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Lipski WJ, Bush A, Chrabaszcz A, Crammond DJ, Fiez JA, Turner RS, Richardson RM. Subthalamic nucleus neurons encode syllable sequence and phonetic characteristics during speech. J Neurophysiol 2024; 132:1382-1394. [PMID: 39470420 PMCID: PMC11573267 DOI: 10.1152/jn.00471.2023] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/08/2024] [Revised: 08/27/2024] [Accepted: 09/24/2024] [Indexed: 10/30/2024] Open
Abstract
Speech is a complex behavior that can be used to study unique contributions of the basal ganglia to motor control in the human brain. Computational models suggest that the basal ganglia encode either the phonetic content or the sequence of speech elements. To explore this question, we investigated the relationship between phoneme and sequence features of a spoken syllable triplet and the firing rate of subthalamic nucleus (STN) neurons recorded during the implantation of deep brain stimulation (DBS) electrodes in individuals with Parkinson's disease. Patients repeated aloud a random sequence of three consonant-vowel (CV) syllables in response to audio cues. Single-unit extracellular potentials were sampled from the sensorimotor STN; a total of 227 unit recordings were obtained from the left STN of 25 subjects (4 females). Of these, 113 (50%) units showed significant task-related increased firing and 53 (23%) showed decreased firing (t test relative to inter-trial period baseline, P < 0.05). Linear regression analysis revealed that both populations of STN neurons encode phoneme and sequence features of produced speech. Maximal phoneme encoding occurred at the time of phoneme production, suggesting efference copy- or sensory-related processing, rather than speech motor planning (-50 ms and +175 ms relative to CV transition for consonant and vowel encoding, respectively). These findings demonstrate that involvement of the basal ganglia in speaking includes separate single unit representations of speech sequencing and phoneme selection in the STN.NEW & NOTEWORTHY Speech is a unique human behavior that requires dynamic execution of precisely timed and coordinated movements, resulting in intelligible vocalizations. Here, we demonstrate that activity of individual neurons in the subthalamic nucleus (STN) of the basal ganglia encode syllable sequence order and phoneme identity during a speech production task. These findings advance our understanding of neural substrates of human speech and shed light on potential involvement of the STN in complex human behaviors.
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Affiliation(s)
- W. J. Lipski
- Department of Neurobiology, University of Pittsburgh, Pittsburgh, Pennsylvania, United States
- Center for the Neural Basis of Cognition, Pittsburgh, Pennsylvania, United States
| | - A. Bush
- Brain Modulation Lab, Department of Neurosurgery, Massachusetts General Hospital, Boston, Massachusetts, United States
- Harvard Medical School, Boston, Massachusetts, United States
| | - A. Chrabaszcz
- Learning Research and Development Center, University of Pittsburgh, Pittsburgh, Pennsylvania, United States
| | - D. J. Crammond
- Department of Neurological Surgery, University of Pittsburgh, Pittsburgh, Pennsylvania, United States
| | - J. A. Fiez
- Department of Psychology, University of Pittsburgh, Pittsburgh, Pennsylvania, United States
- Center for the Neural Basis of Cognition, Pittsburgh, Pennsylvania, United States
- Learning Research and Development Center, University of Pittsburgh, Pittsburgh, Pennsylvania, United States
| | - R. S. Turner
- Department of Neurobiology, University of Pittsburgh, Pittsburgh, Pennsylvania, United States
- Center for the Neural Basis of Cognition, Pittsburgh, Pennsylvania, United States
| | - R. M. Richardson
- Brain Modulation Lab, Department of Neurosurgery, Massachusetts General Hospital, Boston, Massachusetts, United States
- Harvard Medical School, Boston, Massachusetts, United States
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Wyrobnik M, van der Meer E, Klostermann F. Aberrant neural processing of event boundaries in persons with Parkinson's disease. Sci Rep 2023; 13:8818. [PMID: 37258848 PMCID: PMC10232529 DOI: 10.1038/s41598-023-36063-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/31/2022] [Accepted: 05/29/2023] [Indexed: 06/02/2023] Open
Abstract
The perception of everyday events implies the segmentation into discrete sub-events (i.e. event segmentation). This process is relevant for the prediction of upcoming events and for the recall of recent activities. It is thought to involve dopaminergic networks which are strongly compromised in Parkinson's disease (PD). Indeed, deficits of event segmentation have been previously shown in PD, but underlying neuronal mechanisms remain unknown. We therefore investigated 22 persons with PD and 22 age-matched healthy controls, who performed an event segmentation task with simultaneous electroencephalography (EEG). Both groups had to indicate by button press the beginning of sub-events within three movies showing persons performing everyday activities. The segmentation performance of persons with PD deviated significantly from that of controls. Neurophysiologically, persons with PD expressed reduced theta (4-7 Hz) activity around identified event boundaries compared to healthy controls. Together, these results point to disturbed event processing in PD. According to functions attributed to EEG activities in particular frequency ranges, the PD-related theta reduction could reflect impaired matching of perceptual input with stored event representations and decreased updating processes of event information in working memory and, thus, event boundary identification.
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Affiliation(s)
- Michelle Wyrobnik
- Department of Neurology, Motor and Cognition Group, Charité - Universitätsmedizin Berlin, corporate member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Campus Benjamin Franklin (CBF), Hindenburgdamm 30, 12203, Berlin, Germany.
- Berlin School of Mind and Brain, Humboldt-Universität zu Berlin, Luisenstraße 56, 10117, Berlin, Germany.
- Institute of Psychology, Humboldt-Universität zu Berlin, Rudower Chaussee 18, 12489, Berlin, Germany.
| | - Elke van der Meer
- Berlin School of Mind and Brain, Humboldt-Universität zu Berlin, Luisenstraße 56, 10117, Berlin, Germany
- Institute of Psychology, Humboldt-Universität zu Berlin, Rudower Chaussee 18, 12489, Berlin, Germany
| | - Fabian Klostermann
- Department of Neurology, Motor and Cognition Group, Charité - Universitätsmedizin Berlin, corporate member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Campus Benjamin Franklin (CBF), Hindenburgdamm 30, 12203, Berlin, Germany
- Berlin School of Mind and Brain, Humboldt-Universität zu Berlin, Luisenstraße 56, 10117, Berlin, Germany
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Basha D, Kalia SK, Hodaie M, Lopez Rios AL, Lozano AM, Hutchison WD. Beta band oscillations in the motor thalamus are modulated by visuomotor coordination in essential tremor patients. Front Hum Neurosci 2023; 17:1082196. [PMID: 37180551 PMCID: PMC10169705 DOI: 10.3389/fnhum.2023.1082196] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/27/2022] [Accepted: 03/27/2023] [Indexed: 05/16/2023] Open
Abstract
Introduction Beta oscillations in sensorimotor structures contribute to the planning, sequencing, and stopping of movements, functions that are typically associated with the role of the basal ganglia. The presence of beta oscillations (13-30 Hz) in the cerebellar zone of the thalamus (the ventral intermediate nucleus - Vim) indicates that this rhythm may also be involved in cerebellar functions such as motor learning and visuomotor adaptation. Methods To investigate the possible role of Vim beta oscillations in visuomotor coordination, we recorded local field potential (LFP) and multiunit activity from the Vim of essential tremor (ET) patients during neurosurgery for the implantation of deep brain stimulation (DBS) electrodes. Using a computer, patients performed a visuomotor adaptation task that required coordinating center-out movements with incongruent visual feedback imposed by inversion of the computer display. Results The results show that, in ET, Vim beta oscillations of the LFP were lower during the incongruent center-out task than during the congruent orientation. Vim firing rates increased significantly during periods of low beta power, particularly on approach to the peripheral target. In contrast, beta power in the subthalamic nucleus of Parkinson's disease (PD) patients did not differ significantly between the incongruent and the congruent orientation of the center-out task. Discussion The findings support the hypothesis that beta oscillations of the Vim are modulated by novel visuomotor tasks. The inverse relationship between the power of Vim-LFP beta oscillations and Vim firing rates suggest that the suppression of beta oscillations may facilitate information throughput to the thalamocortical circuit by modulation of Vim firing rates.
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Affiliation(s)
- Diellor Basha
- Department of Physiology, University of Toronto, Toronto, ON, Canada
- Division of Clinical and Computational Neuroscience, Krembil Research Institute, Toronto, ON, Canada
| | - Suneil K. Kalia
- Division of Clinical and Computational Neuroscience, Krembil Research Institute, Toronto, ON, Canada
- Division of Neurosurgery, Toronto Western Hospital, Toronto, ON, Canada
- Department of Surgery, University of Toronto, Toronto, ON, Canada
| | - Mojgan Hodaie
- Division of Clinical and Computational Neuroscience, Krembil Research Institute, Toronto, ON, Canada
- Division of Neurosurgery, Toronto Western Hospital, Toronto, ON, Canada
- Department of Surgery, University of Toronto, Toronto, ON, Canada
| | - Adriana L. Lopez Rios
- Hospital Universitario de San Vicente Fundación, Medellín, Colombia
- Hospital de San Vicente Fundación, Rionegro, Colombia
| | - Andres M. Lozano
- Division of Clinical and Computational Neuroscience, Krembil Research Institute, Toronto, ON, Canada
- Division of Neurosurgery, Toronto Western Hospital, Toronto, ON, Canada
- Department of Surgery, University of Toronto, Toronto, ON, Canada
| | - William D. Hutchison
- Department of Physiology, University of Toronto, Toronto, ON, Canada
- Division of Clinical and Computational Neuroscience, Krembil Research Institute, Toronto, ON, Canada
- Division of Neurosurgery, Toronto Western Hospital, Toronto, ON, Canada
- Department of Surgery, University of Toronto, Toronto, ON, Canada
- Hospital de San Vicente Fundación, Rionegro, Colombia
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Meissner SN, Krause V, Südmeyer M, Hartmann CJ, Pollok B. Pre-stimulus beta power modulation during motor sequence learning is reduced in 'Parkinson's disease. Neuroimage Clin 2020; 24:102057. [PMID: 31715558 PMCID: PMC6849445 DOI: 10.1016/j.nicl.2019.102057] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/29/2019] [Revised: 09/25/2019] [Accepted: 10/23/2019] [Indexed: 11/01/2022]
Abstract
Beta oscillations within motor-cortical areas have been linked to sensorimotor function. In line with this, pathologically altered beta activity in cortico-basal ganglia pathways has been suggested to contribute to the pathophysiology of Parkinson's disease (PD), a neurodegenerative disorder primarily characterized by motor impairment. Although its precise function is still discussed, beta activity might subserve an anticipatory role in preparation of future actions. By reanalyzing previously published data, we aimed at investigating the role of pre-stimulus motor-cortical beta power modulation in motor sequence learning and its alteration in PD. 20 PD patients and 20 healthy controls (HC) performed a serial reaction time task (SRTT) in which reaction time gain presumably reflects the ability to anticipate subsequent sequence items. Randomly varying patterns served as control trials. Neuromagnetic activity was recorded using magnetoencephalography (MEG) and data was reanalyzed with respect to task stimuli onset. Assuming that pre-stimulus beta power modulation is functionally related to motor sequence learning, reaction time gain due to training on the SRTT should vary depending on the amount of beta power suppression prior to stimulus onset. We hypothesized to find less pre-stimulus beta power suppression in PD patients as compared to HC associated with reduced motor sequence learning in patients. Behavioral analyses revealed that PD patients exhibited smaller reaction time gain in sequence relative to random control trials than HC indicating reduced learning in PD. This finding was indeed paralleled by reduced pre-stimulus beta power suppression in PD patients. Further strengthening its functional relevance, the amount of pre-stimulus beta power suppression during sequence training significantly predicted subsequent reaction time advantage in sequence relative to random trials in patients. In conclusion, the present data provide first evidence for the contribution of pre-stimulus motor-cortical beta power suppression to motor sequence learning and support the hypothesis that beta oscillations may subserve an anticipatory, predictive function, possibly compromised in PD.
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Affiliation(s)
- Sarah Nadine Meissner
- Institute of Clinical Neuroscience and Medical Psychology, Medical Faculty, Heinrich-Heine-University Dusseldorf, Dusseldorf, Germany; Neural Control of Movement Laboratory, Department of Health Sciences and Technology, ETH Zurich, Zurich, Switzerland.
| | - Vanessa Krause
- Institute of Clinical Neuroscience and Medical Psychology, Medical Faculty, Heinrich-Heine-University Dusseldorf, Dusseldorf, Germany; Department of Neuropsychology, Mauritius Hospital, Meerbusch, Germany
| | - Martin Südmeyer
- Department of Neurology, Klinikum Ernst von Bergmann, Potsdam, Germany
| | - Christian Johannes Hartmann
- Institute of Clinical Neuroscience and Medical Psychology, Medical Faculty, Heinrich-Heine-University Dusseldorf, Dusseldorf, Germany; Department of Neurology, Medical Faculty, Heinrich-Heine-University Dusseldorf, Dusseldorf, Germany
| | - Bettina Pollok
- Institute of Clinical Neuroscience and Medical Psychology, Medical Faculty, Heinrich-Heine-University Dusseldorf, Dusseldorf, Germany
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de Almeida Marcelino AL, Horn A, Krause P, Kühn AA, Neumann WJ. Subthalamic neuromodulation improves short-term motor learning in Parkinson's disease. Brain 2020; 142:2198-2206. [PMID: 31169872 DOI: 10.1093/brain/awz152] [Citation(s) in RCA: 24] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/15/2019] [Revised: 03/12/2019] [Accepted: 04/08/2019] [Indexed: 11/14/2022] Open
Abstract
The basal ganglia and cerebellum are implicated in both motor learning and Parkinson's disease. Deep brain stimulation (DBS) is an established treatment for advanced Parkinson's disease that leads to motor and non-motor effects by modulating specific neural pathways. Recently, a disynaptic projection from the subthalamic nucleus (STN) to cerebellar hemispheres was discovered. To investigate the functional significance of this pathway in motor learning, short-term improvement in motor execution in 20 patients with Parkinson's disease on and off STN-DBS and 20 age-matched healthy controls was studied in a visuomotor task combined with whole-brain connectomics. Motor learning was impaired in Parkinson's disease off stimulation but was partially restored through DBS. Connectivity between active DBS contacts and a distributed network of brain regions correlated with improvement in motor learning. Region of interest analysis revealed connectivity from active contact to cerebellar hemisphere ipsilateral to hand movement as the strongest predictor for change in motor learning. Peak predictive voxels in the cerebellum localized to Crus II of lobule VII, which also showed higher STN than motor cortex connectivity, suggestive of a connection surpassing motor cortex. Our findings provide new insight into the circuit nature of Parkinson's disease and the distributed network effects of DBS in motor learning.
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Affiliation(s)
- Ana Luísa de Almeida Marcelino
- Movement Disorder and Neuromodulation Unit, Department of Neurology, Charité Campus Mitte, Charité - University Medicine Berlin, Berlin, Germany
| | - Andreas Horn
- Movement Disorder and Neuromodulation Unit, Department of Neurology, Charité Campus Mitte, Charité - University Medicine Berlin, Berlin, Germany
| | - Patricia Krause
- Movement Disorder and Neuromodulation Unit, Department of Neurology, Charité Campus Mitte, Charité - University Medicine Berlin, Berlin, Germany
| | - Andrea A Kühn
- Movement Disorder and Neuromodulation Unit, Department of Neurology, Charité Campus Mitte, Charité - University Medicine Berlin, Berlin, Germany.,Berlin School of Mind and Brain, Charité - University Medicine Berlin, Berlin, Germany.,NeuroCure, Charité - University Medicine Berlin, Berlin, Germany.,DZNE, German Centre for Degenerative Diseases, Berlin, 10117, Germany
| | - Wolf-Julian Neumann
- Movement Disorder and Neuromodulation Unit, Department of Neurology, Charité Campus Mitte, Charité - University Medicine Berlin, Berlin, Germany
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6
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Can the Executive Control Network be Used to Diagnose Parkinson's Disease and as an Efficacy Indicator of Deep Brain Stimulation? PARKINSONS DISEASE 2020; 2020:6348102. [PMID: 32148755 PMCID: PMC7042555 DOI: 10.1155/2020/6348102] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 08/14/2019] [Revised: 01/07/2020] [Accepted: 01/17/2020] [Indexed: 01/19/2023]
Abstract
Objective The aim of this work was to investigate whether there are differences in the executive control network (ECN) between patients with Parkinson's disease (PD) before and after deep brain stimulation (DBS) surgery and to explore how deep brain stimulation (DBS) surgery affects ECN connectivity in patients with PD. Methods Resting-state magnetic resonance imaging (MRI) data were obtained from 23 patients with Parkinson's disease preoperatively (pre-PD) and postoperatively (post-PD) and 14 normal controls (CN). The right dorsolateral prefrontal cortex (DLPFC) was used as the seed region of interest (ROI) to study the characteristics of the functional connectivity of the ECN in these subjects. Results There were differences in the ECN among PD patients before and after surgery and between the CN. Compared with the CN group, the pre-PD patients showed significantly reduced functional connectivity (FC) between the DLPFC and the left inferior frontal gyrus, left precuneus, left cerebellum posterior lobe, right middle frontal gyrus, right inferior parietal gyrus, right posterior central gyrus, right precuneus, and right inferior frontal gyrus. Compared to the CN group, the post-PD patients showed significantly reduced FC between the DLPFC and left inferior frontal gyrus, left precuneus, left cerebellum posterior lobe, right middle frontal gyrus, right inferior frontal gyrus, and right parietal lobule. There is no difference in the ECN between the pre-PD patients and the post-PD patients. Conclusions The FC of ECN in PD patients was different from that in normal controls, but the FC of the ECN in patients with PD may not be altered by DBS. This suggests that the ECN may be considered an imaging biomarker for the identification of PD but may not be a good imaging biomarker for the evaluation of DBS efficacy.
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Schmidt R, Herrojo Ruiz M, Kilavik BE, Lundqvist M, Starr PA, Aron AR. Beta Oscillations in Working Memory, Executive Control of Movement and Thought, and Sensorimotor Function. J Neurosci 2019; 39:8231-8238. [PMID: 31619492 PMCID: PMC6794925 DOI: 10.1523/jneurosci.1163-19.2019] [Citation(s) in RCA: 155] [Impact Index Per Article: 25.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/27/2019] [Revised: 08/05/2019] [Accepted: 08/07/2019] [Indexed: 12/27/2022] Open
Abstract
Beta oscillations (∼13 to 30 Hz) have been observed during many perceptual, cognitive, and motor processes in a plethora of brain recording studies. Although the function of beta oscillations (hereafter "beta" for short) is unlikely to be explained by any single monolithic description, we here discuss several convergent findings. In prefrontal cortex (PFC), increased beta appears at the end of a trial when working memory information needs to be erased. A similar "clear-out" function might apply during the stopping of action and the stopping of long-term memory retrieval (stopping thoughts), where increased prefrontal beta is also observed. A different apparent role for beta in PFC occurs during the delay period of working memory tasks: it might serve to maintain the current contents and/or to prevent interference from distraction. We confront the challenge of relating these observations to the large literature on beta recorded from sensorimotor cortex. Potentially, the clear-out of working memory in PFC has its counterpart in the postmovement clear-out of the motor plan in sensorimotor cortex. However, recent studies support alternative interpretations. In addition, we flag emerging research on different frequencies of beta and the relationship between beta and single-neuron spiking. We also discuss where beta might be generated: basal ganglia, cortex, or both. We end by considering the clinical implications for adaptive deep-brain stimulation.
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Affiliation(s)
- Robert Schmidt
- Department of Psychology, University of Sheffield, Sheffield, S1 2LT, UK,
| | - Maria Herrojo Ruiz
- Department of Psychology, Goldsmiths University of London, London, SE14 6NW, UK
- Center for Cognition and Decision Making, Institute for Cognitive Neuroscience, National Research University Higher School of Economics, Moscow 101000, Russian Federation
| | - Bjørg E Kilavik
- Institut de Neurosciences de la Timone, Aix-Marseille Université, Marseille, 13005, France
| | - Mikael Lundqvist
- Department of Brain and Cognitive Sciences, The Picower Institute for Learning and Memory, Massachusetts Institute of Technology, Cambridge, MA 02139-4307
| | - Philip A Starr
- Department of Neurosurgery, University of California San Francisco, San Francisco, CA 94143, and
| | - Adam R Aron
- Department of Psychology, University of California San Diego La Jolla, CA 92093
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Bury G, García-Huéscar M, Bhattacharya J, Ruiz MH. Cardiac afferent activity modulates early neural signature of error detection during skilled performance. Neuroimage 2019; 199:704-717. [DOI: 10.1016/j.neuroimage.2019.04.043] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/01/2018] [Revised: 03/30/2019] [Accepted: 04/15/2019] [Indexed: 10/26/2022] Open
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9
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Morris IB, Vasudevan E, Schedel M, Weymouth D, Loomis J, Pinkhasov T, Muratori LM. Music to One's Ears: Familiarity and Music Engagement in People With Parkinson's Disease. Front Neurosci 2019; 13:661. [PMID: 31293379 PMCID: PMC6603171 DOI: 10.3389/fnins.2019.00661] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/16/2018] [Accepted: 06/07/2019] [Indexed: 11/13/2022] Open
Abstract
Parkinson's disease (PD) is a complex diagnosis commonly associated with motor dysfunction, but known to comprise cognitive, psychiatric, and mood disturbances as well. Music has been successfully used to address motor and non-motor symptoms of PD. Still, little is known about the nature of an individual with PD's experience and relationship with music on conceptual and emotional levels, which may factor into their engagement in music-based techniques to ameliorate impairments. Two surveys were administered to 19 individuals with PD and 15 individuals without PD in order to gauge their subjective impressions and valuations of music. Participants completed The Brief Music Experience Questionnaire (BMEQ), a standard self-report measure pertaining to the role of music in one's life, prior to performing a perception task which involved listening to and making sound adjustments to three music recordings. Following the perception task, a custom Exit Survey was administered to evaluate the experience of listening to and engaging with the music in the perception task. In all six dimensions of the BMEQ, examining aspects of music experience including commitment to music, self-reported musical aptitude, social uplift, affective reactions, positive psychotropic effects, and reactive musical behavior (RMB, pertaining to actions or behaviors in response to music), the mean and the median were greater for the control group than for the PD group, but the difference was only statistically significant in the RMB dimension. On the Exit Survey, both groups assessed recent, specific, and interactive music listening more positively than the imagined, hypothetical or general music experiences addressed on the BMEQ. Additionally, familiarity had a greater effect on listening pleasure for participants with PD than those without PD. We conclude that people with PD may perceive less of an automatic connection between music and activity than their healthy peers. Additionally, they may receive more pleasure and value from music than they anticipate. Taken together, our results suggest that people with PD may require encouragement to participate as well as empowerment to choose familiar selections in order to better access music-based interventions and the benefits they can offer.
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Affiliation(s)
| | - Erin Vasudevan
- School of Health Technology and Management, Stony Brook University, Stony Brook, NY, United States
| | - Margaret Schedel
- Consortium for Digital Arts, Culture, and Technology, Stony Brook University, Stony Brook, NY, United States
- Department of Biomedical Informatics, Stony Brook University, New York, NY, United States
| | - Daniel Weymouth
- Department of Biomedical Informatics, Stony Brook University, New York, NY, United States
- Department of Music, Stony Brook University, Stony Brook, NY, United States
| | - Jay Loomis
- Department of Music, Stony Brook University, Stony Brook, NY, United States
| | - Tzvia Pinkhasov
- School of Medicine, Stony Brook University, Stony Brook, NY, United States
| | - Lisa M. Muratori
- School of Health Technology and Management, Stony Brook University, Stony Brook, NY, United States
- Department of Biomedical Informatics, Stony Brook University, New York, NY, United States
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Meissner SN, Krause V, Südmeyer M, Hartmann CJ, Pollok B. The significance of brain oscillations in motor sequence learning: Insights from Parkinson's disease. NEUROIMAGE-CLINICAL 2018; 20:448-457. [PMID: 30128283 PMCID: PMC6095950 DOI: 10.1016/j.nicl.2018.08.009] [Citation(s) in RCA: 27] [Impact Index Per Article: 3.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 05/22/2018] [Revised: 07/20/2018] [Accepted: 08/07/2018] [Indexed: 01/09/2023]
Abstract
Motor sequence learning plays a pivotal role in various everyday activities. Motor-cortical beta oscillations have been suggested to be involved in this type of learning. In Parkinson's disease (PD), oscillatory activity within cortico-basal-ganglia circuits is altered. Pathologically increased beta oscillations have received particular attention as they may be associated with motor symptoms such as akinesia. In the present magnetoencephalography (MEG) study, we investigated PD patients and healthy controls (HC) during implicit motor sequence learning with the aim to shed light on the relation between changes of cortical brain oscillations and motor learning in PD with a particular focus on beta power. To this end, 20 PD patients (ON medication) and 20 age- and sex-matched HC were trained on a serial reaction time task while neuromagnetic activity was recorded using a 306-channel whole-head MEG system. PD patients showed reduced motor sequence acquisition and were more susceptible to interference by random trials after training on the task as compared to HC. Behavioral differences were paralleled by changes at the neurophysiological level. Diminished sequence acquisition was paralleled by less training-related beta power suppression in motor-cortical areas in PD patients as compared to HC. In addition, PD patients exhibited reduced training-related theta activity in motor-cortical areas paralleling susceptibility to interference. The results support the hypothesis that the acquisition of a new motor sequence relies on suppression of motor-cortical beta oscillations, while motor-cortical theta activity might be related to stabilization of the learned sequence as indicated by reduced susceptibility to interference. Both processes appear to be impaired in PD. Motor sequence acquisition and susceptibility to interference is altered in PD. Diminished sequence acquisition is paralleled by less beta power suppression in PD. Higher susceptibility to interference is accompanied by less theta activity in PD. The data imply the relevance of beta and theta activity to motor sequence learning.
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Affiliation(s)
- Sarah Nadine Meissner
- Institute of Clinical Neuroscience and Medical Psychology, Medical Faculty, Heinrich-Heine-University, Duesseldorf, Germany.
| | - Vanessa Krause
- Institute of Clinical Neuroscience and Medical Psychology, Medical Faculty, Heinrich-Heine-University, Duesseldorf, Germany
| | - Martin Südmeyer
- Department of Neurology, Ernst von Bergmann Klinikum, Potsdam, Germany
| | - Christian Johannes Hartmann
- Institute of Clinical Neuroscience and Medical Psychology, Medical Faculty, Heinrich-Heine-University, Duesseldorf, Germany; Department of Neurology, Medical Faculty, Heinrich-Heine-University, Duesseldorf, Germany
| | - Bettina Pollok
- Institute of Clinical Neuroscience and Medical Psychology, Medical Faculty, Heinrich-Heine-University, Duesseldorf, Germany
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11
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Michail G, Nikulin VV, Curio G, Maess B, Herrojo Ruiz M. Disruption of Boundary Encoding During Sensorimotor Sequence Learning: An MEG Study. Front Hum Neurosci 2018; 12:240. [PMID: 29946246 PMCID: PMC6005865 DOI: 10.3389/fnhum.2018.00240] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/21/2018] [Accepted: 05/24/2018] [Indexed: 11/13/2022] Open
Abstract
Music performance relies on the ability to learn and execute actions and their associated sounds. The process of learning these auditory-motor contingencies depends on the proper encoding of the serial order of the actions and sounds. Among the different serial positions of a behavioral sequence, the first and last (boundary) elements are particularly relevant. Animal and patient studies have demonstrated a specific neural representation for boundary elements in prefrontal cortical regions and in the basal ganglia, highlighting the relevance of their proper encoding. The neural mechanisms underlying the encoding of sequence boundaries in the general human population remain, however, largely unknown. In this study, we examined how alterations of auditory feedback, introduced at different ordinal positions (boundary or within-sequence element), affect the neural and behavioral responses during sensorimotor sequence learning. Analysing the neuromagnetic signals from 20 participants while they performed short piano sequences under the occasional effect of altered feedback (AF), we found that at around 150-200 ms post-keystroke, the neural activities in the dorsolateral prefrontal cortex (DLPFC) and supplementary motor area (SMA) were dissociated for boundary and within-sequence elements. Furthermore, the behavioral data demonstrated that feedback alterations on boundaries led to greater performance costs, such as more errors in the subsequent keystrokes. These findings jointly support the idea that the proper encoding of boundaries is critical in acquiring sensorimotor sequences. They also provide evidence for the involvement of a distinct neural circuitry in humans including prefrontal and higher-order motor areas during the encoding of the different classes of serial order.
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Affiliation(s)
- Georgios Michail
- Neurophysics Group, Department of Neurology, Campus Benjamin Franklin, Charité—Universitätsmedizin Berlin, Berlin, Germany
- Department of Psychiatry and Psychotherapy, St. Hedwig Hospital, Charité—Universitätsmedizin Berlin, Berlin, Germany
| | - Vadim V. Nikulin
- Neurophysics Group, Department of Neurology, Campus Benjamin Franklin, Charité—Universitätsmedizin Berlin, Berlin, Germany
- Department of Neurology, Max Planck Institute for Human Cognitive and Brain Sciences, Leipzig, Germany
- Center for Cognition and Decision Making, National Research University Higher School of Economics, Moscow, Russia
| | - Gabriel Curio
- Neurophysics Group, Department of Neurology, Campus Benjamin Franklin, Charité—Universitätsmedizin Berlin, Berlin, Germany
| | - Burkhard Maess
- Research Group “MEG and Cortical Networks”, Max Planck Institute for Human Cognitive and Brain Sciences, Leipzig, Germany
| | - María Herrojo Ruiz
- Neurophysics Group, Department of Neurology, Campus Benjamin Franklin, Charité—Universitätsmedizin Berlin, Berlin, Germany
- Department of Psychology, Whitehead Building, Goldsmiths, University of London, London, United Kingdom
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Herrojo Ruiz M, Maess B, Altenmüller E, Curio G, Nikulin VV. Cingulate and cerebellar beta oscillations are engaged in the acquisition of auditory-motor sequences. Hum Brain Mapp 2017; 38:5161-5179. [PMID: 28703919 PMCID: PMC6866917 DOI: 10.1002/hbm.23722] [Citation(s) in RCA: 21] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/06/2017] [Revised: 06/24/2017] [Accepted: 06/27/2017] [Indexed: 12/15/2022] Open
Abstract
Singing, music performance, and speech rely on the retrieval of complex sounds, which are generated by the corresponding actions and are organized into sequences. It is crucial in these forms of behavior that the serial organization (i.e., order) of both the actions and associated sounds be monitored and learned. To investigate the neural processes involved in the monitoring of serial order during the initial learning of sensorimotor sequences, we performed magnetoencephalographic recordings while participants explicitly learned short piano sequences under the effect of occasional alterations of auditory feedback (AAF). The main result was a prominent and selective modulation of beta (13-30 Hz) oscillations in cingulate and cerebellar regions during the processing of AAF that simulated serial order errors. Furthermore, the AAF-induced modulation of beta oscillations was associated with higher error rates, reflecting compensatory changes in sequence planning. This suggests that cingulate and cerebellar beta oscillations play a role in tracking serial order during initial sensorimotor learning and in updating the mapping of the sensorimotor representations. The findings support the notion that the modulation of beta oscillations is a candidate mechanism for the integration of sequential motor and auditory information during an early stage of skill acquisition in music performance. This has potential implications for singing and speech. Hum Brain Mapp 38:5161-5179, 2017. © 2017 Wiley Periodicals, Inc.
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Affiliation(s)
- María Herrojo Ruiz
- Neurophysics GroupDepartment of Neurology, Campus Benjamin Franklin, Charité – Universitätsmedizin BerlinBerlin12203Germany
- Department of PsychologyWhitehead Building, Goldsmiths, University of LondonLondonSE14 6NWUnited Kingdom
| | - Burkhard Maess
- Research Group “MEG and cortical networks”Max Planck Institute for Human, Cognitive and Brain SciencesLeipzigD‐04103Germany
| | - Eckart Altenmüller
- Institute of Music Physiology and Musicians' MedicineHanover University of Music, Drama, and MediaHanoverGermany
| | - Gabriel Curio
- Neurophysics GroupDepartment of Neurology, Campus Benjamin Franklin, Charité – Universitätsmedizin BerlinBerlin12203Germany
- Bernstein Center for Computational NeuroscienceBerlin10115Germany
| | - Vadim V. Nikulin
- Neurophysics GroupDepartment of Neurology, Campus Benjamin Franklin, Charité – Universitätsmedizin BerlinBerlin12203Germany
- Department of NeurologyMax Planck Institute for Human Cognitive and Brain SciencesLeipzigD‐04103Germany
- Center for Cognition and Decision MakingNational Research University Higher School of EconomicsRussian Federation
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Schepers IM, Beck AK, Bräuer S, Schwabe K, Abdallat M, Sandmann P, Dengler R, Rieger JW, Krauss JK. Human centromedian-parafascicular complex signals sensory cues for goal-oriented behavior selection. Neuroimage 2017; 152:390-399. [PMID: 28288908 DOI: 10.1016/j.neuroimage.2017.03.019] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/20/2016] [Revised: 02/28/2017] [Accepted: 03/09/2017] [Indexed: 01/21/2023] Open
Abstract
Experimental research has shown that the centromedian-parafascicular complex (CM-Pf) of the intralaminar thalamus is activated in attentional orienting and processing of behaviorally relevant stimuli. These observations resulted in the hypothesis that the CM-Pf plays a pivotal role in goal-oriented behavior selection. We here set out to test this hypothesis with electrophysiological recordings from patients with electrodes implanted in CM-Pf for deep brain stimulation (DBS) treatment of chronic neuropathic pain. Six patients participated in (1) an auditory three-class oddball experiment, which required a button press to target tones, but not to standard and deviant tones and in (2) a multi-speaker experiment with a target word that required attention selection and a target image that required response selection. Subjects showed transient neural responses (8-15Hz) to the target tone and the target word. Two subjects additionally showed transient neural responses (15-25Hz) to the target image. All sensory target stimuli were related to an internal goal and required a behavior selection (attention selection, response selection). In group analyses, neural responses were greater to target tones than deviant and standard tones and to target words than other task-relevant words that did not require attention selection. The transient neural responses occurred after the target stimuli but prior to the overt behavioral response. Our results demonstrate that in human subjects the CM-Pf is involved in signaling sensory inputs related to goal-oriented selection of behavior.
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Affiliation(s)
- Inga M Schepers
- Department of Psychology, Oldenburg University, Germany; Cluster of Excellence Hearing4All, Germany.
| | - Anne-Kathrin Beck
- Department of Neurosurgery, Hannover Medical School, Germany; Cluster of Excellence Hearing4All, Germany
| | - Susann Bräuer
- Department of Psychology, Oldenburg University, Germany; Cluster of Excellence Hearing4All, Germany
| | - Kerstin Schwabe
- Department of Neurosurgery, Hannover Medical School, Germany; Cluster of Excellence Hearing4All, Germany
| | | | - Pascale Sandmann
- Department of Otorhinolaryngology, University of Cologne, Cologne, Germany
| | - Reinhard Dengler
- Department of Neurology, Hannover Medical School, Hanover, Germany; Cluster of Excellence Hearing4All, Germany
| | - Jochem W Rieger
- Department of Psychology, Oldenburg University, Germany; Cluster of Excellence Hearing4All, Germany
| | - Joachim K Krauss
- Department of Neurosurgery, Hannover Medical School, Germany; Cluster of Excellence Hearing4All, Germany
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Predict or classify: The deceptive role of time-locking in brain signal classification. Sci Rep 2016; 6:28236. [PMID: 27320688 PMCID: PMC4913298 DOI: 10.1038/srep28236] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/07/2016] [Accepted: 05/31/2016] [Indexed: 02/02/2023] Open
Abstract
Several experimental studies claim to be able to predict the outcome of simple decisions from brain signals measured before subjects are aware of their decision. Often, these studies use multivariate pattern recognition methods with the underlying assumption that the ability to classify the brain signal is equivalent to predict the decision itself. Here we show instead that it is possible to correctly classify a signal even if it does not contain any predictive information about the decision. We first define a simple stochastic model that mimics the random decision process between two equivalent alternatives, and generate a large number of independent trials that contain no choice-predictive information. The trials are first time-locked to the time point of the final event and then classified using standard machine-learning techniques. The resulting classification accuracy is above chance level long before the time point of time-locking. We then analyze the same trials using information theory. We demonstrate that the high classification accuracy is a consequence of time-locking and that its time behavior is simply related to the large relaxation time of the process. We conclude that when time-locking is a crucial step in the analysis of neural activity patterns, both the emergence and the timing of the classification accuracy are affected by structural properties of the network that generates the signal.
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Abstract
After more than a century of work concentrating on the motor functions of the basal ganglia, new ideas have emerged, suggesting that the basal ganglia also have major functions in relation to learning habits and acquiring motor skills. We review the evidence supporting the role of the striatum in optimizing behavior by refining action selection and in shaping habits and skills as a modulator of motor repertoires. These findings challenge the notion that striatal learning processes are limited to the motor domain. The learning mechanisms supported by striatal circuitry generalize to other domains, including cognitive skills and emotion-related patterns of action.
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Affiliation(s)
- Ann M Graybiel
- McGovern Institute for Brain Research, Massachusetts Institute of Technology, Cambridge, Massachusetts 20139 Department of Brain and Cognitive Sciences, Massachusetts Institute of Technology, Cambridge, Massachusetts 20139
| | - Scott T Grafton
- Institute for Collaborative Biotechnologies, University of California, Santa Barbara, California 93106-9660 Department of Psychological and Brain Sciences, University of California, Santa Barbara, California 93106-9660
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β oscillations are linked to the initiation of sensory-cued movement sequences and the internal guidance of regular tapping in the monkey. J Neurosci 2015; 35:4635-40. [PMID: 25788680 DOI: 10.1523/jneurosci.4570-14.2015] [Citation(s) in RCA: 76] [Impact Index Per Article: 7.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/01/2023] Open
Abstract
β oscillations in the basal ganglia have been associated with interval timing. We recorded the putaminal local field potentials (LFPs) from monkeys performing a synchronization-continuation task (SCT) and a serial reaction-time task (RTT), where the animals produced regularly and irregularly paced tapping sequences, respectively. We compared the activation profile of β oscillations between tasks and found transient bursts of β activity in both the RTT and SCT. During the RTT, β power was higher at the beginning of the task, especially when LFPs were aligned to the stimuli. During the SCT, β was higher during the internally driven continuation phase, especially for tap-aligned LFPs. Interestingly, a set of LFPs showed an initial burst of β at the beginning of the SCT, similar to the RTT, followed by a decrease in β oscillations during the synchronization phase, to finally rebound during the continuation phase. The rebound during the continuation phase of the SCT suggests that the corticostriatal circuit is involved in the control of internally driven motor sequences. In turn, the transient bursts of β activity at the beginning of both tasks suggest that the basal ganglia produce a general initiation signal that engages the motor system in different sequential behaviors.
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