Frequency Shifts and Depth Dependence of Premotor Beta Band Activity during Perceptual Decision-Making

Neural activity in the premotor and motor cortices shows prominent structure in the beta frequency range (13–30 Hz). Currently, the behavioral relevance of this beta band activity (BBA) is debated. The underlying source of motor BBA and how it changes as a function of cortical depth are also not completely understood. Here, we addressed these unresolved questions by investigating BBA recorded using laminar electrodes in the dorsal premotor cortex of 2 male rhesus macaques performing a visual reaction time (RT) reach discrimination task. We observed robust BBA before and after the onset of the visual stimulus but not during the arm movement. While poststimulus BBA was positively correlated with RT throughout the beta frequency range, prestimulus correlation varied by frequency. Low beta frequencies (∼12–20 Hz) were positively correlated with RT, and high beta frequencies (∼22–30 Hz) were negatively correlated with RT. Analysis and simulations suggested that these frequency-dependent correlations could emerge due to a shift in the component frequencies of the prestimulus BBA as a function of RT, such that faster RTs are accompanied by greater power in high beta frequencies. We also observed a laminar dependence of BBA, with deeper electrodes demonstrating stronger power in low beta frequencies both prestimulus and poststimulus. The heterogeneous nature of BBA and the changing relationship between BBA and RT in different task epochs may be a sign of the differential network dynamics involved in cue expectation, decision-making, motor preparation, and movement execution. SIGNIFICANCE STATEMENT Beta band activity (BBA) has been implicated in motor tasks, in disease states, and as a potential signal for brain–machine interfaces. However, the behavioral relevance of BBA and its laminar organization in premotor cortex have not been completely elucidated. Here we addressed these unresolved issues using simultaneous recordings from multiple cortical layers of the premotor cortex of monkeys performing a decision-making task. Our key finding is that BBA is not a monolithic signal. Instead, BBA consists of at least two frequency bands. The relationship between BBA and eventual behavior, such as reaction time, also dynamically changes depending on task epoch. We also provide further evidence that BBA is laminarly organized, with greater power in deeper electrodes for low beta frequencies.

[1]  J. Gross,et al.  Individual Human Brain Areas Can Be Identified from Their Characteristic Spectral Activation Fingerprints , 2016, PLoS biology.

[2]  V. Jousmäki,et al.  Task‐dependent modulation of 15‐30 Hz coherence between rectified EMGs from human hand and forearm muscles , 1999, The Journal of physiology.

[3]  Peter Brown,et al.  Boosting Cortical Activity at Beta-Band Frequencies Slows Movement in Humans , 2009, Current Biology.

[4]  Robert D Flint,et al.  Long term, stable brain machine interface performance using local field potentials and multiunit spikes , 2013, Journal of neural engineering.

[5]  E. Miller,et al.  Gamma and Beta Bursts Underlie Working Memory , 2016, Neuron.

[6]  Adrián Ponce-Alvarez,et al.  Context-related frequency modulations of macaque motor cortical LFP beta oscillations. , 2012, Cerebral cortex.

[7]  Michelle M. McCarthy,et al.  Striatal cholinergic interneurons generate beta and gamma oscillations in the corticostriatal circuit and produce motor deficits , 2016, Proceedings of the National Academy of Sciences.

[8]  N Kopell,et al.  Neuronal assembly dynamics in the beta1 frequency range permits short-term memory , 2011, Proceedings of the National Academy of Sciences.

[9]  Asif A Ghazanfar,et al.  Different neural frequency bands integrate faces and voices differently in the superior temporal sulcus. , 2009, Journal of neurophysiology.

[10]  M. Shadlen,et al.  Response of Neurons in the Lateral Intraparietal Area during a Combined Visual Discrimination Reaction Time Task , 2002, The Journal of Neuroscience.

[11]  N. Hatsopoulos,et al.  Fast and Slow Oscillations in Human Primary Motor Cortex Predict Oncoming Behaviorally Relevant Cues , 2010, Neuron.

[12]  A. Riehle,et al.  The ups and downs of beta oscillations in sensorimotor cortex , 2013, Experimental Neurology.

[13]  Miles A. Whittington,et al.  Neurosystems: brain rhythms and cognitive processing , 2013, The European journal of neuroscience.

[14]  C. Curtis,et al.  Multiple component networks support working memory in prefrontal cortex , 2015, Proceedings of the National Academy of Sciences.

[15]  Asif A Ghazanfar,et al.  Interactions between the Superior Temporal Sulcus and Auditory Cortex Mediate Dynamic Face/Voice Integration in Rhesus Monkeys , 2008, The Journal of Neuroscience.

[16]  Y. Benjamini,et al.  Controlling the false discovery rate: a practical and powerful approach to multiple testing , 1995 .

[17]  Miles A Whittington,et al.  A beta2-frequency (20–30 Hz) oscillation in nonsynaptic networks of somatosensory cortex , 2006, Proceedings of the National Academy of Sciences.

[18]  Kelvin So,et al.  Subject-specific modulation of local field potential spectral power during brain–machine interface control in primates , 2014, Journal of neural engineering.

[19]  E. Olivier,et al.  Coherent oscillations in monkey motor cortex and hand muscle EMG show task‐dependent modulation , 1997, The Journal of physiology.

[20]  Bijan Pesaran,et al.  Free choice activates a decision circuit between frontal and parietal cortex , 2008, Nature.

[21]  Yan Zhang,et al.  Prestimulus Cortical Activity is Correlated with Speed of Visuomotor Processing , 2008, Journal of Cognitive Neuroscience.

[22]  J. Pernier,et al.  Oscillatory γ-Band (30–70 Hz) Activity Induced by a Visual Search Task in Humans , 1997, The Journal of Neuroscience.

[23]  The action potentials recorded from undamaged nerve fibres with micro-electrodes. , 1969, The Journal of physiology.

[24]  Saskia Haegens,et al.  Beyond the Status Quo: A Role for Beta Oscillations in Endogenous Content (Re)Activation , 2017, eNeuro.

[25]  Joanne Wuu,et al.  Altered cortical beta‐band oscillations reflect motor system degeneration in amyotrophic lateral sclerosis , 2016, Human brain mapping.

[26]  Eberhard E Fetz,et al.  Characteristic membrane potential trajectories in primate sensorimotor cortex neurons recorded in vivo. , 2005, Journal of neurophysiology.

[27]  E. Miller,et al.  Response to Comment on "Top-Down Versus Bottom-Up Control of Attention in the Prefrontal and Posterior Parietal Cortices" , 2007, Science.

[28]  Paul S Khayat,et al.  Frequency-Dependent Attentional Modulation of Local Field Potential Signals in Macaque Area MT , 2010, The Journal of Neuroscience.

[29]  Peter Brown,et al.  Existing Motor State Is Favored at the Expense of New Movement during 13-35 Hz Oscillatory Synchrony in the Human Corticospinal System , 2005, The Journal of Neuroscience.

[30]  Karl J. Friston,et al.  Computational modelling of movement-related beta-oscillatory dynamics in human motor cortex☆ , 2016, NeuroImage.

[31]  C. Schroeder,et al.  Neuronal Oscillations and Multisensory Interaction in Primary Auditory Cortex , 2007, Neuron.

[32]  Miles A. Whittington,et al.  Top-Down Beta Rhythms Support Selective Attention via Interlaminar Interaction: A Model , 2013, PLoS Comput. Biol..

[33]  M. Whittington,et al.  Gamma and beta frequency oscillations in response to novel auditory stimuli: A comparison of human electroencephalogram (EEG) data with in vitro models. , 2000, Proceedings of the National Academy of Sciences of the United States of America.

[34]  Frank Huethe,et al.  Beta-range EEG-EMG coherence with isometric compensation for increasing modulated low-level forces. , 2009, Journal of neurophysiology.

[35]  I. Stanford,et al.  Pharmacologically induced and stimulus evoked rhythmic neuronal oscillatory activity in the primary motor cortex in vitro , 2008, Neuroscience.

[36]  Daeyeol Lee Coherent Oscillations in Neuronal Activity of the Supplementary Motor Area during a Visuomotor Task , 2003, The Journal of Neuroscience.

[37]  G. Curio,et al.  Task‐related differential dynamics of EEG alpha‐ and beta‐band synchronization in cortico‐basal motor structures , 2007, The European journal of neuroscience.

[38]  A. Leuthold,et al.  Beta-Band Activity during Motor Planning Reflects Response Uncertainty , 2010, The Journal of Neuroscience.

[39]  Rufin Vogels,et al.  Stimulus repetition affects both strength and synchrony of macaque inferior temporal cortical activity. , 2012, Journal of neurophysiology.

[40]  Paul Nuyujukian,et al.  A high performing brain–machine interface driven by low-frequency local field potentials alone and together with spikes , 2015, bioRxiv.

[41]  Jose M Carmena,et al.  Neural oscillations: beta band activity across motor networks , 2015, Current Opinion in Neurobiology.

[42]  Anish A. Sarma,et al.  Clinical translation of a high-performance neural prosthesis , 2015, Nature Medicine.

[43]  Eric L. Denovellis,et al.  Synchronous Oscillatory Neural Ensembles for Rules in the Prefrontal Cortex , 2012, Neuron.

[44]  Saskia Haegens,et al.  Beta oscillations reflect supramodal information during perceptual judgment , 2017, Proceedings of the National Academy of Sciences.

[45]  Chethan Pandarinath,et al.  Inferring single-trial neural population dynamics using sequential auto-encoders , 2017 .

[46]  P. Brown,et al.  Bad oscillations in Parkinson's disease. , 2006, Journal of neural transmission. Supplementum.

[47]  D. Wetmore,et al.  Post‐spike distance‐to‐threshold trajectories of neurones in monkey motor cortex , 2004, The Journal of physiology.

[48]  J. Kalaska,et al.  Dorsal premotor cortex: neural correlates of reach target decisions based on a color-location matching rule and conflicting sensory evidence. , 2015, Journal of neurophysiology.

[49]  E. M. Pinches,et al.  The role of synchrony and oscillations in the motor output , 1999, Experimental Brain Research.

[50]  C. Moore,et al.  The rate of transient beta frequency events predicts behavior across tasks and species , 2017, eLife.

[51]  S. Baker Oscillatory interactions between sensorimotor cortex and the periphery , 2007, Current Opinion in Neurobiology.

[52]  F A Wichmann,et al.  Ning for Helpful Comments and Suggestions. This Paper Benefited Con- Siderably from Conscientious Peer Review, and We Thank Our Reviewers the Psychometric Function: I. Fitting, Sampling, and Goodness of Fit , 2001 .

[53]  A. Graybiel,et al.  Bursts of beta oscillation differentiate postperformance activity in the striatum and motor cortex of monkeys performing movement tasks , 2015, Proceedings of the National Academy of Sciences.

[54]  P. Cisek,et al.  Deliberation and Commitment in the Premotor and Primary Motor Cortex during Dynamic Decision Making , 2014, Neuron.

[55]  Earl K. Miller,et al.  Laminar recordings in frontal cortex suggest distinct layers for maintenance and control of working memory , 2018, Proceedings of the National Academy of Sciences.

[56]  Jose M Carmena,et al.  Beta band oscillations in motor cortex reflect neural population signals that delay movement onset , 2017, eLife.

[57]  Krishna V Shenoy,et al.  Laminar differences in decision-related neural activity in dorsal premotor cortex , 2017, Nature Communications.

[58]  J. Donoghue,et al.  Oscillations in local field potentials of the primate motor cortex during voluntary movement. , 1993, Proceedings of the National Academy of Sciences of the United States of America.

[59]  Felix Wichmann,et al.  The psychometric function: I , 2001 .

[60]  Partha P. Mitra,et al.  Observed Brain Dynamics , 2007 .

[61]  Jose Luis Patino,et al.  Beta-range cortical motor spectral power and corticomuscular coherence as a mechanism for effective corticospinal interaction during steady-state motor output , 2007, NeuroImage.

[62]  Stuart N. Baker,et al.  Digit displacement, not object compliance, underlies task dependent modulations in human corticomuscular coherence , 2006, NeuroImage.

[63]  A. Engel,et al.  Beta-band oscillations—signalling the status quo? , 2010, Current Opinion in Neurobiology.

[64]  Roger D. Traub,et al.  Rhythm Generation through Period Concatenation in Rat Somatosensory Cortex , 2008, PLoS Comput. Biol..

[65]  Francis R. Willett,et al.  High performance communication by people with paralysis using an intracortical brain-computer interface , 2017, eLife.

[66]  J. Bouyer,et al.  Anatomical localization of cortical beta rhythms in cat , 1987, Neuroscience.

[67]  C. Moore,et al.  Author response: The rate of transient beta frequency events predicts behavior across tasks and species , 2017 .

[68]  M. Hallett,et al.  A high performance sensorimotor beta rhythm-based brain–computer interface associated with human natural motor behavior , 2008, Journal of neural engineering.

[69]  N. Hatsopoulos,et al.  Propagating waves mediate information transfer in the motor cortex , 2006, Nature Neuroscience.

[70]  Richard A Andersen,et al.  The Parietal Reach Region Selectively Anti-Synchronizes with Dorsal Premotor Cortex during Planning , 2014, The Journal of Neuroscience.

[71]  E. Fetz,et al.  Coherent 25- to 35-Hz oscillations in the sensorimotor cortex of awake behaving monkeys. , 1992, Proceedings of the National Academy of Sciences of the United States of America.

[72]  John-Stuart Brittain,et al.  The highs and lows of beta activity in cortico-basal ganglia loops , 2014, The European journal of neuroscience.

[73]  Thomas Brochier,et al.  Modulations of EEG Beta Power during Planning and Execution of Grasping Movements , 2013, PloS one.

[74]  Nick S. Ward,et al.  Beta oscillations reflect changes in motor cortex inhibition in healthy ageing , 2014, NeuroImage.

[75]  G. Woodman,et al.  Microcircuitry of Agranular Frontal Cortex: Testing the Generality of the Canonical Cortical Microcircuit , 2014, The Journal of Neuroscience.

[76]  C. Moore,et al.  Neural mechanisms of transient neocortical beta rhythms: Converging evidence from humans, computational modeling, monkeys, and mice , 2016, Proceedings of the National Academy of Sciences.