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Rosso M, Gener CN, Moens B, Maes PJ, Leman M. Perceptual coupling in human dyads: Kinematics does not affect interpersonal synchronization. Heliyon 2024; 10:e33831. [PMID: 39027589 PMCID: PMC11255578 DOI: 10.1016/j.heliyon.2024.e33831] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/23/2023] [Revised: 06/10/2024] [Accepted: 06/27/2024] [Indexed: 07/20/2024] Open
Abstract
The minimal, essential condition for individuals to interact is that they exchange information via at least one sensory channel. Once informational coupling is established, it enables basic forms of coordinated behavior to spontaneously emerge from the interaction. Our previous study revealed different coordination dynamics in dyads engaged in a joint finger-tapping task based on visual versus auditory coupling. This observation led us to propose the 'modality-dependent hypothesis', which posits that coordination dynamics are influenced by the sensory modality mediating informational coupling. However, recognizing that different modalities have inherent differences in accessing spatiotemporal features of perceived movement, we formulated the alternative 'kinematic hypothesis'. This hypothesis posits that differences in dynamics would vanish given equivalent kinematic information across modalities. The study involved forty (N = 40) participants, grouped into twenty (N = 20) dyads, who engaged in a joint finger-tapping task. This task was conducted under varying conditions of visual and auditory coupling, with manipulations in the access to kinematic information, categorized as discrete and continuous. Contrary to our initial predictions, the results strongly supported the 'modality-dependent hypothesis'. We observed that visual and auditory coupling consistently yielded distinct attractor dynamics, regardless of the access to kinematic information. Furthermore, all conditions of auditory coupling resulted in higher levels of synchronization than their visual counterparts. These findings suggest that the differences in interpersonal synchronization are predominantly influenced by the sensory modality, rather than the continuity of kinematic information. Our study highlights the significance of sensorimotor interactions in interpersonal synchronization and addresses the potential of sonification strategies in supporting motor training and rehabilitation.
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Affiliation(s)
- Mattia Rosso
- IPEM - Institute for Systematic Musicology, Ghent University, Ghent, Flanders, 9000, Belgium
| | - Canan Nuran Gener
- IPEM - Institute for Systematic Musicology, Ghent University, Ghent, Flanders, 9000, Belgium
| | - Bart Moens
- IPEM - Institute for Systematic Musicology, Ghent University, Ghent, Flanders, 9000, Belgium
| | - Pieter-Jan Maes
- IPEM - Institute for Systematic Musicology, Ghent University, Ghent, Flanders, 9000, Belgium
| | - Marc Leman
- IPEM - Institute for Systematic Musicology, Ghent University, Ghent, Flanders, 9000, Belgium
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2
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Momtaz S, Bidelman GM. Effects of Stimulus Rate and Periodicity on Auditory Cortical Entrainment to Continuous Sounds. eNeuro 2024; 11:ENEURO.0027-23.2024. [PMID: 38253583 PMCID: PMC10913036 DOI: 10.1523/eneuro.0027-23.2024] [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: 01/23/2023] [Revised: 01/14/2024] [Accepted: 01/16/2024] [Indexed: 01/24/2024] Open
Abstract
The neural mechanisms underlying the exogenous coding and neural entrainment to repetitive auditory stimuli have seen a recent surge of interest. However, few studies have characterized how parametric changes in stimulus presentation alter entrained responses. We examined the degree to which the brain entrains to repeated speech (i.e., /ba/) and nonspeech (i.e., click) sounds using phase-locking value (PLV) analysis applied to multichannel human electroencephalogram (EEG) data. Passive cortico-acoustic tracking was investigated in N = 24 normal young adults utilizing EEG source analyses that isolated neural activity stemming from both auditory temporal cortices. We parametrically manipulated the rate and periodicity of repetitive, continuous speech and click stimuli to investigate how speed and jitter in ongoing sound streams affect oscillatory entrainment. Neuronal synchronization to speech was enhanced at 4.5 Hz (the putative universal rate of speech) and showed a differential pattern to that of clicks, particularly at higher rates. PLV to speech decreased with increasing jitter but remained superior to clicks. Surprisingly, PLV entrainment to clicks was invariant to periodicity manipulations. Our findings provide evidence that the brain's neural entrainment to complex sounds is enhanced and more sensitized when processing speech-like stimuli, even at the syllable level, relative to nonspeech sounds. The fact that this specialization is apparent even under passive listening suggests a priority of the auditory system for synchronizing to behaviorally relevant signals.
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Affiliation(s)
- Sara Momtaz
- School of Communication Sciences & Disorders, University of Memphis, Memphis, Tennessee 38152
- Boys Town National Research Hospital, Boys Town, Nebraska 68131
| | - Gavin M Bidelman
- Department of Speech, Language and Hearing Sciences, Indiana University, Bloomington, Indiana 47408
- Program in Neuroscience, Indiana University, Bloomington, Indiana 47405
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Tharawadeepimuk K, Limroongreungrat W, Pilanthananond M, Nanbancha A. Auditory Cue Effects on Gait-Phase-Dependent Electroencephalogram (EEG) Modulations during Overground and Treadmill Walking. SENSORS (BASEL, SWITZERLAND) 2024; 24:1548. [PMID: 38475084 DOI: 10.3390/s24051548] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/12/2023] [Revised: 02/02/2024] [Accepted: 02/21/2024] [Indexed: 03/14/2024]
Abstract
Walking rehabilitation following injury or disease involves voluntary gait modification, yet the specific brain signals underlying this process remains unclear. This aim of this study was to investigate the impact of an auditory cue on changes in brain activity when walking overground (O) and on a treadmill (T) using an electroencephalogram (EEG) with a 32-electrode montage. Employing a between-group repeated-measures design, 24 participants (age: 25.7 ± 3.8 years) were randomly allocated to either an O (n = 12) or T (n = 12) group to complete two walking conditions (self-selected speed control (sSC) and speed control (SC)). The differences in brain activities during the gait cycle were investigated using statistical non-parametric mapping (SnPM). The addition of an auditory cue did not modify cortical activity in any brain area during the gait cycle when walking overground (all p > 0.05). However, significant differences in EEG activity were observed in the delta frequency band (0.5-4 Hz) within the sSC condition between the O and T groups. These differences occurred at the central frontal (loading phase) and frontocentral (mid stance phase) brain areas (p < 0.05). Our data suggest auditory cueing has little impact on modifying cortical activity during overground walking. This may have practical implications in neuroprosthesis development for walking rehabilitation, sports performance optimization, and overall human quality-of-life improvement.
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Affiliation(s)
| | | | | | - Ampika Nanbancha
- College of Sports Science and Technology, Mahidol University, Nakhon Pathom 73170, Thailand
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Vanbilsen N, Kotz SA, Rosso M, Leman M, Triccas LT, Feys P, Moumdjian L. Auditory attention measured by EEG in neurological populations: systematic review of literature and meta-analysis. Sci Rep 2023; 13:21064. [PMID: 38030693 PMCID: PMC10687139 DOI: 10.1038/s41598-023-47597-5] [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: 08/28/2023] [Accepted: 11/16/2023] [Indexed: 12/01/2023] Open
Abstract
Sensorimotor synchronization strategies have been frequently used for gait rehabilitation in different neurological populations. Despite these positive effects on gait, attentional processes required to dynamically attend to the auditory stimuli needs elaboration. Here, we investigate auditory attention in neurological populations compared to healthy controls quantified by EEG recordings. Literature was systematically searched in databases PubMed and Web of Science. Inclusion criteria were investigation of auditory attention quantified by EEG recordings in neurological populations in cross-sectional studies. In total, 35 studies were included, including participants with Parkinson's disease (PD), stroke, Traumatic Brain Injury (TBI), Multiple Sclerosis (MS), Amyotrophic Lateral Sclerosis (ALS). A meta-analysis was performed on P3 amplitude and latency separately to look at the differences between neurological populations and healthy controls in terms of P3 amplitude and latency. Overall, neurological populations showed impairments in auditory processing in terms of magnitude and delay compared to healthy controls. Consideration of individual auditory processes and thereafter selecting and/or designing the auditory structure during sensorimotor synchronization paradigms in neurological physical rehabilitation is recommended.
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Affiliation(s)
- Nele Vanbilsen
- Universitair Multiple Sclerosis Centrum (UMSC), Hasselt-Pelt, Hasselt, Belgium.
- Faculty of Rehabilitation Sciences, REVAL Rehabilitation Research Center, University of Hasselt, Agoralaan Gebouw A, 3590, Diepenbeek, Belgium.
| | - Sonja A Kotz
- Department of Neuropsychology and Psychopharmacology, Faculty of Psychology and Neuroscience, Maastricht University, Maastricht, The Netherlands
| | - Mattia Rosso
- Faculty of Arts and Philosophy, IPEM Institute of Psychoacoustics and Electronic Music, University of Ghent, Miriam Makebaplein 1, 9000, Gent, Belgium
- Université de Lille, ULR 4072 - PSITEC - Psychologie: Interactions, Temps, Emotions, Cognition, Lille, France
| | - Marc Leman
- Faculty of Arts and Philosophy, IPEM Institute of Psychoacoustics and Electronic Music, University of Ghent, Miriam Makebaplein 1, 9000, Gent, Belgium
| | - Lisa Tedesco Triccas
- Faculty of Rehabilitation Sciences, REVAL Rehabilitation Research Center, University of Hasselt, Agoralaan Gebouw A, 3590, Diepenbeek, Belgium
- Department of Movement and Clinical Neurosciences, Institute of Neurology, University College London, 33 Queen Square, London, UK
| | - Peter Feys
- Universitair Multiple Sclerosis Centrum (UMSC), Hasselt-Pelt, Hasselt, Belgium
- Faculty of Rehabilitation Sciences, REVAL Rehabilitation Research Center, University of Hasselt, Agoralaan Gebouw A, 3590, Diepenbeek, Belgium
| | - Lousin Moumdjian
- Universitair Multiple Sclerosis Centrum (UMSC), Hasselt-Pelt, Hasselt, Belgium
- Faculty of Rehabilitation Sciences, REVAL Rehabilitation Research Center, University of Hasselt, Agoralaan Gebouw A, 3590, Diepenbeek, Belgium
- Faculty of Arts and Philosophy, IPEM Institute of Psychoacoustics and Electronic Music, University of Ghent, Miriam Makebaplein 1, 9000, Gent, Belgium
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Rosso M, van Kerrebroeck B, Maes PJ, Leman M. Embodied perspective-taking enhances interpersonal synchronization: A body-swap study. iScience 2023; 26:108099. [PMID: 37920667 PMCID: PMC10618832 DOI: 10.1016/j.isci.2023.108099] [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: 04/04/2023] [Revised: 06/20/2023] [Accepted: 09/27/2023] [Indexed: 11/04/2023] Open
Abstract
Humans exhibit a strong tendency to synchronize movements with each other, with visual perspective potentially influencing interpersonal synchronization. By manipulating the visual scenes of participants engaged in a joint finger-tapping task, we examined the effects of 1st person and 2nd person visual perspectives on their coordination dynamics. We hypothesized that perceiving the partner's movements from their 1st person perspective would enhance spontaneous interpersonal synchronization, potentially mediated by the embodiment of the partner's hand. We observed significant differences in attractor dynamics across visual perspectives. Specifically, participants in 1st person coupling were unable to maintain de-coupled trajectories as effectively as in 2nd person coupling. Our findings suggest that visual perspective influences coordination dynamics in dyadic interactions, engaging error-correction mechanisms in individual brains as they integrate the partner's hand into their body representation. Our results have the potential to inform the development of applications for motor training and rehabilitation.
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Affiliation(s)
- Mattia Rosso
- IPEM - Institute for Systematic Musicology, Ghent University, 9000 Ghent, Flanders, Belgium
- PSITEC - Psychologie: Interactions, Temps, Emotions, Cognition - ULR 4072, University of Lille, 59650 Lille, Hauts-de-France, France
| | - Bavo van Kerrebroeck
- IPEM - Institute for Systematic Musicology, Ghent University, 9000 Ghent, Flanders, Belgium
- SPL - Sequence Production Lab, McGill University, Montreal, Quebec H3A 1B1, Canada
- IDMIL – Input Devices. And Music Interaction Laboratory, McGill University, Montréal, Québec H3A 1E3, Canada
| | - Pieter-Jan Maes
- IPEM - Institute for Systematic Musicology, Ghent University, 9000 Ghent, Flanders, Belgium
| | - Marc Leman
- IPEM - Institute for Systematic Musicology, Ghent University, 9000 Ghent, Flanders, Belgium
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Rosso M, Moens B, Leman M, Moumdjian L. Neural entrainment underpins sensorimotor synchronization to dynamic rhythmic stimuli. Neuroimage 2023; 277:120226. [PMID: 37321359 DOI: 10.1016/j.neuroimage.2023.120226] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/25/2023] [Revised: 05/02/2023] [Accepted: 06/12/2023] [Indexed: 06/17/2023] Open
Abstract
Neural entrainment, defined as unidirectional synchronization of neural oscillations to an external rhythmic stimulus, is a topic of major interest in the field of neuroscience. Despite broad scientific consensus on its existence, on its pivotal role in sensory and motor processes, and on its fundamental definition, empirical research struggles in quantifying it with non-invasive electrophysiology. To this date, broadly adopted state-of-the-art methods still fail to capture the dynamic underlying the phenomenon. Here, we present event-related frequency adjustment (ERFA) as a methodological framework to induce and to measure neural entrainment in human participants, optimized for multivariate EEG datasets. By applying dynamic phase and tempo perturbations to isochronous auditory metronomes during a finger-tapping task, we analyzed adaptive changes in instantaneous frequency of entrained oscillatory components during error correction. Spatial filter design allowed us to untangle, from the multivariate EEG signal, perceptual and sensorimotor oscillatory components attuned to the stimulation frequency. Both components dynamically adjusted their frequency in response to perturbations, tracking the stimulus dynamics by slowing down and speeding up the oscillation over time. Source separation revealed that sensorimotor processing enhanced the entrained response, supporting the notion that the active engagement of the motor system plays a critical role in processing rhythmic stimuli. In the case of phase shift, motor engagement was a necessary condition to observe any response, whereas sustained tempo changes induced frequency adjustment even in the perceptual oscillatory component. Although the magnitude of the perturbations was controlled across positive and negative direction, we observed a general bias in the frequency adjustments towards positive changes, which points at the effect of intrinsic dynamics constraining neural entrainment. We conclude that our findings provide compelling evidence for neural entrainment as mechanism underlying overt sensorimotor synchronization, and highlight that our methodology offers a paradigm and a measure for quantifying its oscillatory dynamics by means of non-invasive electrophysiology, rigorously informed by the fundamental definition of entrainment.
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Affiliation(s)
- Mattia Rosso
- IPEM Institute for Systematic Musicology, Ghent University, Ghent, Belgium; Université de Lille, ULR 4072 - PSITEC - Psychologie: Interactions, Temps, Emotions, Cognition, Lille, France.
| | - Bart Moens
- IPEM Institute for Systematic Musicology, Ghent University, Ghent, Belgium
| | - Marc Leman
- IPEM Institute for Systematic Musicology, Ghent University, Ghent, Belgium
| | - Lousin Moumdjian
- IPEM Institute for Systematic Musicology, Ghent University, Ghent, Belgium; REVAL Rehabilitation Research Center, Faculty of Rehabilitation Sciences, Hasselt University, Hasselt, Belgium; UMSC Hasselt, Pelt, Belgium
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Wen XQ, Zhang J, Ren J. Sustained Effect of Auditory Entrainment With Coordinated Movement Varies With Temporal Complexity of Sequential Tapping. Percept Mot Skills 2023; 130:1013-1039. [PMID: 36938908 DOI: 10.1177/00315125231162748] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 03/21/2023]
Abstract
While the ability to coordinate movements temporally with rhythmic auditory stimuli is universal, previous investigators showed that accurate rhythm reproduction depends on temporal complexity. To date, the effect of multiple pitches on the timing of rhythmic movements has been assumed. Exploring a possible sustained entrainment effect of auditory stimuli on sequential movement might further elucidate the role of temporal complexity and its interaction with multiple pitch engagement. Thus, we investigated the sustained effect of auditory entrainment and the interaction between temporal complexity and pitch on predefined sequential tapping with tapping sequences predefined before a synchronization-timekeeping task. Temporal complexity was manipulated by increasing the number of non-integer ratios in temporal rhythm. The rhythm sequences were presented with either multiple pitches or a single pitch. We found a reduction in mean asynchronies and ratio error in three rhythms with non-integer ratios, while inter-response interval error was reduced in the integer rhythm and the rhythm with one repetitive integer ratio and one non-integer ratio. Ratio error remanence was less in rhythms with two non-integer ratios. We found no significant difference between the two pitch types. There was a sustained entrainment effect of sequential tapping that varied with differing temporal complexity, and pitch information was not essential for auditory entrainment. These findings provide support for possible interventions aimed at motor learning.
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Affiliation(s)
- Xiao-Qian Wen
- School of Psychology, 66315Shanghai University of Sport, Shanghai, China.,Heilongjiang Shooting, Cycling and Archery Sports Management Center, Harbin, China
| | - Jun Zhang
- School of Kinesiology, 540176Shanghai University of Sport, Shanghai, China.,School of Sport Communication and Information Technology, Shandong Sport University, Jinan, China
| | - Jie Ren
- China Table Tennis College, 66315Shanghai University of Sport, Shanghai, China
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Rosso M, Heggli OA, Maes PJ, Vuust P, Leman M. Mutual beta power modulation in dyadic entrainment. Neuroimage 2022; 257:119326. [PMID: 35667334 DOI: 10.1016/j.neuroimage.2022.119326] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/12/2022] [Revised: 03/22/2022] [Accepted: 05/19/2022] [Indexed: 11/17/2022] Open
Abstract
Across a broad spectrum of interactions, humans exhibit a prominent tendency to synchronize their movements with one another. Traditionally, this phenomenon has been explained from the perspectives of predictive coding or dynamical systems theory. While these theories diverge with respect to whether individuals hold internal models of each other, they both assume a predictive or anticipatory mechanism enabling rhythmic interactions. However, the neural bases underpinning interpersonal synchronization are still a subject under active investigation. Here we provide evidence that the brain relies on a common oscillatory mechanism to pace self-generated rhythmic movements and to track the movements produced by a partner. By performing dual-electroencephalography recordings during a joint finger-tapping task, we identified an oscillatory component in the beta range (∼ 20 Hz), which was significantly modulated by both self-generated and other-generated movement. In conditions where the partners perceived each other, we observed periodic fluctuations of beta power as a function of the reciprocal movement cycles. Crucially, this modulation occurred both in visually and in auditorily coupled conditions, and was accompanied by recurrent periods of dyadic synchronized behavior. Our results show that periodic beta power modulations may be a critical mechanism underlying interpersonal synchronization, possibly enabling mutual predictions between coupled individuals, leading to co-regulation of timing and overt mutual adaptation. Our findings thus provide a potential bridge between influential theories attempting to explain interpersonal coordination, and a concrete connection to its neurophysiological bases.
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Affiliation(s)
- Mattia Rosso
- IPEM Institute for Systematic Musicology - Ghent University, Miriam Makebaplein 1, Ghent 9000, Belgium.
| | - Ole A Heggli
- Center for Music in the Brain - Aarhus University, Universitetsbyen 3 - Building 1710, Aarhus C 8000, Denmark
| | - Pieter J Maes
- IPEM Institute for Systematic Musicology - Ghent University, Miriam Makebaplein 1, Ghent 9000, Belgium
| | - Peter Vuust
- Center for Music in the Brain - Aarhus University, Universitetsbyen 3 - Building 1710, Aarhus C 8000, Denmark
| | - Marc Leman
- IPEM Institute for Systematic Musicology - Ghent University, Miriam Makebaplein 1, Ghent 9000, Belgium
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Tamplin J, Morris ME, Baker FA, Sousa TV, Haines S, Dunn S, Tull V, Vogel AP. ParkinSong Online: protocol for a telehealth feasibility study of therapeutic group singing for people with Parkinson's disease. BMJ Open 2021; 11:e058953. [PMID: 34930750 PMCID: PMC8689189 DOI: 10.1136/bmjopen-2021-058953] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/22/2022] Open
Abstract
INTRODUCTION Parkinson's disease can be associated with speech deterioration and low communication confidence which in turn compromises social interaction. Therapeutic singing is an engaging method for combatting speech decline; however, face-to-face delivery can limit access to group singing. The aim of this study is to test the feasibility and acceptability of an online mode of delivery for a Parkinson's singing intervention (ParkinSong) as well as remote data collection procedures. METHODS AND ANALYSIS This ParkinSong Online feasibility trial is a single-arm, pre-post study of online singing delivery and remote data collection for 30 people living with Parkinson's. The primary outcome measure is feasibility: recruitment, retention, attendance, safety, intervention fidelity, acceptability and associated costs. Secondary outcomes are speech (loudness, intelligibility, quality, communication-related quality of life) and wellbeing (apathy, depression, anxiety, stress, health-related quality of life). This mode of delivery aims to increase the accessibility of singing interventions. ETHICS AND DISSEMINATION Ethics approval was obtained from The University of Melbourne Human Research Ethics Committee (2021-14465-16053-3) and the trial has been prospectively registered. Results will be presented at national and international conferences, published in a peer-reviewed journal, and disseminated to the Parkinson's community, researchers and policymakers. TRIAL REGISTRATION NUMBER ACTRN12621000940875.
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Affiliation(s)
- Jeanette Tamplin
- Faculty of Fine Arts and Music, The University of Melbourne, Melbourne, Victoria, Australia
- Music Therapy, Austin Health, Heidelberg, Victoria, Australia
| | - Meg E Morris
- Academic and Research Collaborative in Health, La Trobe University, Bundoora, Victoria, Australia
- The Victorian Rehabilitation Centre, Healthscope Limited, Glen Waverly, Victoria, Australia
| | - Felicity A Baker
- Faculty of Fine Arts and Music, The University of Melbourne, Melbourne, Victoria, Australia
- Centre for Music and Health, Norwegian Academy of Music, Oslo, Norway
| | - Tanara Vieira Sousa
- Faculty of Fine Arts and Music, The University of Melbourne, Melbourne, Victoria, Australia
- Centre for Health Policy, The University of Melbourne School of Population and Global Health, Carlton, Victoria, Australia
| | - Simon Haines
- Faculty of Fine Arts and Music, The University of Melbourne, Melbourne, Victoria, Australia
- Academic and Research Collaborative in Health, La Trobe University, Bundoora, Victoria, Australia
| | - Stephen Dunn
- Consumer Representative, Melbourne, Victoria, Australia
| | - Victoria Tull
- Fight Parkinson's (Formerly Parkinson's Victoria), Surrey Hills, Victoria, Australia
| | - Adam P Vogel
- Centre for Neuroscience of Speech, The University of Melbourne, Melbourne, Victoria, Australia
- Department of Neurodegeneration, Hertie Institute for Clinical Brain Research, University of Tubingen, Tubingen, Germany
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