings in patients with Parkinson's disease
NeuroImage
(2011) - et al.
Persistent suppression of subthalamic beta-band activity during rhythmic finger tapping in Parkinson's disease
Clin. Neurophysiol. Off. J. Int. Fed. Clin. Neurophysiol.
(2013) - et al.
Post-movement beta rebound is generated in motor cortex: evidence from neuromagnetic recordings
NeuroImage
(2006) - et al.
The ups and downs of β oscillations in sensorimotor cortex
Exp. Neurol.
(2013) - et al.
Beta-range cortical motor spectral power and corticomuscular coherence as a mechanism for effective corticospinal interaction during steady-state motor output
NeuroImage
(2007)
Event-related coherence and event-related desynchronization/synchronization in the 10 Hz and 20 Hz EEG during self-paced movements
Electroencephalogr. Clin. Neurophysiol.
Therapeutic deep brain stimulation in parkinsonian rats directly influences motor cortex
Neuron
β band stability over time correlates with parkinsonian rigidity and bradykinesia
Exp. Neurol.
Intraoperative microstimulation predicts outcome of postoperative macrostimulation in subthalamic nucleus deep brain stimulation for Parkinson's disease
Neuromodulation J. Int. Neuromodulation Soc.
Striatal dopaminergic metabolism is increased by deep brain stimulation of the subthalamic nucleus in 6-hydroxydopamine lesioned rats
Neurosci. Lett.
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.
Event-related dynamics of cortical rhythms: frequency-specific features and functional correlates
Int. J. Psychophysiol. Off. J. Int. Organ. Psychophysiol.
Combining EEG and fMRI to investigate the post-movement beta rebound
NeuroImage
Central beta rhythm during sensorimotor activities in man
Electroencephalogr. Clin. Neurophysiol.
Patterns of cortical activation during planning of voluntary movement
Electroencephalogr. Clin. Neurophysiol.
Post-movement beta synchronization. A correlate of an idling motor area?
Electroencephalogr. Clin. Neurophysiol.
Spatiotemporal patterns of beta desynchronization and gamma synchronization in corticographic data during self-paced movement
Clin. Neurophysiol.
Prefrontal control over motor cortex cycles at beta frequency during movement inhibition
Curr. Biol.
Boosting cortical activity at beta-band frequencies slows movement in humans
Curr. Biol.
Parkinsonian impairment correlates with spatially extensive subthalamic oscillatory synchronization
Neuroscience
The rotational behavior model: asymmetry in the effects of unilateral 6-OHDA lesions of the substantia nigra in rats
Brain Res.
Functional segregation of movement-related rhythmic activity in the human brain
NeuroImage
High frequency stimulation of the subthalamic nucleus evokes striatal dopamine release in a large animal model of human DBS neurosurgery
Neurosci. Lett.
Complementary roles of different oscillatory activities in the subthalamic nucleus in coding motor effort in parkinsonism
Exp. Neurol.
Movement-related desynchronization of the cerebral cortex studied with spatially filtered magnetoencephalography
NeuroImage
Amphetamine-induced rotation and L-DOPA-induced dyskinesia in the rat 6-OHDA model: a correlation study
Neurosci. Res.
Dissociation of motor symptoms during deep brain stimulation of the subthalamic nucleus in the region of the internal capsule
Exp. Neurol.
Response preparation and inhibition: the role of the cortical sensorimotor beta rhythm
Neuroscience
Stimulation of the Subthalamic Nucleus in Parkinson's Disease Does Not Produce Striatal Dopamine Release: Neurosurgery
Subthalamic deep brain stimulation reduces pathological information transmission to the thalamus in a rat model of parkinsonism
Front. Neural Circuits
Fast oscillations in cortical-striatal networks switch frequency following rewarding events and stimulant drugs
Eur. J. Neurosci.
The OpenCV Library
Dopamine dependency of oscillations between subthalamic nucleus and pallidum in Parkinson's disease
J. Neurosci.
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.
Beta activity in the premotor cortex is increased during stabilized as compared to normal walking
Front. Hum. Neurosci.
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Rodent models for gait network disorders in Parkinson's disease – a translational perspective
2022, Experimental NeurologyCitation Excerpt :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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2021, Behavioural Brain ResearchCitation Excerpt :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].
Stimulation-induced changes at the electrode-tissue interface and their influence on deep brain stimulation
2022, Journal of Neural Engineering
- 1
Present affiliation: Data Science Program, Wunderman, Seattle WA, USA.
- 2
Last two authors contributed equally to this work.