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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Syst. Neurosci.</journal-id>
<journal-title>Frontiers in Systems Neuroscience</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Syst. Neurosci.</abbrev-journal-title>
<issn pub-type="epub">1662-5137</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fnsys.2021.655886</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Systems Neuroscience</subject>
<subj-group>
<subject>Mini Review</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Understanding the Role of Sensorimotor Beta Oscillations</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name><surname>Barone</surname> <given-names>Jacopo</given-names></name>
<xref ref-type="corresp" rid="c001"><sup>&#x002A;</sup></xref>
<xref ref-type="author-notes" rid="fn002"><sup>&#x2020;</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/1196177/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Rossiter</surname> <given-names>Holly E.</given-names></name>
<xref ref-type="author-notes" rid="fn002"><sup>&#x2020;</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/76752/overview"/>
</contrib>
</contrib-group>
<aff><institution>Cardiff University Brain Research Imaging Centre, School of Psychology, Cardiff University</institution>, <addr-line>Cardiff</addr-line>, <country>United Kingdom</country></aff>
<author-notes>
<fn fn-type="edited-by"><p>Edited by: Heiko J. Luhmann, Johannes Gutenberg University Mainz, Germany</p></fn>
<fn fn-type="edited-by"><p>Reviewed by: Fritzie I. Arce-McShane, University of Chicago, United States; Vladimir Litvak, University College London, United Kingdom</p></fn>
<corresp id="c001">&#x002A;Correspondence: Jacopo Barone, <email>BaroneJ@cardiff.ac.uk</email></corresp>
<fn fn-type="other" id="fn002"><p><sup>&#x2020;</sup>These authors have contributed equally to this work</p></fn>
</author-notes>
<pub-date pub-type="epub">
<day>31</day>
<month>05</month>
<year>2021</year>
</pub-date>
<pub-date pub-type="collection">
<year>2021</year>
</pub-date>
<volume>15</volume>
<elocation-id>655886</elocation-id>
<history>
<date date-type="received">
<day>19</day>
<month>01</month>
<year>2021</year>
</date>
<date date-type="accepted">
<day>05</day>
<month>05</month>
<year>2021</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x00A9; 2021 Barone and Rossiter.</copyright-statement>
<copyright-year>2021</copyright-year>
<copyright-holder>Barone and Rossiter</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/"><p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p></license>
</permissions>
<abstract>
<p>Beta oscillations have been predominantly observed in sensorimotor cortices and basal ganglia structures and they are thought to be involved in somatosensory processing and motor control. Although beta activity is a distinct feature of healthy and pathological sensorimotor processing, the role of this rhythm is still under debate. Here we review recent findings about the role of beta oscillations during experimental manipulations (i.e., drugs and brain stimulation) and their alteration in aging and pathology. We show how beta changes when learning new motor skills and its potential to integrate sensory input with prior contextual knowledge. We conclude by discussing a novel methodological approach analyzing beta oscillations as a series of transient bursting events.</p>
</abstract>
<kwd-group>
<kwd>beta rebound</kwd>
<kwd>beta desynchronization</kwd>
<kwd>beta bursts</kwd>
<kwd>brain oscillations</kwd>
<kwd>sensorimotor processing</kwd>
<kwd>functional role</kwd>
</kwd-group>
<contract-num rid="cn001">AJ17106318</contract-num>
<contract-sponsor id="cn001">Cardiff University<named-content content-type="fundref-id">10.13039/501100000866</named-content></contract-sponsor>
<counts>
<fig-count count="1"/>
<table-count count="1"/>
<equation-count count="0"/>
<ref-count count="86"/>
<page-count count="7"/>
<word-count count="0"/>
</counts>
</article-meta>
</front>
<body>
<sec id="S1">
<title>Introduction</title>
<p>Recordings of electrical signatures of the brain, <italic>via</italic> electroencephalography (EEG), magnetoencephalography (MEG), electrocorticography (ECoG), and local field potential (LFP), have consistently reported rhythmic patterns in neural activity. Brain rhythms, also known as oscillations, are linked with numerous cognitive functions and group into several oscillatory bands (<xref ref-type="bibr" rid="B10">Buzs&#x00E1;ki, 2006</xref>). Beta oscillations (&#x223C;13&#x2013;30 Hz) are commonly implicated in sensorimotor processing (<xref ref-type="bibr" rid="B60">Pfurtscheller and Lopes da Silva, 1999</xref>; <xref ref-type="bibr" rid="B6">Baker, 2007</xref>). These oscillations are established during stable postures and are decreased during active states, such as movement planning and execution (<xref ref-type="bibr" rid="B15">Engel and Fries, 2010</xref>; <xref ref-type="bibr" rid="B40">Kilavik et al., 2013</xref>). A decrease in the amplitude of beta oscillations across sensorimotor areas is seen just prior to and during movement execution. Conversely, an increase of beta amplitude above baseline levels is observed following movement cessation. We refer to these two phenomena as movement related beta decrease (MRBD) and post-movement beta rebound (PMBR), respectively (<xref ref-type="fig" rid="F1">Figure 1A</xref>). The two principal sources of beta are sensorimotor cortex (<xref ref-type="bibr" rid="B35">Jensen et al., 2005</xref>; <xref ref-type="bibr" rid="B65">Roopun et al., 2006</xref>; <xref ref-type="bibr" rid="B42">Kramer et al., 2008</xref>; <xref ref-type="bibr" rid="B86">Yamawaki et al., 2008</xref>; <xref ref-type="bibr" rid="B41">Kopell et al., 2011</xref>) and basal ganglia (<xref ref-type="fig" rid="F1">Figure 1C</xref>; <xref ref-type="bibr" rid="B33">Holgado et al., 2010</xref>; <xref ref-type="bibr" rid="B52">McCarthy et al., 2011</xref>; <xref ref-type="bibr" rid="B76">Tachibana et al., 2011</xref>; <xref ref-type="bibr" rid="B55">Mirzaei et al., 2017</xref>). There is debate as to whether they originate independently in each area or if they are an emergent property of the cortico-basal ganglia networks (<xref ref-type="bibr" rid="B59">Pavlides et al., 2015</xref>; <xref ref-type="bibr" rid="B71">Sherman et al., 2016</xref>; <xref ref-type="bibr" rid="B64">Reis et al., 2019</xref>).</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption><p>MRBD and PMBR. <bold>(A)</bold> Schematic representation of sensorimotor beta activity. During a motor task beta activity drops below baseline (MRBD&#x2014;<italic>light blue shaded area</italic>) just prior to and during movement execution. After movement ends, beta activity increases rapidly (PMBR&#x2014;<italic>light orange shaded area</italic>) before slowly returning to baseline level. <bold>(B)</bold> Schematic representation of MRBD and PMBR spatial distribution. MRBD (<italic>light blue dot</italic>) is commonly localized to the postcentral gyrus whereas PMBR (<italic>light orange dot</italic>) is often localized to the precentral gyrus. <bold>(C)</bold> Time-frequency plots showing MRBD and PMBR in M1 (<italic>left</italic>&#x2014;reproduced and adapted with permission from <xref ref-type="bibr" rid="B45">Little et al., 2019</xref>) and STN (<italic>right</italic>&#x2014;reproduced and adapted with permission from <xref ref-type="bibr" rid="B3">Alegre et al., 2005</xref>). Both plots show oscillatory activity changes specific to the beta band (13&#x2013;30 Hz) in the period prior to movement and following movement termination. The color scale indicates relative energy changes with respect to baseline level (blue colors indicate a decrease; red colors indicate an increase). The movement begins at time 0 (<italic>magenta dashed line</italic>). MRBD: movement related beta decrease; PMBR, post-movement beta rebound; M1: primary motor cortex; STN, subthalamic nucleus.</p></caption>
<graphic xlink:href="fnsys-15-655886-g001.tif"/>
</fig>
<p>The scope of this review is to report the most recent interpretations of the role of beta oscillations in the sensorimotor system. We will do so by giving details of how beta oscillations are affected by healthy aging (<xref ref-type="bibr" rid="B67">Rossiter et al., 2014b</xref>) and motor learning (<xref ref-type="bibr" rid="B77">Tan et al., 2014</xref>, <xref ref-type="bibr" rid="B78">2016</xref>; <xref ref-type="bibr" rid="B81">Torrecillos et al., 2015</xref>; <xref ref-type="bibr" rid="B26">Haar and Faisal, 2020</xref>) as well as how they are altered in various conditions, most notably Parkinson&#x2019;s disease (PD) and stroke, characterized by severe motor symptoms (<xref ref-type="bibr" rid="B8">Brown, 2006</xref>; <xref ref-type="bibr" rid="B66">Rossiter et al., 2014a</xref>). We will also cover how beta oscillations can be manipulated experimentally using drugs and brain stimulation techniques. We will conclude by discussing how assessing the transient nature of beta oscillations could enrich our understating of its functional role (<xref ref-type="bibr" rid="B20">Feingold et al., 2015</xref>; <xref ref-type="bibr" rid="B71">Sherman et al., 2016</xref>; <xref ref-type="bibr" rid="B72">Shin et al., 2017</xref>).</p>
</sec>
<sec id="S2">
<title>Functional Role of Beta Oscillations</title>
<p>Although several studies have extensively investigated beta oscillatory dynamics (<xref ref-type="table" rid="T1">Table 1</xref>) [for review, see <xref ref-type="bibr" rid="B40">Kilavik et al. (2013)</xref>], its functional role in the sensorimotor processing is still not fully understood. One source of interest lies in beta&#x2019;s tendency to fluctuate during movement. MRBD is present during spontaneous and triggered movements (<xref ref-type="bibr" rid="B40">Kilavik et al., 2013</xref>), while successful movement cancelation is associated with an increase in beta (<xref ref-type="bibr" rid="B75">Swann et al., 2009</xref>, <xref ref-type="bibr" rid="B74">2012</xref>; <xref ref-type="bibr" rid="B84">Wagner et al., 2018</xref>; <xref ref-type="bibr" rid="B34">Jana et al., 2020</xref>). MRBD also occurs when no muscle contraction is required (i.e., motor imagery or action observation) and is rather insensitive to parameters like movement type or effector (<xref ref-type="bibr" rid="B54">Miller et al., 2010</xref>; <xref ref-type="bibr" rid="B40">Kilavik et al., 2013</xref>). These observations led <xref ref-type="bibr" rid="B15">Engel and Fries (2010)</xref> to propose a role for beta as an active process, which interferes with the encoding of incoming information while promoting the existing state&#x2014;i.e., &#x201C;status-quo&#x201D;&#x2014;of the system. Therefore, instead of being a proxy for the level of activity of the sensorimotor network, beta oscillations act as a top-down inhibitory rhythm during motor and cognitive tasks. Following the &#x201C;status-quo&#x201D; hypothesis, MRBD and PMBR could be interpreted as endogenous fluctuations of beta level during a motor set, with the former necessary for releasing the inhibition and allowing the initiation of a motor plan, while the latter preserves the existing motor states from internal and external sources of noise.</p>
<table-wrap position="float" id="T1">
<label>TABLE 1</label>
<caption><p>Selective list of studies describing beta&#x2019;s functional role in the sensorimotor system.</p></caption>
<table cellspacing="5" cellpadding="5" frame="hsides" rules="groups">
<thead>
<tr>
<td valign="top" align="left"></td>
<td valign="top" align="left"><bold>Authors</bold></td>
<td valign="top" align="left"><bold>Locus</bold></td>
<td valign="top" align="left"><bold>Function</bold></td>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">MRBD</td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B15">Engel and Fries, 2010</xref></td>
<td valign="top" align="left">Cortex/Basal Ganglia</td>
<td valign="top" align="left">Motor plan initiation</td>
</tr>
<tr>
<td/>
<td valign="top" align="left"><xref ref-type="bibr" rid="B34">Jana et al., 2020</xref></td>
<td valign="top" align="left">Cortex</td>
<td valign="top" align="left">Action stopping</td>
</tr>
<tr>
<td/>
<td valign="top" align="left"><xref ref-type="bibr" rid="B43">Leventhal et al., 2012</xref></td>
<td valign="top" align="left">Basal Ganglia</td>
<td valign="top" align="left">Gating</td>
</tr>
<tr>
<td/>
<td valign="top" align="left"><xref ref-type="bibr" rid="B44">Little and Brown, 2014</xref></td>
<td valign="top" align="left">Basal Ganglia</td>
<td valign="top" align="left">Motor impairments</td>
</tr>
<tr>
<td/>
<td valign="top" align="left"><xref ref-type="bibr" rid="B72">Shin et al., 2017</xref></td>
<td valign="top" align="left">Cortex</td>
<td valign="top" align="left">Attention, perception</td>
</tr>
<tr>
<td/>
<td valign="top" align="left"><xref ref-type="bibr" rid="B73">Stolk et al., 2019</xref></td>
<td valign="top" align="left">Cortex</td>
<td valign="top" align="left">Inhibition/excitation</td>
</tr>
<tr>
<td/>
<td valign="top" align="left"><xref ref-type="bibr" rid="B82">Torrecillos et al., 2018</xref></td>
<td valign="top" align="left">Basal Ganglia</td>
<td valign="top" align="left">Motor control</td>
</tr>
<tr>
<td valign="top" align="left">PMBR</td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B6">Baker, 2007</xref></td>
<td valign="top" align="left">Cortex/Basal Ganglia</td>
<td valign="top" align="left">Movement outcome</td>
</tr>
<tr>
<td/>
<td valign="top" align="left"><xref ref-type="bibr" rid="B13">Cassim et al., 2001</xref></td>
<td valign="top" align="left">Cortex</td>
<td valign="top" align="left">Somatosensory processing</td>
</tr>
<tr>
<td/>
<td valign="top" align="left"><xref ref-type="bibr" rid="B15">Engel and Fries, 2010</xref></td>
<td valign="top" align="left">Cortex/Basal Ganglia</td>
<td valign="top" align="left">Motor states protection</td>
</tr>
<tr>
<td/>
<td valign="top" align="left"><xref ref-type="bibr" rid="B20">Feingold et al., 2015</xref></td>
<td valign="top" align="left">Basal Ganglia</td>
<td valign="top" align="left">Task performance, reward</td>
</tr>
<tr>
<td/>
<td valign="top" align="left"><xref ref-type="bibr" rid="B22">Fry et al., 2016</xref></td>
<td valign="top" align="left">Cortex</td>
<td valign="top" align="left">Inhibition, motor control</td>
</tr>
<tr>
<td/>
<td valign="top" align="left"><xref ref-type="bibr" rid="B26">Haar and Faisal, 2020</xref></td>
<td valign="top" align="left">Cortex</td>
<td valign="top" align="left">Motor learning</td>
</tr>
<tr>
<td/>
<td valign="top" align="left"><xref ref-type="bibr" rid="B77">Tan et al., 2014</xref>, <xref ref-type="bibr" rid="B78">2016</xref></td>
<td valign="top" align="left">Cortex</td>
<td valign="top" align="left">Predictive coding</td>
</tr>
<tr>
<td/>
<td valign="top" align="left"><xref ref-type="bibr" rid="B81">Torrecillos et al., 2015</xref></td>
<td valign="top" align="left">Cortex</td>
<td valign="top" align="left">Error detection</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<attrib><italic>The studies are split based on whether they focus more on MRBD (<italic>upper half</italic>) or PMBR (<italic>bottom half</italic>). MRBD: movement related beta decrease; PMBR: post-movement beta rebound.</italic></attrib>
</table-wrap-foot>
</table-wrap>
<p>Post-movement beta rebound has also been interpreted more specifically as an indicator of movement outcome processing (<xref ref-type="bibr" rid="B6">Baker, 2007</xref>). Supporting evidence stems from findings showing PMBR is modulated by passive movements (<xref ref-type="bibr" rid="B13">Cassim et al., 2001</xref>; <xref ref-type="bibr" rid="B5">Alegre et al., 2002</xref>) and by kinematic errors (<xref ref-type="bibr" rid="B77">Tan et al., 2014</xref>). More recently, <xref ref-type="bibr" rid="B78">Tan et al. (2016)</xref> reported that the level of PMBR over the sensorimotor cortex serves as an index of confidence in the prediction of a motor outcome, also known as the forward model.</p>
<p>Together, these studies propose a role for sensorimotor beta oscillations encompassing multiple functions. We suggest several reasons why interpretations of beta&#x2019;s role are so varied.</p>
<p>First, beta involves several types of oscillations in distinct frequency bands (<xref ref-type="bibr" rid="B41">Kopell et al., 2011</xref>). PD studies show that oscillatory activity through the cortico-basal ganglia network is segregated into low (14&#x2013;20 Hz) and high beta frequencies (&#x003E;24 Hz) both in humans (<xref ref-type="bibr" rid="B48">L&#x00F3;pez-Azc&#x00E1;rate et al., 2010</xref>; <xref ref-type="bibr" rid="B47">Litvak et al., 2011</xref>) and rats (<xref ref-type="bibr" rid="B85">West et al., 2018</xref>). Furthermore, dopamine levels affect low and high beta rhythms differently (<xref ref-type="bibr" rid="B9">Brown et al., 2001</xref>; <xref ref-type="bibr" rid="B62">Priori et al., 2004</xref>; <xref ref-type="bibr" rid="B50">Marceglia et al., 2006</xref>). One theory proposes that low-beta has an &#x201C;anti-kinetic&#x201D; role (<xref ref-type="bibr" rid="B7">Brown, 2003</xref>; <xref ref-type="bibr" rid="B14">Chandrasekaran et al., 2019</xref>), while high-beta reflects attention and sensory cue anticipation (<xref ref-type="bibr" rid="B68">Saleh et al., 2010</xref>; <xref ref-type="bibr" rid="B39">Kilavik et al., 2014</xref>; <xref ref-type="bibr" rid="B14">Chandrasekaran et al., 2019</xref>).</p>
<p>Secondly, some studies have observed that MRBD and PMBR have a different spatial distribution (with MRBD localizing to postcentral gyrus and PMBR to precentral gyrus) and could represent independent events (<xref ref-type="fig" rid="F1">Figure 1B</xref>; <xref ref-type="bibr" rid="B38">Jurkiewicz et al., 2006</xref>; <xref ref-type="bibr" rid="B53">Miller et al., 2007</xref>; <xref ref-type="bibr" rid="B4">Alegre et al., 2008</xref>; <xref ref-type="bibr" rid="B23">Gaetz et al., 2011</xref>; <xref ref-type="bibr" rid="B58">Muthukumaraswamy et al., 2013</xref>).</p>
<p>Finally, recent studies suggest that beta shows a burst-like activity, rather than being sustained over time. Therefore, theories of its functional role should integrate this transient nature and the potential implications for behavior (see section &#x201C;Beta Oscillations as a Transient Rhythm&#x201D;).</p>
</sec>
<sec id="S3">
<title>Natural Variation of Beta Oscillations</title>
<sec id="S3.SS1">
<title>Motor Learning</title>
<p>A group of recent studies (<xref ref-type="bibr" rid="B77">Tan et al., 2014</xref>, <xref ref-type="bibr" rid="B78">2016</xref>; <xref ref-type="bibr" rid="B81">Torrecillos et al., 2015</xref>; <xref ref-type="bibr" rid="B2">Alayrangues et al., 2019</xref>; <xref ref-type="bibr" rid="B26">Haar and Faisal, 2020</xref>) strengthen the link between beta oscillations and sensorimotor processes by testing for the role of beta in the context of motor learning. Motor learning can be defined as an improvement of motor skills through practice which is paralleled by long-lasting changes at the level of neural circuitry (<xref ref-type="bibr" rid="B69">Sanes and Donoghue, 2000</xref>; <xref ref-type="bibr" rid="B57">Muellbacher et al., 2002</xref>; <xref ref-type="bibr" rid="B29">Halsband and Lange, 2006</xref>). Motor learning paradigms involve goal-directed actions toward a target (reaching, pointing), while motor performance and/or sensory feedback (force fields, prisms) are experimentally manipulated [for review, see <xref ref-type="bibr" rid="B70">Shadmehr et al. (2010)</xref>].</p>
<p>In a visuomotor rotation task, <xref ref-type="bibr" rid="B77">Tan et al. (2014</xref>, <xref ref-type="bibr" rid="B78">2016)</xref> found that larger PMBR amplitude indicates more confidence in the forward model and the maintenance of more stable motor output, while smaller PMBR indicates the need for adaptive changes driven by sensory feedback. Recently, <xref ref-type="bibr" rid="B26">Haar and Faisal (2020)</xref> explored PMBR dynamics during a real-world billiards task. Across the experiment, PMBR amplitude exhibited opposite modulations, with some participants showing a reduction with learning while others showed an increase. The authors speculated that participants may opt for distinct learning strategies to complete the task during real-world paradigms. Therefore, opposing PMBR dynamics could be interpreted as neural signatures of separate underlying learning mechanisms.</p>
<p>The link between PMBR and motor learning was also explored by <xref ref-type="bibr" rid="B81">Torrecillos et al. (2015)</xref>. In a pointing task, the authors contrasted two types of reach errors: movement-execution errors that triggered adaptive mechanisms and errors that elicited no sensorimotor adaptation. PMBR amplitude was reduced after experiencing both kinds of errors, leading the authors to suggest a non-specific role for PMBR in error/mismatch detection. In a subsequent study, <xref ref-type="bibr" rid="B2">Alayrangues et al. (2019)</xref> contrasted bimanual reaching tasks with comparable motor kinematics but different action goals. Although each task required distinct sensorimotor remapping following a mechanical perturbation, PMBR modulation was comparable across tasks. This finding supports the notion that PMBR is related to salient error-detection mechanisms which act without triggering adaptive behavioral adjustments.</p>
<p>While beta&#x2019;s role in motor learning is still unresolved, new evidence suggest a complex relation of PMBR with outcome processing. Future studies need to clarify if the observed PMBR modulations during learning could be linked with changes in the upcoming motor output (in agreement with the &#x201C;status-quo&#x201D; hypothesis) or may reflect high-level sensory integration processes.</p>
</sec>
<sec id="S3.SS2">
<title>Aging</title>
<p>Motor performance is generally found to decline with age alongside concurrent changes in beta. Resting beta power has been shown to increase in older adults (<xref ref-type="bibr" rid="B67">Rossiter et al., 2014b</xref>; <xref ref-type="bibr" rid="B30">Heinrichs-Graham and Wilson, 2016</xref>; <xref ref-type="bibr" rid="B17">Espenhahn et al., 2019</xref>) as well as in youth (9&#x2013;14 years) compared to adults (<xref ref-type="bibr" rid="B30">Heinrichs-Graham and Wilson, 2016</xref>). An enhanced MRBD has been seen with increasing age both in older adults compared to younger adults (<xref ref-type="bibr" rid="B30">Heinrichs-Graham and Wilson, 2016</xref>; <xref ref-type="bibr" rid="B63">Provencher et al., 2016</xref>; <xref ref-type="bibr" rid="B17">Espenhahn et al., 2019</xref>) and in children compared to adults (<xref ref-type="bibr" rid="B24">Gaetz et al., 2010</xref>). MRBD was also found to reduce after motor learning (<xref ref-type="bibr" rid="B25">Gehringer et al., 2019</xref>). These studies suggest that concurrent increase in resting beta oscillations and MRBD may make the release of inhibition to initiate movement more difficult with aging.</p>
<p>From youth to adulthood, an increase in PMBR has been demonstrated (<xref ref-type="bibr" rid="B24">Gaetz et al., 2010</xref>) potentially linking to adults improved accuracy and ability to predict motor outcomes as found in <xref ref-type="bibr" rid="B78">Tan et al. (2016)</xref>. There seems to be a link between changes in beta rebound and how people learn with age. Both <xref ref-type="bibr" rid="B51">Mary et al. (2015)</xref> and <xref ref-type="bibr" rid="B56">Moisello et al. (2015)</xref> found an enhanced PMBR due to learning in the contralateral sensorimotor cortex in younger adults which was not altered in older adults (<xref ref-type="bibr" rid="B51">Mary et al., 2015</xref>) or in PD patients (<xref ref-type="bibr" rid="B56">Moisello et al., 2015</xref>). Both authors suggest this may reflect plasticity in the younger adults allowing them to manipulate their beta levels during learning which was not observed in the older subjects or patients. Not only are resting beta oscillations stronger in older adults but it is harder for their PMBR to be altered in response to motor learning.</p>
</sec>
<sec id="S3.SS3">
<title>Parkinson&#x2019;s Disease and Stroke</title>
<p>Changes in sensorimotor beta oscillations have been observed in pathology such as PD and following stroke. <xref ref-type="bibr" rid="B8">Brown (2006)</xref> hypothesized that strong beta oscillations recorded from basal ganglia structures in PD patients may be antikinetic. <xref ref-type="bibr" rid="B44">Little and Brown (2014)</xref> did indeed find a strong correlation between beta and bradykinesia in PD patients. Contrastingly, a study by <xref ref-type="bibr" rid="B31">Heinrichs-Graham et al. (2014)</xref> demonstrated a reduced amplitude of beta oscillations in primary motor cortex of PD patients. They suggest this could be due to inhibitory drive originating from basal ganglia areas <italic>via</italic> the thalamus. When modulating dopamine levels in PD patients using levodopa, a suppression of beta power was seen in the subthalamic nucleus (<xref ref-type="bibr" rid="B46">Little et al., 2013</xref>) whereas an increase in beta power was seen in the motor cortex (<xref ref-type="bibr" rid="B11">Cao et al., 2020</xref>). These results fit with the theory that stronger beta amplitude, in this case in the basal ganglia, maintains the &#x201C;status-quo&#x201D; at the expense of voluntary movement although it highlights important differences between cortical and subcortical areas of the network.</p>
<p>Another neurotransmitter, GABA, is altered following stroke which affects levels of plasticity in the brain (<xref ref-type="bibr" rid="B12">Carmichael, 2012</xref>). Investigating beta following stroke can potentially give insight into these dynamics. <xref ref-type="bibr" rid="B79">Thibaut et al. (2017)</xref> found that higher resting beta power in the affected hemisphere of stroke patients was associated with poorer motor function whereas the reverse relationship was found in the unaffected hemisphere. <xref ref-type="bibr" rid="B66">Rossiter et al. (2014a)</xref> found a markedly diminished MRBD in stroke patients with motor impairment compared to healthy controls, and within the patient group, there was a correlation between MRBD and impairment, with reduced MRBD indicating greater level of motor impairment. Not only that but in <xref ref-type="bibr" rid="B16">Espenhahn et al. (2020)</xref>, stroke patients&#x2019; beta parameters were found to be modulated less following motor training than healthy controls. It is possible that stroke makes it more difficult for patients to modulate and suppress their beta oscillations in order to perform movements.</p>
</sec>
</sec>
<sec id="S4">
<title>Experimental Manipulation of Beta Oscillations</title>
<sec id="S4.SS1">
<title>Pharmacological Manipulation</title>
<p>In order to assess the function of beta, it is possible to manipulate it experimentally. One such way of achieving this is through drugs. Changes to both resting state and motor task related activity in the beta band have been seen in response to drugs. At rest, giving benzodiazepines that increase the effect of GABA, such as lorazepam/diazepam, demonstrates a large increase in beta amplitude (<xref ref-type="bibr" rid="B21">Fingelkurts et al., 2004</xref>; <xref ref-type="bibr" rid="B35">Jensen et al., 2005</xref>; <xref ref-type="bibr" rid="B27">Hall et al., 2010</xref>). Studies assessing the effect of GABAergic drugs during simple finger movements demonstrated an increased resting beta power and an enhanced MRBD. PMBR was reduced by tiagabine (a non-specific GABA reuptake inhibitor) (<xref ref-type="bibr" rid="B58">Muthukumaraswamy et al., 2013</xref>) but was left unaltered by diazepam which is specific to GABA-A receptors (<xref ref-type="bibr" rid="B28">Hall et al., 2011</xref>) suggesting a potentially different mechanism behind MRBD and PMBR. <xref ref-type="bibr" rid="B23">Gaetz et al. (2011)</xref> demonstrated the link between GABA and beta oscillations using magnetic resonance spectroscopy and showed a positive correlation between levels of GABA in M1 and PMBR amplitude across individuals. These studies strongly suggest that the amplitude of beta oscillations is linked to levels of GABAergic inhibition in the brain.</p>
</sec>
<sec id="S4.SS2">
<title>Brain Stimulation</title>
<p>Brain stimulation is another method of manipulating beta in order to understand its underlying mechanisms in greater detail. In order to determine a causal role for beta oscillations, some studies have used transcranial alternating current stimulation (tACS) which stimulates superficial areas of cortex at specific frequencies in order to entrain neuronal firing. <xref ref-type="bibr" rid="B61">Pogosyan et al. (2009)</xref> were the first to show that beta frequency tACS over sensorimotor cortex slowed movement. This finding was backed up by <xref ref-type="bibr" rid="B37">Joundi et al. (2012)</xref> and <xref ref-type="bibr" rid="B83">Wach et al. (2013)</xref>, with the latter showing that not only did beta tACS reduce the rate of force development, but gamma frequency tACS also increased it. Brain stimulation techniques offer a unique way of manipulating oscillations in the cortex in order to explore causal links with movement, however, positive findings are often hard to replicate (<xref ref-type="bibr" rid="B32">H&#x00E9;roux et al., 2017</xref>). Deep brain stimulation is a therapy in which areas of the basal ganglia are stimulated at high frequency. It can alleviate motor symptoms of disorders such as PD whilst simultaneously suppressing alpha and beta band activity across widespread areas including sensorimotor cortex and basal ganglia (<xref ref-type="bibr" rid="B19">Eusebio et al., 2011</xref>, <xref ref-type="bibr" rid="B18">2012</xref>; <xref ref-type="bibr" rid="B80">Tinkhauser et al., 2017</xref>; <xref ref-type="bibr" rid="B1">Abbasi et al., 2018</xref>; <xref ref-type="bibr" rid="B49">Luoma et al., 2018</xref>). These studies point to a potential causal role of beta suppression in order to initiate movement.</p>
</sec>
</sec>
<sec id="S5">
<title>Beta Oscillations as a Transient Rhythm</title>
<p>In previous reports, beta oscillations were typically considered as a repeated cycle of oscillatory activity sustained over time. A growing number of studies, however, are reconsidering beta oscillations as brief bursts of temporally localized activity (<xref ref-type="bibr" rid="B20">Feingold et al., 2015</xref>; <xref ref-type="bibr" rid="B71">Sherman et al., 2016</xref>; <xref ref-type="bibr" rid="B72">Shin et al., 2017</xref>; <xref ref-type="bibr" rid="B80">Tinkhauser et al., 2017</xref>; <xref ref-type="bibr" rid="B82">Torrecillos et al., 2018</xref>; <xref ref-type="bibr" rid="B45">Little et al., 2019</xref>). The idea of oscillations sustained across time stems from the standard analysis procedure of averaging oscillatory activity across many repeated trials (<xref ref-type="bibr" rid="B36">Jones, 2016</xref>). <xref ref-type="bibr" rid="B71">Sherman et al. (2016)</xref> analyzed source-localized human MEG data looking at spontaneous activity during rest in primary somatosensory cortex. In single trials, beta emerged transiently as a sudden increase in power typically lasting &#x003C; 150 ms, but when the same data was averaged over many trials, continuous oscillations appeared in the time-frequency spectrogram. <xref ref-type="bibr" rid="B20">Feingold et al. (2015)</xref> showed how beta-band events in LFPs occurred predominantly in brief bursts both in the motor-premotor cortex and in the striatum of monkeys performing self-timed movement tasks. Single trial analysis revealed that variations in averaged oscillatory power were expressed by variations in burst density of beta events. Thus, the authors suggest, beta synchronization and desynchronization reflect the probability of occurrence of a brief bursting event, rather than representing modulation of the strength of a sustained oscillation. Finally, <xref ref-type="bibr" rid="B72">Shin et al. (2017)</xref> showed that the rate of transient pre-stimulus beta events in the primary somatosensory cortex was the most consistent predictor of stimulus detection in humans and mice, while also being strongly correlated with average beta power. Taken together, cumulative evidence across brain areas, recording modalities and species support the notion of beta as a transient event. Trial averaged beta may conceal the functional importance of the underlying bursting activity, offering a less detailed interpretation of beta&#x2019;s role in the sensorimotor system. Whilst the averaged amplitude of beta power does seem to correlate with rate of beta events, implying that this new analysis may not contradict what has gone before, it will allow for more detailed exploration which may in turn help to consolidate the details of beta&#x2019;s role in sensorimotor integration.</p>
</sec>
<sec id="S6">
<title>Conclusion</title>
<p>Many of the studies in this review link to the idea that beta oscillations at rest ensure stability and the &#x201C;status quo&#x201D; of the motor system. Differently, studies focusing on PMBR highlight a much more nuanced relationship with movement, potentially encoding features of motor learning and error-salience. Although beta&#x2019;s role is still not fully elucidated, it is unlikely to reflect pure sensory or motor processes. Instead, beta has become more broadly implicated in endogenous top-down processing and sensorimotor integration.</p>
<p>Future studies should work toward establishing a causal role of beta in the sensorimotor system. We described two distinct methods, pharmacology and brain stimulation, that can be effectively used to manipulate beta and infer causality. Furthermore, studies with patient groups with selective beta impairments, such as PD and stroke, can provide invaluable evidence of the physiological relevance of beta in motor control and motor learning. What should also be at the forefront in our minds is the richness of detail that may be gleaned with single trial analysis of beta events, which could return additional features to characterize and understand beta&#x2019;s role in the sensorimotor system.</p>
</sec>
<sec id="S7">
<title>Author Contributions</title>
<p>Both authors contributed to the conception and design of the review, to the interpretation of the relevant literature, and to the writing and editing of the manuscript.</p>
</sec>
<sec sec-type="COI-statement" id="conf1">
<title>Conflict of Interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
</body>
<back>
<fn-group>
<fn fn-type="financial-disclosure">
<p><bold>Funding.</bold> This work was funded by Cardiff University, School of Psychology (account no. AJ17106318). HR is supported by a Strategic Award from the Wellcome Trust (104943/Z/14/Z).</p>
</fn>
</fn-group>
<ref-list>
<title>References</title>
<ref id="B1"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Abbasi</surname> <given-names>O.</given-names></name> <name><surname>Hirschmann</surname> <given-names>J.</given-names></name> <name><surname>Storzer</surname> <given-names>L.</given-names></name> <name><surname>&#x00D6;zkurt</surname> <given-names>T. E.</given-names></name> <name><surname>Elben</surname> <given-names>S.</given-names></name> <name><surname>Vesper</surname> <given-names>J.</given-names></name><etal/></person-group> (<year>2018</year>). <article-title>Unilateral deep brain stimulation suppresses alpha and beta oscillations in sensorimotor cortices.</article-title> <source><italic>NeuroImage</italic></source> <volume>174</volume> <fpage>201</fpage>&#x2013;<lpage>207</lpage>. <pub-id pub-id-type="doi">10.1016/j.neuroimage.2018.03.026</pub-id> <pub-id pub-id-type="pmid">29551459</pub-id></citation></ref>
<ref id="B2"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Alayrangues</surname> <given-names>J.</given-names></name> <name><surname>Torrecillos</surname> <given-names>F.</given-names></name> <name><surname>Jahani</surname> <given-names>A.</given-names></name> <name><surname>Malfait</surname> <given-names>N.</given-names></name></person-group> (<year>2019</year>). <article-title>Error-related modulations of the sensorimotor post-movement and foreperiod beta-band activities arise from distinct neural substrates and do not reflect efferent signal processing.</article-title> <source><italic>NeuroImage</italic></source> <volume>184</volume> <fpage>10</fpage>&#x2013;<lpage>24</lpage>. <pub-id pub-id-type="doi">10.1016/j.neuroimage.2018.09.013</pub-id> <pub-id pub-id-type="pmid">30201465</pub-id></citation></ref>
<ref id="B3"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Alegre</surname> <given-names>M.</given-names></name> <name><surname>Alonso&#x2212;Frech</surname> <given-names>F.</given-names></name> <name><surname>Rodr&#x00ED;guez&#x2212;Oroz</surname> <given-names>M. C.</given-names></name> <name><surname>Guridi</surname> <given-names>J.</given-names></name> <name><surname>Zamarbide</surname> <given-names>I.</given-names></name> <name><surname>Valencia</surname> <given-names>M.</given-names></name><etal/></person-group> (<year>2005</year>). <article-title>Movement-related changes in oscillatory activity in the human subthalamic nucleus: ipsilateral vs. contralateral movements.</article-title> <source><italic>Eur. J. Neurosci.</italic></source> <volume>22</volume> <fpage>2315</fpage>&#x2013;<lpage>2324</lpage>. <pub-id pub-id-type="doi">10.1111/j.1460-9568.2005.04409.x</pub-id> <pub-id pub-id-type="pmid">16262669</pub-id></citation></ref>
<ref id="B4"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Alegre</surname> <given-names>M.</given-names></name> <name><surname>Alvarez-Gerriko</surname> <given-names>I.</given-names></name> <name><surname>Valencia</surname> <given-names>M.</given-names></name> <name><surname>Iriarte</surname> <given-names>J.</given-names></name> <name><surname>Artieda</surname> <given-names>J.</given-names></name></person-group> (<year>2008</year>). <article-title>Oscillatory changes related to the forced termination of a movement.</article-title> <source><italic>Clin. Neurophysiol.</italic></source> <volume>119</volume> <fpage>290</fpage>&#x2013;<lpage>300</lpage>. <pub-id pub-id-type="doi">10.1016/j.clinph.2007.10.017</pub-id> <pub-id pub-id-type="pmid">18083620</pub-id></citation></ref>
<ref id="B5"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Alegre</surname> <given-names>M.</given-names></name> <name><surname>Labarga</surname> <given-names>A.</given-names></name> <name><surname>Gurtubay</surname> <given-names>I. G.</given-names></name> <name><surname>Iriarte</surname> <given-names>J.</given-names></name> <name><surname>Malanda</surname> <given-names>A.</given-names></name> <name><surname>Artieda</surname> <given-names>J.</given-names></name></person-group> (<year>2002</year>). <article-title>Beta electroencephalograph changes during passive movements: sensory afferences contribute to beta event-related desynchronization in humans.</article-title> <source><italic>Neurosci. Lett.</italic></source> <volume>331</volume> <fpage>29</fpage>&#x2013;<lpage>32</lpage>. <pub-id pub-id-type="doi">10.1016/S0304-3940(02)00825-X</pub-id></citation></ref>
<ref id="B6"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Baker</surname> <given-names>S. N.</given-names></name></person-group> (<year>2007</year>). <article-title>Oscillatory interactions between sensorimotor cortex and the periphery.</article-title> <source><italic>Curr. Opin. Neurobiol.</italic></source> <volume>17</volume> <fpage>649</fpage>&#x2013;<lpage>655</lpage>. <pub-id pub-id-type="doi">10.1016/j.conb.2008.01.007</pub-id> <pub-id pub-id-type="pmid">18339546</pub-id></citation></ref>
<ref id="B7"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Brown</surname> <given-names>P.</given-names></name></person-group> (<year>2003</year>). <article-title>Oscillatory nature of human basal ganglia activity: relationship to the pathophysiology of Parkinson&#x2019;s disease.</article-title> <source><italic>Mov. Disord. Off. J. Mov. Disord. Soc.</italic></source> <volume>18</volume> <fpage>357</fpage>&#x2013;<lpage>363</lpage>. <pub-id pub-id-type="doi">10.1002/mds.10358</pub-id> <pub-id pub-id-type="pmid">12671940</pub-id></citation></ref>
<ref id="B8"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Brown</surname> <given-names>P.</given-names></name></person-group> (<year>2006</year>). &#x201C;<article-title>Bad oscillations in Parkinson&#x2019;s disease</article-title>,&#x201D; in <source><italic>Parkinson&#x2019;s Disease and Related Disorders</italic></source>, <role>eds</role> <person-group person-group-type="editor"><name><surname>Riederer</surname> <given-names>P.</given-names></name> <name><surname>Reichmann</surname> <given-names>H.</given-names></name> <name><surname>Youdim</surname> <given-names>M. B. H.</given-names></name> <name><surname>Gerlach</surname> <given-names>M.</given-names></name></person-group> (<publisher-loc>Vienna</publisher-loc>: <publisher-name>Springer</publisher-name>), <fpage>27</fpage>&#x2013;<lpage>30</lpage>. <pub-id pub-id-type="doi">10.1007/978-3-211-45295-0_6</pub-id></citation></ref>
<ref id="B9"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Brown</surname> <given-names>P.</given-names></name> <name><surname>Oliviero</surname> <given-names>A.</given-names></name> <name><surname>Mazzone</surname> <given-names>P.</given-names></name> <name><surname>Insola</surname> <given-names>A.</given-names></name> <name><surname>Tonali</surname> <given-names>P.</given-names></name> <name><surname>Di Lazzaro</surname> <given-names>V.</given-names></name></person-group> (<year>2001</year>). <article-title>Dopamine dependency of oscillations between subthalamic nucleus and pallidum in Parkinson&#x2019;s disease.</article-title> <source><italic>J. Neurosci. Off. J. Soc. Neurosci.</italic></source> <volume>21</volume> <fpage>1033</fpage>&#x2013;<lpage>1038</lpage>.</citation></ref>
<ref id="B10"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Buzs&#x00E1;ki</surname> <given-names>G.</given-names></name></person-group> (<year>2006</year>). <source><italic>Rhythms of the brain.</italic></source> <publisher-loc>New York, NY</publisher-loc>: <publisher-name>Oxford University Press</publisher-name>, <pub-id pub-id-type="doi">10.1093/acprof:oso/9780195301069.001.0001</pub-id> <pub-id pub-id-type="pmid">33782627</pub-id></citation></ref>
<ref id="B11"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Cao</surname> <given-names>C.</given-names></name> <name><surname>Li</surname> <given-names>D.</given-names></name> <name><surname>Zhan</surname> <given-names>S.</given-names></name> <name><surname>Zhang</surname> <given-names>C.</given-names></name> <name><surname>Sun</surname> <given-names>B.</given-names></name> <name><surname>Litvak</surname> <given-names>V.</given-names></name></person-group> (<year>2020</year>). <article-title>L-dopa treatment increases oscillatory power in the motor cortex of Parkinson&#x2019;s disease patients.</article-title> <source><italic>NeuroImage Clin.</italic></source> <volume>26</volume>:<fpage>102255</fpage>. <pub-id pub-id-type="doi">10.1016/j.nicl.2020.102255</pub-id> <pub-id pub-id-type="pmid">32361482</pub-id></citation></ref>
<ref id="B12"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Carmichael</surname> <given-names>S. T.</given-names></name></person-group> (<year>2012</year>). <article-title>Brain Excitability in Stroke: The Yin and Yang of Stroke Progression.</article-title> <source><italic>Arch. Neurol.</italic></source> <volume>69</volume> <fpage>161</fpage>&#x2013;<lpage>167</lpage>. <pub-id pub-id-type="doi">10.1001/archneurol.2011.1175</pub-id> <pub-id pub-id-type="pmid">21987395</pub-id></citation></ref>
<ref id="B13"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Cassim</surname> <given-names>F.</given-names></name> <name><surname>Monaca</surname> <given-names>C.</given-names></name> <name><surname>Szurhaj</surname> <given-names>W.</given-names></name> <name><surname>Bourriez</surname> <given-names>J.-L.</given-names></name> <name><surname>Defebvre</surname> <given-names>L.</given-names></name> <name><surname>Derambure</surname> <given-names>P.</given-names></name><etal/></person-group> (<year>2001</year>). <article-title>Does post-movement beta synchronization reflect an idling motor cortex?</article-title> <source><italic>NeuroReport</italic></source> <volume>12</volume> <fpage>3859</fpage>&#x2013;<lpage>3863</lpage>.</citation></ref>
<ref id="B14"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Chandrasekaran</surname> <given-names>C.</given-names></name> <name><surname>Bray</surname> <given-names>I. E.</given-names></name> <name><surname>Shenoy</surname> <given-names>K. V.</given-names></name></person-group> (<year>2019</year>). <article-title>Frequency Shifts and Depth Dependence of Premotor Beta Band Activity during Perceptual Decision-Making.</article-title> <source><italic>J. Neurosci. Off. J. Soc. Neurosci.</italic></source> <volume>39</volume> <fpage>1420</fpage>&#x2013;<lpage>1435</lpage>. <pub-id pub-id-type="doi">10.1523/JNEUROSCI.1066-18.2018</pub-id> <pub-id pub-id-type="pmid">30606756</pub-id></citation></ref>
<ref id="B15"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Engel</surname> <given-names>A. K.</given-names></name> <name><surname>Fries</surname> <given-names>P.</given-names></name></person-group> (<year>2010</year>). <article-title>Beta-band oscillations&#x2014;signalling the status quo?</article-title> <source><italic>Curr. Opin. Neurobiol.</italic></source> <volume>20</volume> <fpage>156</fpage>&#x2013;<lpage>165</lpage>. <pub-id pub-id-type="doi">10.1016/j.conb.2010.02.015</pub-id> <pub-id pub-id-type="pmid">20359884</pub-id></citation></ref>
<ref id="B16"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Espenhahn</surname> <given-names>S.</given-names></name> <name><surname>Rossiter</surname> <given-names>H. E.</given-names></name> <name><surname>van Wijk</surname> <given-names>B. C. M.</given-names></name> <name><surname>Redman</surname> <given-names>N.</given-names></name> <name><surname>Rondina</surname> <given-names>J. M.</given-names></name> <name><surname>Diedrichsen</surname> <given-names>J.</given-names></name><etal/></person-group> (<year>2020</year>). <article-title>Sensorimotor cortex beta oscillations reflect motor skill learning ability after stroke.</article-title> <source><italic>Brain Commun.</italic></source> <volume>2</volume>:<fpage>fcaa161</fpage>. <pub-id pub-id-type="doi">10.1093/braincomms/fcaa161</pub-id> <pub-id pub-id-type="pmid">33215085</pub-id></citation></ref>
<ref id="B17"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Espenhahn</surname> <given-names>S.</given-names></name> <name><surname>van Wijk</surname> <given-names>B. C. M.</given-names></name> <name><surname>Rossiter</surname> <given-names>H. E.</given-names></name> <name><surname>de Berker</surname> <given-names>A. O.</given-names></name> <name><surname>Redman</surname> <given-names>N. D.</given-names></name> <name><surname>Rondina</surname> <given-names>J.</given-names></name><etal/></person-group> (<year>2019</year>). <article-title>Cortical beta oscillations are associated with motor performance following visuomotor learning.</article-title> <source><italic>NeuroImage</italic></source> <volume>195</volume> <fpage>340</fpage>&#x2013;<lpage>353</lpage>. <pub-id pub-id-type="doi">10.1016/j.neuroimage.2019.03.079</pub-id> <pub-id pub-id-type="pmid">30954709</pub-id></citation></ref>
<ref id="B18"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Eusebio</surname> <given-names>A.</given-names></name> <name><surname>Cagnan</surname> <given-names>H.</given-names></name> <name><surname>Brown</surname> <given-names>P.</given-names></name></person-group> (<year>2012</year>). <article-title>Does suppression of oscillatory synchronisation mediate some of the therapeutic effects of DBS in patients with Parkinson&#x2019;s disease?</article-title> <source><italic>Front. Integr. Neurosci.</italic></source> <volume>6</volume>:<fpage>47</fpage>. <pub-id pub-id-type="doi">10.3389/fnint.2012.00047</pub-id> <pub-id pub-id-type="pmid">22787444</pub-id></citation></ref>
<ref id="B19"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Eusebio</surname> <given-names>A.</given-names></name> <name><surname>Thevathasan</surname> <given-names>W.</given-names></name> <name><surname>Gaynor</surname> <given-names>L. D.</given-names></name> <name><surname>Pogosyan</surname> <given-names>A.</given-names></name> <name><surname>Bye</surname> <given-names>E.</given-names></name> <name><surname>Foltynie</surname> <given-names>T.</given-names></name><etal/></person-group> (<year>2011</year>). <article-title>Deep brain stimulation can suppress pathological synchronisation in parkinsonian patients.</article-title> <source><italic>J. Neurol. Neurosurg. Psychiatry</italic></source> <volume>82</volume> <fpage>569</fpage>&#x2013;<lpage>573</lpage>. <pub-id pub-id-type="doi">10.1136/jnnp.2010.217489</pub-id> <pub-id pub-id-type="pmid">20935326</pub-id></citation></ref>
<ref id="B20"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Feingold</surname> <given-names>J.</given-names></name> <name><surname>Gibson</surname> <given-names>D. J.</given-names></name> <name><surname>DePasquale</surname> <given-names>B.</given-names></name> <name><surname>Graybiel</surname> <given-names>A. M.</given-names></name></person-group> (<year>2015</year>). <article-title>Bursts of beta oscillation differentiate postperformance activity in the striatum and motor cortex of monkeys performing movement tasks.</article-title> <source><italic>Proc. Natl. Acad. Sci.</italic></source> <volume>112</volume> <fpage>13687</fpage>&#x2013;<lpage>13692</lpage>. <pub-id pub-id-type="doi">10.1073/pnas.1517629112</pub-id> <pub-id pub-id-type="pmid">26460033</pub-id></citation></ref>
<ref id="B21"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Fingelkurts</surname> <given-names>A. A.</given-names></name> <name><surname>Fingelkurts</surname> <given-names>A. A.</given-names></name> <name><surname>Kivisaari</surname> <given-names>R.</given-names></name> <name><surname>Pekkonen</surname> <given-names>E.</given-names></name> <name><surname>Ilmoniemi</surname> <given-names>R. J.</given-names></name> <name><surname>K&#x00E4;hk&#x00F6;nen</surname> <given-names>S.</given-names></name></person-group> (<year>2004</year>). <article-title>The interplay of lorazepam-induced brain oscillations: microstructural electromagnetic study.</article-title> <source><italic>Clin. Neurophysiol.</italic></source> <volume>115</volume> <fpage>674</fpage>&#x2013;<lpage>690</lpage>. <pub-id pub-id-type="doi">10.1016/j.clinph.2003.10.025</pub-id> <pub-id pub-id-type="pmid">15036064</pub-id></citation></ref>
<ref id="B22"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Fry</surname> <given-names>A.</given-names></name> <name><surname>Mullinger</surname> <given-names>K. J.</given-names></name> <name><surname>O&#x2019;Neill</surname> <given-names>G. C.</given-names></name> <name><surname>Barratt</surname> <given-names>E. L.</given-names></name> <name><surname>Morris</surname> <given-names>P. G.</given-names></name> <name><surname>Bauer</surname> <given-names>M.</given-names></name><etal/></person-group> (<year>2016</year>). <article-title>Modulation of post-movement beta rebound by contraction force and rate of force development.</article-title> <source><italic>Hum. Brain Mapp.</italic></source> <volume>37</volume> <fpage>2493</fpage>&#x2013;<lpage>2511</lpage>. <pub-id pub-id-type="doi">10.1002/hbm.23189</pub-id> <pub-id pub-id-type="pmid">27061243</pub-id></citation></ref>
<ref id="B23"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Gaetz</surname> <given-names>W.</given-names></name> <name><surname>Edgar</surname> <given-names>J. C.</given-names></name> <name><surname>Wang</surname> <given-names>D. J.</given-names></name> <name><surname>Roberts</surname> <given-names>T. P. L.</given-names></name></person-group> (<year>2011</year>). <article-title>Relating MEG measured motor cortical oscillations to resting &#x03B3;-Aminobutyric acid (GABA) concentration.</article-title> <source><italic>NeuroImage</italic></source> <volume>55</volume> <fpage>616</fpage>&#x2013;<lpage>621</lpage>. <pub-id pub-id-type="doi">10.1016/j.neuroimage.2010.12.077</pub-id> <pub-id pub-id-type="pmid">21215806</pub-id></citation></ref>
<ref id="B24"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Gaetz</surname> <given-names>W.</given-names></name> <name><surname>MacDonald</surname> <given-names>M.</given-names></name> <name><surname>Cheyne</surname> <given-names>D.</given-names></name> <name><surname>Snead</surname> <given-names>O. C.</given-names></name></person-group> (<year>2010</year>). <article-title>Neuromagnetic imaging of movement-related cortical oscillations in children and adults: Age predicts post-movement beta rebound.</article-title> <source><italic>NeuroImage</italic></source> <volume>51</volume> <fpage>792</fpage>&#x2013;<lpage>807</lpage>. <pub-id pub-id-type="doi">10.1016/j.neuroimage.2010.01.077</pub-id> <pub-id pub-id-type="pmid">20116434</pub-id></citation></ref>
<ref id="B25"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Gehringer</surname> <given-names>J. E.</given-names></name> <name><surname>Arpin</surname> <given-names>D. J.</given-names></name> <name><surname>VerMaas</surname> <given-names>J. R.</given-names></name> <name><surname>Trevarrow</surname> <given-names>M. P.</given-names></name> <name><surname>Wilson</surname> <given-names>T. W.</given-names></name> <name><surname>Kurz</surname> <given-names>M. J.</given-names></name></person-group> (<year>2019</year>). <article-title>The Strength of the Movement-related Somatosensory Cortical Oscillations Differ between Adolescents and Adults.</article-title> <source><italic>Sci. Rep.</italic></source> <volume>9</volume>:<fpage>18520</fpage>. <pub-id pub-id-type="doi">10.1038/s41598-019-55004-1</pub-id> <pub-id pub-id-type="pmid">31811232</pub-id></citation></ref>
<ref id="B26"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Haar</surname> <given-names>S.</given-names></name> <name><surname>Faisal</surname> <given-names>A. A.</given-names></name></person-group> (<year>2020</year>). <article-title>Brain Activity Reveals Multiple Motor-Learning Mechanisms in a Real-World Task.</article-title> <source><italic>Front. Hum. Neurosci.</italic></source> <volume>14</volume>:<fpage>354</fpage>. <pub-id pub-id-type="doi">10.3389/fnhum.2020.00354</pub-id> <pub-id pub-id-type="pmid">32982707</pub-id></citation></ref>
<ref id="B27"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Hall</surname> <given-names>S. D.</given-names></name> <name><surname>Barnes</surname> <given-names>G. R.</given-names></name> <name><surname>Furlong</surname> <given-names>P. L.</given-names></name> <name><surname>Seri</surname> <given-names>S.</given-names></name> <name><surname>Hillebrand</surname> <given-names>A.</given-names></name></person-group> (<year>2010</year>). <article-title>Neuronal network pharmacodynamics of GABAergic modulation in the human cortex determined using pharmaco-magnetoencephalography.</article-title> <source><italic>Hum. Brain Mapp.</italic></source> <volume>31</volume> <fpage>581</fpage>&#x2013;<lpage>594</lpage>. <pub-id pub-id-type="doi">10.1002/hbm.20889</pub-id> <pub-id pub-id-type="pmid">19937723</pub-id></citation></ref>
<ref id="B28"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Hall</surname> <given-names>S. D.</given-names></name> <name><surname>Stanford</surname> <given-names>I. M.</given-names></name> <name><surname>Yamawaki</surname> <given-names>N.</given-names></name> <name><surname>McAllister</surname> <given-names>C. J.</given-names></name> <name><surname>R&#x00F6;nnqvist</surname> <given-names>K. C.</given-names></name> <name><surname>Woodhall</surname> <given-names>G. L.</given-names></name><etal/></person-group> (<year>2011</year>). <article-title>The role of GABAergic modulation in motor function related neuronal network activity.</article-title> <source><italic>NeuroImage</italic></source> <volume>56</volume> <fpage>1506</fpage>&#x2013;<lpage>1510</lpage>. <pub-id pub-id-type="doi">10.1016/j.neuroimage.2011.02.025</pub-id> <pub-id pub-id-type="pmid">21320607</pub-id></citation></ref>
<ref id="B29"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Halsband</surname> <given-names>U.</given-names></name> <name><surname>Lange</surname> <given-names>R. K.</given-names></name></person-group> (<year>2006</year>). <article-title>Motor learning in man: a review of functional and clinical studies.</article-title> <source><italic>J. Physiol. Paris</italic></source> <volume>99</volume> <fpage>414</fpage>&#x2013;<lpage>424</lpage>. <pub-id pub-id-type="doi">10.1016/j.jphysparis.2006.03.007</pub-id> <pub-id pub-id-type="pmid">16730432</pub-id></citation></ref>
<ref id="B30"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Heinrichs-Graham</surname> <given-names>E.</given-names></name> <name><surname>Wilson</surname> <given-names>T. W.</given-names></name></person-group> (<year>2016</year>). <article-title>Is an absolute level of cortical beta suppression required for proper movement? Magnetoencephalographic evidence from healthy aging.</article-title> <source><italic>NeuroImage</italic></source> <volume>134</volume> <fpage>514</fpage>&#x2013;<lpage>521</lpage>. <pub-id pub-id-type="doi">10.1016/j.neuroimage.2016.04.032</pub-id> <pub-id pub-id-type="pmid">27090351</pub-id></citation></ref>
<ref id="B31"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Heinrichs-Graham</surname> <given-names>E.</given-names></name> <name><surname>Kurz</surname> <given-names>M. J.</given-names></name> <name><surname>Becker</surname> <given-names>K. M.</given-names></name> <name><surname>Santamaria</surname> <given-names>P. M.</given-names></name> <name><surname>Gendelman</surname> <given-names>H. E.</given-names></name> <name><surname>Wilson</surname> <given-names>T. W.</given-names></name></person-group> (<year>2014</year>). <article-title>Hypersynchrony despite pathologically reduced beta oscillations in patients with Parkinson&#x2019;s disease: a pharmaco-magnetoencephalography study.</article-title> <source><italic>J. Neurophysiol.</italic></source> <volume>112</volume> <fpage>1739</fpage>&#x2013;<lpage>1747</lpage>. <pub-id pub-id-type="doi">10.1152/jn.00383.2014</pub-id> <pub-id pub-id-type="pmid">25008416</pub-id></citation></ref>
<ref id="B32"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>H&#x00E9;roux</surname> <given-names>M. E.</given-names></name> <name><surname>Loo</surname> <given-names>C. K.</given-names></name> <name><surname>Taylor</surname> <given-names>J. L.</given-names></name> <name><surname>Gandevia</surname> <given-names>S. C.</given-names></name></person-group> (<year>2017</year>). <article-title>Questionable science and reproducibility in electrical brain stimulation research.</article-title> <source><italic>PLoS One</italic></source> <volume>12</volume>:<fpage>e0175635</fpage>. <pub-id pub-id-type="doi">10.1371/journal.pone.0175635</pub-id> <pub-id pub-id-type="pmid">28445482</pub-id></citation></ref>
<ref id="B33"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Holgado</surname> <given-names>A. J. N.</given-names></name> <name><surname>Terry</surname> <given-names>J. R.</given-names></name> <name><surname>Bogacz</surname> <given-names>R.</given-names></name></person-group> (<year>2010</year>). <article-title>Conditions for the Generation of Beta Oscillations in the Subthalamic Nucleus-Globus Pallidus Network.</article-title> <source><italic>J. Neurosci.</italic></source> <volume>30</volume> <fpage>12340</fpage>&#x2013;<lpage>12352</lpage>. <pub-id pub-id-type="doi">10.1523/JNEUROSCI.0817-10.2010</pub-id> <pub-id pub-id-type="pmid">20844130</pub-id></citation></ref>
<ref id="B34"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Jana</surname> <given-names>S.</given-names></name> <name><surname>Hannah</surname> <given-names>R.</given-names></name> <name><surname>Muralidharan</surname> <given-names>V.</given-names></name> <name><surname>Aron</surname> <given-names>A. R.</given-names></name></person-group> (<year>2020</year>). <article-title>Temporal cascade of frontal, motor and muscle processes underlying human action-stopping.</article-title> <source><italic>eLife</italic></source> <volume>9</volume>:<fpage>e50371</fpage>. <pub-id pub-id-type="doi">10.7554/eLife.50371</pub-id> <pub-id pub-id-type="pmid">32186515</pub-id></citation></ref>
<ref id="B35"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Jensen</surname> <given-names>O.</given-names></name> <name><surname>Goel</surname> <given-names>P.</given-names></name> <name><surname>Kopell</surname> <given-names>N.</given-names></name> <name><surname>Pohja</surname> <given-names>M.</given-names></name> <name><surname>Hari</surname> <given-names>R.</given-names></name> <name><surname>Ermentrout</surname> <given-names>B.</given-names></name></person-group> (<year>2005</year>). <article-title>On the human sensorimotor-cortex beta rhythm: Sources and modeling.</article-title> <source><italic>NeuroImage</italic></source> <volume>26</volume> <fpage>347</fpage>&#x2013;<lpage>355</lpage>. <pub-id pub-id-type="doi">10.1016/j.neuroimage.2005.02.008</pub-id> <pub-id pub-id-type="pmid">15907295</pub-id></citation></ref>
<ref id="B36"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Jones</surname> <given-names>S. R.</given-names></name></person-group> (<year>2016</year>). <article-title>When brain rhythms aren&#x2019;t &#x2018;rhythmic&#x2019;: implication for their mechanisms and meaning.</article-title> <source><italic>Curr. Opin. Neurobiol.</italic></source> <volume>40</volume> <fpage>72</fpage>&#x2013;<lpage>80</lpage>. <pub-id pub-id-type="doi">10.1016/j.conb.2016.06.010</pub-id> <pub-id pub-id-type="pmid">27400290</pub-id></citation></ref>
<ref id="B37"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Joundi</surname> <given-names>R. A.</given-names></name> <name><surname>Jenkinson</surname> <given-names>N.</given-names></name> <name><surname>Brittain</surname> <given-names>J.-S.</given-names></name> <name><surname>Aziz</surname> <given-names>T. Z.</given-names></name> <name><surname>Brown</surname> <given-names>P.</given-names></name></person-group> (<year>2012</year>). <article-title>Driving Oscillatory Activity in the Human Cortex Enhances Motor Performance.</article-title> <source><italic>Curr. Biol.</italic></source> <volume>22</volume> <fpage>403</fpage>&#x2013;<lpage>407</lpage>. <pub-id pub-id-type="doi">10.1016/j.cub.2012.01.024</pub-id> <pub-id pub-id-type="pmid">22305755</pub-id></citation></ref>
<ref id="B38"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Jurkiewicz</surname> <given-names>M. T.</given-names></name> <name><surname>Gaetz</surname> <given-names>W. C.</given-names></name> <name><surname>Bostan</surname> <given-names>A. C.</given-names></name> <name><surname>Cheyne</surname> <given-names>D.</given-names></name></person-group> (<year>2006</year>). <article-title>Post-movement beta rebound is generated in motor cortex: Evidence from neuromagnetic recordings.</article-title> <source><italic>NeuroImage</italic></source> <volume>32</volume> <fpage>1281</fpage>&#x2013;<lpage>1289</lpage>. <pub-id pub-id-type="doi">10.1016/j.neuroimage.2006.06.005</pub-id> <pub-id pub-id-type="pmid">16863693</pub-id></citation></ref>
<ref id="B39"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Kilavik</surname> <given-names>B. E.</given-names></name> <name><surname>Confais</surname> <given-names>J.</given-names></name> <name><surname>Riehle</surname> <given-names>A.</given-names></name></person-group> (<year>2014</year>). <article-title>Signs of timing in motor cortex during movement preparation and cue anticipation.</article-title> <source><italic>Adv. Exp. Med. Biol.</italic></source> <volume>829</volume> <fpage>121</fpage>&#x2013;<lpage>142</lpage>. <pub-id pub-id-type="doi">10.1007/978-1-4939-1782-2_7</pub-id></citation></ref>
<ref id="B40"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Kilavik</surname> <given-names>B. E.</given-names></name> <name><surname>Zaepffel</surname> <given-names>M.</given-names></name> <name><surname>Brovelli</surname> <given-names>A.</given-names></name> <name><surname>MacKay</surname> <given-names>W. A.</given-names></name> <name><surname>Riehle</surname> <given-names>A.</given-names></name></person-group> (<year>2013</year>). <article-title>The ups and downs of beta oscillations in sensorimotor cortex.</article-title> <source><italic>Exp. Neurol.</italic></source> <volume>245</volume> <fpage>15</fpage>&#x2013;<lpage>26</lpage>. <pub-id pub-id-type="doi">10.1016/j.expneurol.2012.09.014</pub-id> <pub-id pub-id-type="pmid">23022918</pub-id></citation></ref>
<ref id="B41"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Kopell</surname> <given-names>N.</given-names></name> <name><surname>Whittington</surname> <given-names>M. A.</given-names></name> <name><surname>Kramer</surname> <given-names>M. A.</given-names></name></person-group> (<year>2011</year>). <article-title>Neuronal assembly dynamics in the beta1 frequency range permits short-term memory.</article-title> <source><italic>Proc. Natl. Acad. Sci.</italic></source> <volume>108</volume> <fpage>3779</fpage>&#x2013;<lpage>3784</lpage>. <pub-id pub-id-type="doi">10.1073/pnas.1019676108</pub-id> <pub-id pub-id-type="pmid">21321198</pub-id></citation></ref>
<ref id="B42"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Kramer</surname> <given-names>M. A.</given-names></name> <name><surname>Roopun</surname> <given-names>A. K.</given-names></name> <name><surname>Carracedo</surname> <given-names>L. M.</given-names></name> <name><surname>Traub</surname> <given-names>R. D.</given-names></name> <name><surname>Whittington</surname> <given-names>M. A.</given-names></name> <name><surname>Kopell</surname> <given-names>N. J.</given-names></name></person-group> (<year>2008</year>). <article-title>Rhythm Generation through Period Concatenation in Rat Somatosensory Cortex.</article-title> <source><italic>PLoS Comput. Biol.</italic></source> <volume>4</volume>:<fpage>e1000169</fpage>. <pub-id pub-id-type="doi">10.1371/journal.pcbi.1000169</pub-id> <pub-id pub-id-type="pmid">18773075</pub-id></citation></ref>
<ref id="B43"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Leventhal</surname> <given-names>D. K.</given-names></name> <name><surname>Gage</surname> <given-names>G. J.</given-names></name> <name><surname>Schmidt</surname> <given-names>R.</given-names></name> <name><surname>Pettibone</surname> <given-names>J. R.</given-names></name> <name><surname>Case</surname> <given-names>A. C.</given-names></name> <name><surname>Berke</surname> <given-names>J. D.</given-names></name></person-group> (<year>2012</year>). <article-title>Basal Ganglia Beta Oscillations Accompany Cue Utilization.</article-title> <source><italic>Neuron</italic></source> <volume>73</volume> <fpage>523</fpage>&#x2013;<lpage>536</lpage>. <pub-id pub-id-type="doi">10.1016/j.neuron.2011.11.032</pub-id> <pub-id pub-id-type="pmid">22325204</pub-id></citation></ref>
<ref id="B44"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Little</surname> <given-names>S.</given-names></name> <name><surname>Brown</surname> <given-names>P.</given-names></name></person-group> (<year>2014</year>). <article-title>The functional role of beta oscillations in Parkinson&#x2019;s disease.</article-title> <source><italic>Parkinsonism Relat. Disord.</italic></source> <volume>20</volume> <fpage>S44</fpage>&#x2013;<lpage>S48</lpage>. <pub-id pub-id-type="doi">10.1016/S1353-8020(13)70013-0</pub-id></citation></ref>
<ref id="B45"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Little</surname> <given-names>S.</given-names></name> <name><surname>Bonaiuto</surname> <given-names>J.</given-names></name> <name><surname>Barnes</surname> <given-names>G.</given-names></name> <name><surname>Bestmann</surname> <given-names>S.</given-names></name></person-group> (<year>2019</year>). <article-title>Human motor cortical beta bursts relate to movement planning and response errors.</article-title> <source><italic>PLoS Biol.</italic></source> <volume>17</volume>:<fpage>3000479</fpage>. <pub-id pub-id-type="doi">10.1371/journal.pbio.3000479</pub-id> <pub-id pub-id-type="pmid">31584933</pub-id></citation></ref>
<ref id="B46"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Little</surname> <given-names>S.</given-names></name> <name><surname>Tan</surname> <given-names>H.</given-names></name> <name><surname>Anzak</surname> <given-names>A.</given-names></name> <name><surname>Pogosyan</surname> <given-names>A.</given-names></name> <name><surname>K&#x00FC;hn</surname> <given-names>A.</given-names></name> <name><surname>Brown</surname> <given-names>P.</given-names></name></person-group> (<year>2013</year>). <article-title>Bilateral Functional Connectivity of the Basal Ganglia in Patients with Parkinson&#x2019;s Disease and Its Modulation by Dopaminergic Treatment.</article-title> <source><italic>PLoS One</italic></source> <volume>8</volume>:<fpage>e82762</fpage>. <pub-id pub-id-type="doi">10.1371/journal.pone.0082762</pub-id> <pub-id pub-id-type="pmid">24376574</pub-id></citation></ref>
<ref id="B47"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Litvak</surname> <given-names>V.</given-names></name> <name><surname>Jha</surname> <given-names>A.</given-names></name> <name><surname>Eusebio</surname> <given-names>A.</given-names></name> <name><surname>Oostenveld</surname> <given-names>R.</given-names></name> <name><surname>Foltynie</surname> <given-names>T.</given-names></name> <name><surname>Limousin</surname> <given-names>P.</given-names></name><etal/></person-group> (<year>2011</year>). <article-title>Resting oscillatory cortico-subthalamic connectivity in patients with Parkinson&#x2019;s disease.</article-title> <source><italic>Brain J. Neurol.</italic></source> <volume>134</volume> <fpage>359</fpage>&#x2013;<lpage>374</lpage>. <pub-id pub-id-type="doi">10.1093/brain/awq332</pub-id> <pub-id pub-id-type="pmid">21147836</pub-id></citation></ref>
<ref id="B48"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>L&#x00F3;pez-Azc&#x00E1;rate</surname> <given-names>J.</given-names></name> <name><surname>Tainta</surname> <given-names>M.</given-names></name> <name><surname>Rodr&#x00ED;guez-Oroz</surname> <given-names>M. C.</given-names></name> <name><surname>Valencia</surname> <given-names>M.</given-names></name> <name><surname>Gonz&#x00E1;lez</surname> <given-names>R.</given-names></name> <name><surname>Guridi</surname> <given-names>J.</given-names></name><etal/></person-group> (<year>2010</year>). <article-title>Coupling between beta and high-frequency activity in the human subthalamic nucleus may be a pathophysiological mechanism in Parkinson&#x2019;s disease.</article-title> <source><italic>J. Neurosci. Off. J. Soc. Neurosci.</italic></source> <volume>30</volume> <fpage>6667</fpage>&#x2013;<lpage>6677</lpage>. <pub-id pub-id-type="doi">10.1523/JNEUROSCI.5459-09.2010</pub-id> <pub-id pub-id-type="pmid">20463229</pub-id></citation></ref>
<ref id="B49"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Luoma</surname> <given-names>J.</given-names></name> <name><surname>Pekkonen</surname> <given-names>E.</given-names></name> <name><surname>Airaksinen</surname> <given-names>K.</given-names></name> <name><surname>Helle</surname> <given-names>L.</given-names></name> <name><surname>Nurminen</surname> <given-names>J.</given-names></name> <name><surname>Taulu</surname> <given-names>S.</given-names></name><etal/></person-group> (<year>2018</year>). <article-title>Spontaneous sensorimotor cortical activity is suppressed by deep brain stimulation in patients with advanced Parkinson&#x2019;s disease.</article-title> <source><italic>Neurosci. Lett.</italic></source> <volume>683</volume> <fpage>48</fpage>&#x2013;<lpage>53</lpage>. <pub-id pub-id-type="doi">10.1016/j.neulet.2018.06.041</pub-id> <pub-id pub-id-type="pmid">29940326</pub-id></citation></ref>
<ref id="B50"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Marceglia</surname> <given-names>S.</given-names></name> <name><surname>Foffani</surname> <given-names>G.</given-names></name> <name><surname>Bianchi</surname> <given-names>A. M.</given-names></name> <name><surname>Baselli</surname> <given-names>G.</given-names></name> <name><surname>Tamma</surname> <given-names>F.</given-names></name> <name><surname>Egidi</surname> <given-names>M.</given-names></name><etal/></person-group> (<year>2006</year>). <article-title>Dopamine-dependent non-linear correlation between subthalamic rhythms in Parkinson&#x2019;s disease.</article-title> <source><italic>J. Physiol.</italic></source> <volume>571</volume> <fpage>579</fpage>&#x2013;<lpage>591</lpage>. <pub-id pub-id-type="doi">10.1113/jphysiol.2005.100271</pub-id> <pub-id pub-id-type="pmid">16410285</pub-id></citation></ref>
<ref id="B51"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Mary</surname> <given-names>A.</given-names></name> <name><surname>Bourguignon</surname> <given-names>M.</given-names></name> <name><surname>Wens</surname> <given-names>V.</given-names></name> <name><surname>Op, de Beeck</surname> <given-names>M.</given-names></name> <name><surname>Leproult</surname> <given-names>R.</given-names></name><etal/></person-group> (<year>2015</year>). <article-title>Aging reduces experience-induced sensorimotor plasticity. A magnetoencephalographic study.</article-title> <source><italic>NeuroImage</italic></source> <volume>104</volume> <fpage>59</fpage>&#x2013;<lpage>68</lpage>. <pub-id pub-id-type="doi">10.1016/j.neuroimage.2014.10.010</pub-id> <pub-id pub-id-type="pmid">25315784</pub-id></citation></ref>
<ref id="B52"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>McCarthy</surname> <given-names>M. M.</given-names></name> <name><surname>Moore-Kochlacs</surname> <given-names>C.</given-names></name> <name><surname>Gu</surname> <given-names>X.</given-names></name> <name><surname>Boyden</surname> <given-names>E. S.</given-names></name> <name><surname>Han</surname> <given-names>X.</given-names></name> <name><surname>Kopell</surname> <given-names>N.</given-names></name></person-group> (<year>2011</year>). <article-title>Striatal origin of the pathologic beta oscillations in Parkinson&#x2019;s disease.</article-title> <source><italic>Proc. Natl. Acad. Sci.</italic></source> <volume>108</volume> <fpage>11620</fpage>&#x2013;<lpage>11625</lpage>. <pub-id pub-id-type="doi">10.1073/pnas.1107748108</pub-id> <pub-id pub-id-type="pmid">21697509</pub-id></citation></ref>
<ref id="B53"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Miller</surname> <given-names>K. J.</given-names></name> <name><surname>Leuthardt</surname> <given-names>E. C.</given-names></name> <name><surname>Schalk</surname> <given-names>G.</given-names></name> <name><surname>Rao</surname> <given-names>R. P. N.</given-names></name> <name><surname>Anderson</surname> <given-names>N. R.</given-names></name> <name><surname>Moran</surname> <given-names>D. W.</given-names></name><etal/></person-group> (<year>2007</year>). <article-title>Spectral Changes in Cortical Surface Potentials during Motor Movement.</article-title> <source><italic>J. Neurosci.</italic></source> <volume>27</volume> <fpage>2424</fpage>&#x2013;<lpage>2432</lpage>. <pub-id pub-id-type="doi">10.1523/JNEUROSCI.3886-06.2007</pub-id> <pub-id pub-id-type="pmid">17329441</pub-id></citation></ref>
<ref id="B54"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Miller</surname> <given-names>K. J.</given-names></name> <name><surname>Schalk</surname> <given-names>G.</given-names></name> <name><surname>Fetz</surname> <given-names>E. E.</given-names></name> <name><surname>Nijs</surname> <given-names>M.</given-names></name> <name><surname>den, Ojemann</surname> <given-names>J. G.</given-names></name><etal/></person-group> (<year>2010</year>). <article-title>Cortical activity during motor execution, motor imagery, and imagery-based online feedback.</article-title> <source><italic>Proc. Natl. Acad. Sci.</italic></source> <volume>107</volume> <fpage>4430</fpage>&#x2013;<lpage>4435</lpage>. <pub-id pub-id-type="doi">10.1073/pnas.0913697107</pub-id> <pub-id pub-id-type="pmid">20160084</pub-id></citation></ref>
<ref id="B55"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Mirzaei</surname> <given-names>A.</given-names></name> <name><surname>Kumar</surname> <given-names>A.</given-names></name> <name><surname>Leventhal</surname> <given-names>D.</given-names></name> <name><surname>Mallet</surname> <given-names>N.</given-names></name> <name><surname>Aertsen</surname> <given-names>A.</given-names></name> <name><surname>Berke</surname> <given-names>J.</given-names></name><etal/></person-group> (<year>2017</year>). <article-title>Sensorimotor Processing in the Basal Ganglia Leads to Transient Beta Oscillations during Behavior.</article-title> <source><italic>J. Neurosci.</italic></source> <volume>37</volume> <fpage>11220</fpage>&#x2013;<lpage>11232</lpage>. <pub-id pub-id-type="doi">10.1523/JNEUROSCI.1289-17.2017</pub-id> <pub-id pub-id-type="pmid">29038241</pub-id></citation></ref>
<ref id="B56"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Moisello</surname> <given-names>C.</given-names></name> <name><surname>Blanco</surname> <given-names>D.</given-names></name> <name><surname>Lin</surname> <given-names>J.</given-names></name> <name><surname>Panday</surname> <given-names>P.</given-names></name> <name><surname>Kelly</surname> <given-names>S. P.</given-names></name> <name><surname>Quartarone</surname> <given-names>A.</given-names></name><etal/></person-group> (<year>2015</year>). <article-title>Practice changes beta power at rest and its modulation during movement in healthy subjects but not in patients with Parkinson&#x2019;s disease.</article-title> <source><italic>Brain Behav.</italic></source> <volume>5</volume>:<fpage>e00374</fpage>. <pub-id pub-id-type="doi">10.1002/brb3.374</pub-id> <pub-id pub-id-type="pmid">26516609</pub-id></citation></ref>
<ref id="B57"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Muellbacher</surname> <given-names>W.</given-names></name> <name><surname>Ziemann</surname> <given-names>U.</given-names></name> <name><surname>Wissel</surname> <given-names>J.</given-names></name> <name><surname>Dang</surname> <given-names>N.</given-names></name> <name><surname>Kofler</surname> <given-names>M.</given-names></name> <name><surname>Facchini</surname> <given-names>S.</given-names></name><etal/></person-group> (<year>2002</year>). <article-title>Early consolidation in human primary motor cortex.</article-title> <source><italic>Nature</italic></source> <volume>415</volume> <fpage>640</fpage>&#x2013;<lpage>644</lpage>. <pub-id pub-id-type="doi">10.1038/nature712</pub-id> <pub-id pub-id-type="pmid">11807497</pub-id></citation></ref>
<ref id="B58"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Muthukumaraswamy</surname> <given-names>S. D.</given-names></name> <name><surname>Myers</surname> <given-names>J. F. M.</given-names></name> <name><surname>Wilson</surname> <given-names>S. J.</given-names></name> <name><surname>Nutt</surname> <given-names>D. J.</given-names></name> <name><surname>Lingford-Hughes</surname> <given-names>A.</given-names></name> <name><surname>Singh</surname> <given-names>K. D.</given-names></name><etal/></person-group> (<year>2013</year>). <article-title>The effects of elevated endogenous GABA levels on movement-related network oscillations.</article-title> <source><italic>NeuroImage</italic></source> <volume>66</volume> <fpage>36</fpage>&#x2013;<lpage>41</lpage>. <pub-id pub-id-type="doi">10.1016/j.neuroimage.2012.10.054</pub-id> <pub-id pub-id-type="pmid">23110884</pub-id></citation></ref>
<ref id="B59"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Pavlides</surname> <given-names>A.</given-names></name> <name><surname>Hogan</surname> <given-names>S. J.</given-names></name> <name><surname>Bogacz</surname> <given-names>R.</given-names></name></person-group> (<year>2015</year>). <article-title>Computational Models Describing Possible Mechanisms for Generation of Excessive Beta Oscillations in Parkinson&#x2019;s Disease.</article-title> <source><italic>PLoS Comput. Biol.</italic></source> <volume>11</volume>:<fpage>e1004609</fpage>. <pub-id pub-id-type="doi">10.1371/journal.pcbi.1004609</pub-id> <pub-id pub-id-type="pmid">26683341</pub-id></citation></ref>
<ref id="B60"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Pfurtscheller</surname> <given-names>G.</given-names></name> <name><surname>Lopes da Silva</surname> <given-names>F. H.</given-names></name></person-group> (<year>1999</year>). <article-title>Event-related EEG/MEG synchronization and desynchronization: basic principles.</article-title> <source><italic>Clin. Neurophysiol.</italic></source> <volume>110</volume> <fpage>1842</fpage>&#x2013;<lpage>1857</lpage>. <pub-id pub-id-type="doi">10.1016/S1388-2457(99)00141-8</pub-id></citation></ref>
<ref id="B61"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Pogosyan</surname> <given-names>A.</given-names></name> <name><surname>Gaynor</surname> <given-names>L. D.</given-names></name> <name><surname>Eusebio</surname> <given-names>A.</given-names></name> <name><surname>Brown</surname> <given-names>P.</given-names></name></person-group> (<year>2009</year>). <article-title>Boosting cortical activity at Beta-band frequencies slows movement in humans.</article-title> <source><italic>Curr. Biol. CB</italic></source> <volume>19</volume> <fpage>1637</fpage>&#x2013;<lpage>1641</lpage>. <pub-id pub-id-type="doi">10.1016/j.cub.2009.07.074</pub-id> <pub-id pub-id-type="pmid">19800236</pub-id></citation></ref>
<ref id="B62"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Priori</surname> <given-names>A.</given-names></name> <name><surname>Foffani</surname> <given-names>G.</given-names></name> <name><surname>Pesenti</surname> <given-names>A.</given-names></name> <name><surname>Tamma</surname> <given-names>F.</given-names></name> <name><surname>Bianchi</surname> <given-names>A. M.</given-names></name> <name><surname>Pellegrini</surname> <given-names>M.</given-names></name><etal/></person-group> (<year>2004</year>). <article-title>Rhythm-specific pharmacological modulation of subthalamic activity in Parkinson&#x2019;s disease.</article-title> <source><italic>Exp. Neurol.</italic></source> <volume>189</volume> <fpage>369</fpage>&#x2013;<lpage>379</lpage>. <pub-id pub-id-type="doi">10.1016/j.expneurol.2004.06.001</pub-id> <pub-id pub-id-type="pmid">15380487</pub-id></citation></ref>
<ref id="B63"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Provencher</surname> <given-names>D.</given-names></name> <name><surname>Hennebelle</surname> <given-names>M.</given-names></name> <name><surname>Cunnane</surname> <given-names>S. C.</given-names></name> <name><surname>B&#x00E9;rub&#x00E9;-Lauzi&#x00E8;re</surname> <given-names>Y.</given-names></name> <name><surname>Whittingstall</surname> <given-names>K.</given-names></name></person-group> (<year>2016</year>). <article-title>Cortical Thinning in Healthy Aging Correlates with Larger Motor-Evoked EEG Desynchronization.</article-title> <source><italic>Front. Aging Neurosci.</italic></source> <volume>8</volume>:<fpage>63</fpage>. <pub-id pub-id-type="doi">10.3389/fnagi.2016.00063</pub-id> <pub-id pub-id-type="pmid">27064767</pub-id></citation></ref>
<ref id="B64"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Reis</surname> <given-names>C.</given-names></name> <name><surname>Sharott</surname> <given-names>A.</given-names></name> <name><surname>Magill</surname> <given-names>P. J.</given-names></name> <name><surname>van Wijk</surname> <given-names>B. C. M.</given-names></name> <name><surname>Parr</surname> <given-names>T.</given-names></name> <name><surname>Zeidman</surname> <given-names>P.</given-names></name><etal/></person-group> (<year>2019</year>). <article-title>Thalamocortical dynamics underlying spontaneous transitions in beta power in Parkinsonism.</article-title> <source><italic>Neuroimage</italic></source> <volume>193</volume> <fpage>103</fpage>&#x2013;<lpage>114</lpage>. <pub-id pub-id-type="doi">10.1016/j.neuroimage.2019.03.009</pub-id> <pub-id pub-id-type="pmid">30862535</pub-id></citation></ref>
<ref id="B65"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Roopun</surname> <given-names>A. K.</given-names></name> <name><surname>Middleton</surname> <given-names>S. J.</given-names></name> <name><surname>Cunningham</surname> <given-names>M. O.</given-names></name> <name><surname>LeBeau</surname> <given-names>F. E. N.</given-names></name> <name><surname>Bibbig</surname> <given-names>A.</given-names></name> <name><surname>Whittington</surname> <given-names>M. A.</given-names></name><etal/></person-group> (<year>2006</year>). <article-title>A beta2-frequency (20-30 Hz) oscillation in nonsynaptic networks of somatosensory cortex.</article-title> <source><italic>Proc. Natl. Acad. Sci.</italic></source> <volume>103</volume> <fpage>15646</fpage>&#x2013;<lpage>15650</lpage>. <pub-id pub-id-type="doi">10.1073/pnas.0607443103</pub-id> <pub-id pub-id-type="pmid">17030821</pub-id></citation></ref>
<ref id="B66"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Rossiter</surname> <given-names>H. E.</given-names></name> <name><surname>Boudrias</surname> <given-names>M.-H.</given-names></name> <name><surname>Ward</surname> <given-names>N. S.</given-names></name></person-group> (<year>2014a</year>). <article-title>Do movement-related beta oscillations change after stroke?</article-title> <source><italic>J. Neurophysiol.</italic></source> <volume>112</volume> <fpage>2053</fpage>&#x2013;<lpage>2058</lpage>. <pub-id pub-id-type="doi">10.1152/jn.00345.2014</pub-id> <pub-id pub-id-type="pmid">25080568</pub-id></citation></ref>
<ref id="B67"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Rossiter</surname> <given-names>H. E.</given-names></name> <name><surname>Davis</surname> <given-names>E. M.</given-names></name> <name><surname>Clark</surname> <given-names>E. V.</given-names></name> <name><surname>Boudrias</surname> <given-names>M.-H.</given-names></name> <name><surname>Ward</surname> <given-names>N. S.</given-names></name></person-group> (<year>2014b</year>). <article-title>Beta oscillations reflect changes in motor cortex inhibition in healthy ageing.</article-title> <source><italic>NeuroImage</italic></source> <volume>91</volume> <fpage>360</fpage>&#x2013;<lpage>365</lpage>. <pub-id pub-id-type="doi">10.1016/j.neuroimage.2014.01.012</pub-id> <pub-id pub-id-type="pmid">24440529</pub-id></citation></ref>
<ref id="B68"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Saleh</surname> <given-names>M.</given-names></name> <name><surname>Reimer</surname> <given-names>J.</given-names></name> <name><surname>Penn</surname> <given-names>R.</given-names></name> <name><surname>Ojakangas</surname> <given-names>C. L.</given-names></name> <name><surname>Hatsopoulos</surname> <given-names>N. G.</given-names></name></person-group> (<year>2010</year>). <article-title>Fast and Slow Oscillations in Human Primary Motor Cortex Predict Oncoming Behaviorally Relevant Cues.</article-title> <source><italic>Neuron</italic></source> <volume>65</volume> <fpage>461</fpage>&#x2013;<lpage>471</lpage>. <pub-id pub-id-type="doi">10.1016/j.neuron.2010.02.001</pub-id> <pub-id pub-id-type="pmid">20188651</pub-id></citation></ref>
<ref id="B69"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Sanes</surname> <given-names>J. N.</given-names></name> <name><surname>Donoghue</surname> <given-names>J. P.</given-names></name></person-group> (<year>2000</year>). <article-title>Plasticity and primary motor cortex.</article-title> <source><italic>Annu. Rev. Neurosci.</italic></source> <volume>23</volume> <fpage>393</fpage>&#x2013;<lpage>415</lpage>. <pub-id pub-id-type="doi">10.1146/annurev.neuro.23.1.393</pub-id> <pub-id pub-id-type="pmid">10845069</pub-id></citation></ref>
<ref id="B70"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Shadmehr</surname> <given-names>R.</given-names></name> <name><surname>Smith</surname> <given-names>M. A.</given-names></name> <name><surname>Krakauer</surname> <given-names>J. W.</given-names></name></person-group> (<year>2010</year>). <article-title>Error Correction, Sensory Prediction, and Adaptation in Motor Control.</article-title> <source><italic>Annu. Rev. Neurosci.</italic></source> <volume>33</volume> <fpage>89</fpage>&#x2013;<lpage>108</lpage>. <pub-id pub-id-type="doi">10.1146/annurev-neuro-060909-153135</pub-id> <pub-id pub-id-type="pmid">20367317</pub-id></citation></ref>
<ref id="B71"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Sherman</surname> <given-names>M. A.</given-names></name> <name><surname>Lee</surname> <given-names>S.</given-names></name> <name><surname>Law</surname> <given-names>R.</given-names></name> <name><surname>Haegens</surname> <given-names>S.</given-names></name> <name><surname>Thorn</surname> <given-names>C. A.</given-names></name> <name><surname>H&#x00E4;m&#x00E4;l&#x00E4;inen</surname> <given-names>M. S.</given-names></name><etal/></person-group> (<year>2016</year>). <article-title>Neural mechanisms of transient neocortical beta rhythms: Converging evidence from humans, computational modeling, monkeys, and mice.</article-title> <source><italic>Proc. Natl. Acad. Sci.</italic></source> <volume>113</volume> <fpage>E4885</fpage>&#x2013;<lpage>E4894</lpage>. <pub-id pub-id-type="doi">10.1073/pnas.1604135113</pub-id> <pub-id pub-id-type="pmid">27469163</pub-id></citation></ref>
<ref id="B72"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Shin</surname> <given-names>H.</given-names></name> <name><surname>Law</surname> <given-names>R.</given-names></name> <name><surname>Tsutsui</surname> <given-names>S.</given-names></name> <name><surname>Moore</surname> <given-names>C. I.</given-names></name> <name><surname>Jones</surname> <given-names>S. R.</given-names></name></person-group> (<year>2017</year>). <article-title>The rate of transient beta frequency events predicts behavior across tasks and species.</article-title> <source><italic>eLife</italic></source> <volume>6</volume>:<fpage>e29086</fpage>. <pub-id pub-id-type="doi">10.7554/eLife.29086</pub-id> <pub-id pub-id-type="pmid">29106374</pub-id></citation></ref>
<ref id="B73"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Stolk</surname> <given-names>A.</given-names></name> <name><surname>Brinkman</surname> <given-names>L.</given-names></name> <name><surname>Vansteensel</surname> <given-names>M. J.</given-names></name> <name><surname>Aarnoutse</surname> <given-names>E.</given-names></name> <name><surname>Leijten</surname> <given-names>F. S.</given-names></name> <name><surname>Dijkerman</surname> <given-names>C. H.</given-names></name><etal/></person-group> (<year>2019</year>). <article-title>Electrocorticographic dissociation of alpha and beta rhythmic activity in the human sensorimotor system.</article-title> <source><italic>eLife</italic></source> <volume>8</volume>:<fpage>e48065</fpage>. <pub-id pub-id-type="doi">10.7554/eLife.48065</pub-id> <pub-id pub-id-type="pmid">31596233</pub-id></citation></ref>
<ref id="B74"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Swann</surname> <given-names>N. C.</given-names></name> <name><surname>Cai</surname> <given-names>W.</given-names></name> <name><surname>Conner</surname> <given-names>C. R.</given-names></name> <name><surname>Pieters</surname> <given-names>T. A.</given-names></name> <name><surname>Claffey</surname> <given-names>M. P.</given-names></name> <name><surname>George</surname> <given-names>J. S.</given-names></name><etal/></person-group> (<year>2012</year>). <article-title>Roles for the pre-supplementary motor area and the right inferior frontal gyrus in stopping action: Electrophysiological responses and functional and structural connectivity.</article-title> <source><italic>NeuroImage</italic></source> <volume>59</volume> <fpage>2860</fpage>&#x2013;<lpage>2870</lpage>. <pub-id pub-id-type="doi">10.1016/j.neuroimage.2011.09.049</pub-id> <pub-id pub-id-type="pmid">21979383</pub-id></citation></ref>
<ref id="B75"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Swann</surname> <given-names>N.</given-names></name> <name><surname>Tandon</surname> <given-names>N.</given-names></name> <name><surname>Canolty</surname> <given-names>R.</given-names></name> <name><surname>Ellmore</surname> <given-names>T. M.</given-names></name> <name><surname>McEvoy</surname> <given-names>L. K.</given-names></name> <name><surname>Dreyer</surname> <given-names>S.</given-names></name><etal/></person-group> (<year>2009</year>). <article-title>Intracranial EEG Reveals a Time- and Frequency-Specific Role for the Right Inferior Frontal Gyrus and Primary Motor Cortex in Stopping Initiated Responses.</article-title> <source><italic>J. Neurosci.</italic></source> <volume>29</volume> <fpage>12675</fpage>&#x2013;<lpage>12685</lpage>. <pub-id pub-id-type="doi">10.1523/JNEUROSCI.3359-09.2009</pub-id> <pub-id pub-id-type="pmid">19812342</pub-id></citation></ref>
<ref id="B76"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Tachibana</surname> <given-names>Y.</given-names></name> <name><surname>Iwamuro</surname> <given-names>H.</given-names></name> <name><surname>Kita</surname> <given-names>H.</given-names></name> <name><surname>Takada</surname> <given-names>M.</given-names></name> <name><surname>Nambu</surname> <given-names>A.</given-names></name></person-group> (<year>2011</year>). <article-title>Subthalamo-pallidal interactions underlying parkinsonian neuronal oscillations in the primate basal ganglia.</article-title> <source><italic>Eur. J. Neurosci.</italic></source> <volume>34</volume> <fpage>1470</fpage>&#x2013;<lpage>1484</lpage>. <pub-id pub-id-type="doi">10.1111/j.1460-9568.2011.07865.x</pub-id> <pub-id pub-id-type="pmid">22034978</pub-id></citation></ref>
<ref id="B77"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Tan</surname> <given-names>H.</given-names></name> <name><surname>Jenkinson</surname> <given-names>N.</given-names></name> <name><surname>Brown</surname> <given-names>P.</given-names></name></person-group> (<year>2014</year>). <article-title>Dynamic neural correlates of motor error monitoring and adaptation during trial-to-trial learning.</article-title> <source><italic>J. Neurosci. Off. J. Soc. Neurosci.</italic></source> <volume>34</volume> <fpage>5678</fpage>&#x2013;<lpage>5688</lpage>. <pub-id pub-id-type="doi">10.1523/JNEUROSCI.4739-13.2014</pub-id> <pub-id pub-id-type="pmid">24741058</pub-id></citation></ref>
<ref id="B78"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Tan</surname> <given-names>H.</given-names></name> <name><surname>Wade</surname> <given-names>C.</given-names></name> <name><surname>Brown</surname> <given-names>P.</given-names></name></person-group> (<year>2016</year>). <article-title>Post-Movement Beta Activity in Sensorimotor Cortex Indexes Confidence in the Estimations from Internal Models.</article-title> <source><italic>J. Neurosci.</italic></source> <volume>36</volume> <fpage>1516</fpage>&#x2013;<lpage>1528</lpage>. <pub-id pub-id-type="doi">10.1523/JNEUROSCI.3204-15.2016</pub-id> <pub-id pub-id-type="pmid">26843635</pub-id></citation></ref>
<ref id="B79"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Thibaut</surname> <given-names>A.</given-names></name> <name><surname>Simis</surname> <given-names>M.</given-names></name> <name><surname>Battistella</surname> <given-names>L. R.</given-names></name> <name><surname>Fanciullacci</surname> <given-names>C.</given-names></name> <name><surname>Bertolucci</surname> <given-names>F.</given-names></name> <name><surname>Huerta-Gutierrez</surname> <given-names>R.</given-names></name><etal/></person-group> (<year>2017</year>). <article-title>Using Brain Oscillations and Corticospinal Excitability to Understand and Predict Post-Stroke Motor Function.</article-title> <source><italic>Front. Neurol.</italic></source> <volume>8</volume>:<fpage>187</fpage>. <pub-id pub-id-type="doi">10.3389/fneur.2017.00187</pub-id> <pub-id pub-id-type="pmid">28539912</pub-id></citation></ref>
<ref id="B80"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Tinkhauser</surname> <given-names>G.</given-names></name> <name><surname>Pogosyan</surname> <given-names>A.</given-names></name> <name><surname>Little</surname> <given-names>S.</given-names></name> <name><surname>Beudel</surname> <given-names>M.</given-names></name> <name><surname>Herz</surname> <given-names>D. M.</given-names></name> <name><surname>Tan</surname> <given-names>H.</given-names></name><etal/></person-group> (<year>2017</year>). <article-title>The modulatory effect of adaptive deep brain stimulation on beta bursts in Parkinson&#x2019;s disease.</article-title> <source><italic>Brain</italic></source> <volume>140</volume> <fpage>1053</fpage>&#x2013;<lpage>1067</lpage>. <pub-id pub-id-type="doi">10.1093/brain/awx010</pub-id> <pub-id pub-id-type="pmid">28334851</pub-id></citation></ref>
<ref id="B81"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Torrecillos</surname> <given-names>F.</given-names></name> <name><surname>Alayrangues</surname> <given-names>J.</given-names></name> <name><surname>Kilavik</surname> <given-names>B. E.</given-names></name> <name><surname>Malfait</surname> <given-names>N.</given-names></name></person-group> (<year>2015</year>). <article-title>Distinct Modulations in Sensorimotor Postmovement and Foreperiod &#x03B2;-Band Activities Related to Error Salience Processing and Sensorimotor Adaptation.</article-title> <source><italic>J. Neurosci.</italic></source> <volume>35</volume> <fpage>12753</fpage>&#x2013;<lpage>12765</lpage>. <pub-id pub-id-type="doi">10.1523/JNEUROSCI.1090-15.2015</pub-id> <pub-id pub-id-type="pmid">26377464</pub-id></citation></ref>
<ref id="B82"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Torrecillos</surname> <given-names>F.</given-names></name> <name><surname>Tinkhauser</surname> <given-names>G.</given-names></name> <name><surname>Fischer</surname> <given-names>P.</given-names></name> <name><surname>Green</surname> <given-names>A. L.</given-names></name> <name><surname>Aziz</surname> <given-names>T. Z.</given-names></name> <name><surname>Foltynie</surname> <given-names>T.</given-names></name><etal/></person-group> (<year>2018</year>). <article-title>Modulation of Beta Bursts in the Subthalamic Nucleus Predicts Motor Performance.</article-title> <source><italic>J. Neurosci.</italic></source> <volume>38</volume> <fpage>8905</fpage>&#x2013;<lpage>8917</lpage>. <pub-id pub-id-type="doi">10.1523/JNEUROSCI.1314-18.2018</pub-id> <pub-id pub-id-type="pmid">30181135</pub-id></citation></ref>
<ref id="B83"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Wach</surname> <given-names>C.</given-names></name> <name><surname>Krause</surname> <given-names>V.</given-names></name> <name><surname>Moliadze</surname> <given-names>V.</given-names></name> <name><surname>Paulus</surname> <given-names>W.</given-names></name> <name><surname>Schnitzler</surname> <given-names>A.</given-names></name> <name><surname>Pollok</surname> <given-names>B.</given-names></name></person-group> (<year>2013</year>). <article-title>Effects of 10Hz and 20Hz transcranial alternating current stimulation (tACS) on motor functions and motor cortical excitability.</article-title> <source><italic>Behav. Brain Res.</italic></source> <volume>241</volume> <fpage>1</fpage>&#x2013;<lpage>6</lpage>. <pub-id pub-id-type="doi">10.1016/j.bbr.2012.11.038</pub-id> <pub-id pub-id-type="pmid">23219965</pub-id></citation></ref>
<ref id="B84"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Wagner</surname> <given-names>J.</given-names></name> <name><surname>Wessel</surname> <given-names>J. R.</given-names></name> <name><surname>Ghahremani</surname> <given-names>A.</given-names></name> <name><surname>Aron</surname> <given-names>A. R.</given-names></name></person-group> (<year>2018</year>). <article-title>Establishing a right frontal beta signature for stopping action in scalp EEG: implications for testing inhibitory control in other task contexts.</article-title> <source><italic>J. Cogn. Neurosci.</italic></source> <volume>30</volume> <fpage>107</fpage>&#x2013;<lpage>118</lpage>. <pub-id pub-id-type="doi">10.1162/jocn_a_01183</pub-id></citation></ref>
<ref id="B85"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>West</surname> <given-names>T. O.</given-names></name> <name><surname>Berthouze</surname> <given-names>L.</given-names></name> <name><surname>Halliday</surname> <given-names>D. M.</given-names></name> <name><surname>Litvak</surname> <given-names>V.</given-names></name> <name><surname>Sharott</surname> <given-names>A.</given-names></name> <name><surname>Magill</surname> <given-names>P. J.</given-names></name><etal/></person-group> (<year>2018</year>). <article-title>Propagation of beta/gamma rhythms in the cortico-basal ganglia circuits of the parkinsonian rat.</article-title> <source><italic>J. Neurophysiol.</italic></source> <volume>119</volume> <fpage>1608</fpage>&#x2013;<lpage>1628</lpage>. <pub-id pub-id-type="doi">10.1152/jn.00629.2017</pub-id> <pub-id pub-id-type="pmid">29357448</pub-id></citation></ref>
<ref id="B86"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Yamawaki</surname> <given-names>N.</given-names></name> <name><surname>Stanford</surname> <given-names>I. M.</given-names></name> <name><surname>Hall</surname> <given-names>S. D.</given-names></name> <name><surname>Woodhall</surname> <given-names>G. L.</given-names></name></person-group> (<year>2008</year>). <article-title>Pharmacologically induced and stimulus evoked rhythmic neuronal oscillatory activity in the primary motor cortex in vitro.</article-title> <source><italic>Neuroscience</italic></source> <volume>151</volume> <fpage>386</fpage>&#x2013;<lpage>395</lpage>. <pub-id pub-id-type="doi">10.1016/j.neuroscience.2007.10.021</pub-id> <pub-id pub-id-type="pmid">18063484</pub-id></citation></ref>
</ref-list>
</back>
</article>