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Matthews TE, Lumaca M, Witek MAG, Penhune VB, Vuust P. Music reward sensitivity is associated with greater information transfer capacity within dorsal and motor white matter networks in musicians. Brain Struct Funct 2024:10.1007/s00429-024-02836-x. [PMID: 39052097 DOI: 10.1007/s00429-024-02836-x] [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: 02/19/2024] [Accepted: 07/12/2024] [Indexed: 07/27/2024]
Abstract
There are pronounced differences in the degree to which individuals experience music-induced pleasure which are linked to variations in structural connectivity between auditory and reward areas. However, previous studies exploring the link between white matter structure and music reward sensitivity (MRS) have relied on standard diffusion tensor imaging methods, which present challenges in terms of anatomical accuracy and interpretability. Further, the link between MRS and connectivity in regions outside of auditory-reward networks, as well as the role of musical training, have yet to be investigated. Therefore, we investigated the relation between MRS and structural connectivity in a large number of directly segmented and anatomically verified white matter tracts in musicians (n = 24) and non-musicians (n = 23) using state-of-the-art tract reconstruction and fixel-based analysis. Using a manual tract-of-interest approach, we additionally tested MRS-white matter associations in auditory-reward networks seen in previous studies. Within the musician group, there was a significant positive relation between MRS and fiber density and cross section in the right middle longitudinal fascicle connecting auditory and inferior parietal cortices. There were also positive relations between MRS and fiber-bundle cross-section in tracts connecting the left thalamus to the ventral precentral gyrus and connecting the right thalamus to the right supplementary motor area, however, these did not survive FDR correction. These results suggest that, within musicians, dorsal auditory and motor networks are crucial to MRS, possibly via their roles in top-down predictive processing and auditory-motor transformations.
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Affiliation(s)
- Tomas E Matthews
- Center for Music in the Brain, Department of Clinical Medicine, Aarhus University Hospital, Nørrebrogade 44, Building 1A, Aarhus C, 8000, Denmark.
| | - Massimo Lumaca
- Center for Music in the Brain, Department of Clinical Medicine, Aarhus University Hospital, Nørrebrogade 44, Building 1A, Aarhus C, 8000, Denmark
| | - Maria A G Witek
- Department of Music School of Languages, Art History and Music, University of Birmingham, Cultures, Birmingham, B15 2TT, UK
| | - Virginia B Penhune
- Department of Psychology, Concordia University, 7141 Sherbrooke St W, Montreal, QC, H4B 1R6, Canada
| | - Peter Vuust
- Center for Music in the Brain, Department of Clinical Medicine, Aarhus University Hospital, Nørrebrogade 44, Building 1A, Aarhus C, 8000, Denmark
- Royal Academy of Music, Skovgaardsgade 2C, Aarhus C, DK-8000, Denmark
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von Schnehen A, Hobeika L, Houot M, Recher A, Puisieux F, Huvent-Grelle D, Samson S. Sensorimotor Impairment in Aging and Neurocognitive Disorders: Beat Synchronization and Adaptation to Tempo Changes. J Alzheimers Dis 2024:JAD231433. [PMID: 38995777 DOI: 10.3233/jad-231433] [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: 07/14/2024]
Abstract
Background Understanding the nature and extent of sensorimotor decline in aging individuals and those with neurocognitive disorders (NCD), such as Alzheimer's disease, is essential for designing effective music-based interventions. Our understanding of rhythmic functions remains incomplete, particularly in how aging and NCD affect sensorimotor synchronization and adaptation to tempo changes. Objective This study aimed to investigate how aging and NCD severity impact tapping to metronomes and music, with and without tempo changes. Methods Patients from a memory clinic participated in a tapping task, synchronizing with metronomic and musical sequences, some of which contained sudden tempo changes. After exclusions, 51 patients were included in the final analysis. Results Participants' Mini-Mental State Examination scores were associated with tapping consistency. Additionally, age negatively influenced consistency when synchronizing with a musical beat, whereas consistency remained stable across age when tapping with a metronome. Conclusions The results indicate that the initial decline of attention and working memory with age may impact perception and synchronization to a musical beat, whereas progressive NCD-related cognitive decline results in more widespread sensorimotor decline, affecting tapping irrespective of audio type. These findings underline the importance of customizing rhythm-based interventions to the needs of older adults and individuals with NCD, taking into consideration their cognitive as well as their rhythmic aptitudes.
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Affiliation(s)
- Andres von Schnehen
- Univ. Lille, ULR 4072 - PSITEC - Psychologie: Interactions, Temps, Emotions, Cognition, Lille, France
| | - Lise Hobeika
- Univ. Lille, ULR 4072 - PSITEC - Psychologie: Interactions, Temps, Emotions, Cognition, Lille, France
- Sorbonne Université, Institut du Cerveau - Paris Brain Institute - ICM, Inserm, CNRS, APHP, Hôpital de la Pitié Salpêtrière, Paris, France
- Institut Pasteur, Université Paris Cité, Inserm, Institut de l'Audition, Paris, France
| | - Marion Houot
- Centre of Excellence of Neurodegenerative Disease (CoEN), AP-HP, Pitié-Salpêtrière Hospital, Paris, France
- Department of Neurology, Institute of Memory and Alzheimer's Disease (IM2A), AP-HP, Pitié-Salpêtrière Hospital, Paris, France
- Clinical Investigation Centre, Institut du Cerveau et de la Moelle épinière (ICM), Pitié-Salpêtrière Hospital, Paris, France
| | - Arnaud Recher
- STMS, IRCAM, Sorbonne Université, CNRS, Ministère de la Culture, Paris, France
| | - François Puisieux
- Hôpital Gériatrique les Bateliers, Pôle de Gérontologie, CHU Lille, Lille, France
| | | | - Séverine Samson
- Univ. Lille, ULR 4072 - PSITEC - Psychologie: Interactions, Temps, Emotions, Cognition, Lille, France
- Sorbonne Université, Institut du Cerveau - Paris Brain Institute - ICM, Inserm, CNRS, APHP, Hôpital de la Pitié Salpêtrière, Paris, France
- Institut Pasteur, Université Paris Cité, Inserm, Institut de l'Audition, Paris, France
- Epilepsy Unit, AP-HP, GHU Pitié-Salpêtrière-Charles Foix, Paris, France
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Pei H, Jiang S, Liu M, Ye G, Qin Y, Liu Y, Duan M, Yao D, Luo C. Simultaneous EEG-fMRI Investigation of Rhythm-Dependent Thalamo-Cortical Circuits Alteration in Schizophrenia. Int J Neural Syst 2024; 34:2450031. [PMID: 38623649 DOI: 10.1142/s012906572450031x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 04/17/2024]
Abstract
Schizophrenia is accompanied by aberrant interactions of intrinsic brain networks. However, the modulatory effect of electroencephalography (EEG) rhythms on the functional connectivity (FC) in schizophrenia remains unclear. This study aims to provide new insight into network communication in schizophrenia by integrating FC and EEG rhythm information. After collecting simultaneous resting-state EEG-functional magnetic resonance imaging data, the effect of rhythm modulations on FC was explored using what we term "dynamic rhythm information." We also investigated the synergistic relationships among three networks under rhythm modulation conditions, where this relationship presents the coupling between two brain networks with other networks as the center by the rhythm modulation. This study found FC between the thalamus and cortical network regions was rhythm-specific. Further, the effects of the thalamus on the default mode network (DMN) and salience network (SN) were less similar under alpha rhythm modulation in schizophrenia patients than in controls ([Formula: see text]). However, the similarity between the effects of the central executive network (CEN) on the DMN and SN under gamma modulation was greater ([Formula: see text]), and the degree of coupling was negatively correlated with the duration of disease ([Formula: see text], [Formula: see text]). Moreover, schizophrenia patients exhibited less coupling with the thalamus as the center and greater coupling with the CEN as the center. These results indicate that modulations in dynamic rhythms might contribute to the disordered functional interactions seen in schizophrenia.
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Affiliation(s)
- Haonan Pei
- The Clinical Hospital of Chengdu Brain Science Institute, MOE Key Lab for Neuroinformation, School of Life Science and Technology, University of Electronic Science and Technology of China, Chengdu, P. R. China
| | - Sisi Jiang
- The Clinical Hospital of Chengdu Brain Science Institute, MOE Key Lab for Neuroinformation, School of Life Science and Technology, University of Electronic Science and Technology of China, Chengdu, P. R. China
| | - Mei Liu
- The Clinical Hospital of Chengdu Brain Science Institute, MOE Key Lab for Neuroinformation, School of Life Science and Technology, University of Electronic Science and Technology of China, Chengdu, P. R. China
| | - Guofeng Ye
- The Clinical Hospital of Chengdu Brain Science Institute, MOE Key Lab for Neuroinformation, School of Life Science and Technology, University of Electronic Science and Technology of China, Chengdu, P. R. China
| | - Yun Qin
- The Clinical Hospital of Chengdu Brain Science Institute, MOE Key Lab for Neuroinformation, School of Life Science and Technology, University of Electronic Science and Technology of China, Chengdu, P. R. China
| | - Yayun Liu
- The Clinical Hospital of Chengdu Brain Science Institute, MOE Key Lab for Neuroinformation, School of Life Science and Technology, University of Electronic Science and Technology of China, Chengdu, P. R. China
| | - Mingjun Duan
- Department of Psychiatry, The Clinical Hospital of Chengdu Brain Science Institute, University of Electronic Science and Technology of China, Chengdu, P. R. China
| | - Dezhong Yao
- The Clinical Hospital of Chengdu Brain Science Institute, University of Electronic Science and Technology of China, Chengdu 611731, P. R. China
- High-Field Magnetic Resonance Brain Imaging Key Laboratory of Sichuan Province, Center for Information in Medicine, University of Electronic Science and Technology of China, Chengdu, P. R. China
- Research Unit of NeuroInformation Chinese, Academy of Medical Sciences, 2019RU035, Chengdu, P. R. China
| | - Cheng Luo
- The Clinical Hospital of Chengdu Brain Science Institute, University of Electronic Science and Technology of China, Chengdu 611731, P. R. China
- High-Field Magnetic Resonance Brain Imaging Key Laboratory of Sichuan Province, Center for Information in Medicine, University of Electronic Science and Technology of China, Chengdu, P. R. China
- Research Unit of NeuroInformation Chinese, Academy of Medical Sciences, 2019RU035, Chengdu, P. R. China
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Salakka I, Pitkäniemi A, Pentikäinen E, Saari P, Toiviainen P, Särkämö T. Emotional and musical factors combined with song-specific age predict the subjective autobiographical saliency of music in older adults. PSYCHOLOGY OF MUSIC 2024; 52:305-321. [PMID: 38708378 PMCID: PMC11068497 DOI: 10.1177/03057356231186961] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Indexed: 05/07/2024]
Abstract
Music that evokes strong emotional responses is often experienced as autobiographically salient. Through emotional experience, the musical features of songs could also contribute to their subjective autobiographical saliency. Songs which have been popular during adolescence or young adulthood (ages 10-30) are more likely to evoke stronger memories, a phenomenon known as a reminiscence bump. In the present study, we sought to determine how song-specific age, emotional responsiveness to music, musical features, and subjective memory functioning contribute to the subjective autobiographical saliency of music in older adults. In a music listening study, 112 participants rated excerpts of popular songs from the 1950s to the 1980s for autobiographical saliency. Additionally, they filled out questionnaires about emotional responsiveness to music and subjective memory functioning. The song excerpts' musical features were extracted computationally using MIRtoolbox. Results showed that autobiographical saliency was best predicted by song-specific age and emotional responsiveness to music and musical features. Newer songs that were more similar in rhythm to older songs were also rated higher in autobiographical saliency. Overall, this study contributes to autobiographical memory research by uncovering a set of factors affecting the subjective autobiographical saliency of music.
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Affiliation(s)
- Ilja Salakka
- Music, Ageing and Rehabilitation Team, Cognitive Brain Research Unit, Department of Psychology and Logopedics, Faculty of Medicine, University of Helsinki, Helsinki, Finland
- Centre of Excellence in Music, Mind, Body and Brain, University of Jyväskylä and University of Helsinki, Helsinki, Finland
- Rehabilitation Foundation, Helsinki, Finland
| | - Anni Pitkäniemi
- Music, Ageing and Rehabilitation Team, Cognitive Brain Research Unit, Department of Psychology and Logopedics, Faculty of Medicine, University of Helsinki, Helsinki, Finland
- Centre of Excellence in Music, Mind, Body and Brain, University of Jyväskylä and University of Helsinki, Helsinki, Finland
| | - Emmi Pentikäinen
- Music, Ageing and Rehabilitation Team, Cognitive Brain Research Unit, Department of Psychology and Logopedics, Faculty of Medicine, University of Helsinki, Helsinki, Finland
- Centre of Excellence in Music, Mind, Body and Brain, University of Jyväskylä and University of Helsinki, Helsinki, Finland
| | - Pasi Saari
- Department of Music, Art and Culture Studies, University of Jyväskylä, Jyväskylä, Finland
| | - Petri Toiviainen
- Centre of Excellence in Music, Mind, Body and Brain, University of Jyväskylä and University of Helsinki, Helsinki, Finland
- Department of Music, Art and Culture Studies, University of Jyväskylä, Jyväskylä, Finland
| | - Teppo Särkämö
- Music, Ageing and Rehabilitation Team, Cognitive Brain Research Unit, Department of Psychology and Logopedics, Faculty of Medicine, University of Helsinki, Helsinki, Finland
- Centre of Excellence in Music, Mind, Body and Brain, University of Jyväskylä and University of Helsinki, Helsinki, Finland
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Dahary H, Rimmer C, Quintin EM. Musical Beat Perception Skills of Autistic and Neurotypical Children. J Autism Dev Disord 2024; 54:1453-1467. [PMID: 36635432 DOI: 10.1007/s10803-022-05864-w] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 12/06/2022] [Indexed: 01/14/2023]
Abstract
Many autistic children show musical interests and good musical skills including pitch and melodic memory. Autistic children may also perceive temporal regularities in music such as the primary beat underlying the rhythmic structure of music given some work showing preserved rhythm processing in the context of basic, nonverbal auditory stimuli. The temporal regularity and prediction of musical beats can potentially serve as an excellent framework for building skills in non-musical areas of growth for autistic children. We examine if autistic children are perceptually sensitive to the primary beat of music by comparing the musical beat perception skills of autistic and neurotypical children. Twenty-three autistic children and 23 neurotypical children aged 6-13 years with no group differences in chronological age and verbal and nonverbal mental ages completed a musical beat perception task where they identified whether beeps superimposed on musical excerpts were on or off the musical beat. Overall task performance was above the theoretical chance threshold of 50% but not the statistical chance threshold of 70% across groups. On-beat (versus off-beat) accuracy was higher for the autistic group but not the neurotypical group. The autistic group was just as accurate at detecting beat alignments (on-beat) but less precise at detecting beat misalignments (off-beat) compared to the neurotypical group. Perceptual sensitivity to beat alignments provides support for spared music processing among autistic children and informs on the accessibility of using musical beats and rhythm for cultivating related skills and behaviours (e.g., language and motor abilities).
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Affiliation(s)
- Hadas Dahary
- Department of Educational and Counselling Psychology, McGill University, Montreal, QC, Canada
- Centre for Research on Brain, Language and Music, McGill University, Montreal, QC, Canada
- Azrieli Centre for Autism Research, Montreal Neurological Institute, McGill University, Montreal, QC, Canada
| | - Charlotte Rimmer
- Department of Educational and Counselling Psychology, McGill University, Montreal, QC, Canada
- Centre for Research on Brain, Language and Music, McGill University, Montreal, QC, Canada
| | - Eve-Marie Quintin
- Department of Educational and Counselling Psychology, McGill University, Montreal, QC, Canada.
- Centre for Research on Brain, Language and Music, McGill University, Montreal, QC, Canada.
- Azrieli Centre for Autism Research, Montreal Neurological Institute, McGill University, Montreal, QC, Canada.
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Rimmer C, Dahary H, Quintin EM. Links between musical beat perception and phonological skills for autistic children. Child Neuropsychol 2024; 30:361-380. [PMID: 37104762 DOI: 10.1080/09297049.2023.2202902] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/26/2022] [Accepted: 04/10/2023] [Indexed: 04/29/2023]
Abstract
Exploring non-linguistic predictors of phonological awareness, such as musical beat perception, is valuable for children who present with language difficulties and diverse support needs. Studies on the musical abilities of children on the autism spectrum show that they have average or above-average musical production and auditory processing abilities. This study aimed to explore the relationship between musical beat perception and phonological awareness skills of children on the autism spectrum with a wide range of cognitive abilities. A total of 21 autistic children between the ages of 6 to 11 years old (M = 8.9, SD = 1.5) with full scale IQs ranging from 52 to 105 (M = 74, SD = 16) completed a beat perception and a phonological awareness task. Results revealed that phonological awareness and beat perception are positively correlated for children on the autism spectrum. Findings lend support to the potential use of beat and rhythm perception as a screening tool for early literacy skills, specifically for phonological awareness, for children with diverse support needs as an alternative to traditional verbal tasks that tend to underestimate the potential of children on the autism spectrum.
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Affiliation(s)
- Charlotte Rimmer
- Department of Educational and Counselling Psychology, McGill University, Montreal, Quebec, Canada
- The Centre for Research on Brain, Language and Music, McGill University, Montreal, Quebec, Canada
| | - Hadas Dahary
- Department of Educational and Counselling Psychology, McGill University, Montreal, Quebec, Canada
- The Centre for Research on Brain, Language and Music, McGill University, Montreal, Quebec, Canada
- Azrieli Centre for Autism Research, Montreal Neurological Institute, McGill University, Montreal, Quebec, Canada
| | - Eve-Marie Quintin
- Department of Educational and Counselling Psychology, McGill University, Montreal, Quebec, Canada
- The Centre for Research on Brain, Language and Music, McGill University, Montreal, Quebec, Canada
- Azrieli Centre for Autism Research, Montreal Neurological Institute, McGill University, Montreal, Quebec, Canada
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Etani T, Miura A, Kawase S, Fujii S, Keller PE, Vuust P, Kudo K. A review of psychological and neuroscientific research on musical groove. Neurosci Biobehav Rev 2024; 158:105522. [PMID: 38141692 DOI: 10.1016/j.neubiorev.2023.105522] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/18/2023] [Revised: 12/18/2023] [Accepted: 12/19/2023] [Indexed: 12/25/2023]
Abstract
When listening to music, we naturally move our bodies rhythmically to the beat, which can be pleasurable and difficult to resist. This pleasurable sensation of wanting to move the body to music has been called "groove." Following pioneering humanities research, psychological and neuroscientific studies have provided insights on associated musical features, behavioral responses, phenomenological aspects, and brain structural and functional correlates of the groove experience. Groove research has advanced the field of music science and more generally informed our understanding of bidirectional links between perception and action, and the role of the motor system in prediction. Activity in motor and reward-related brain networks during music listening is associated with the groove experience, and this neural activity is linked to temporal prediction and learning. This article reviews research on groove as a psychological phenomenon with neurophysiological correlates that link musical rhythm perception, sensorimotor prediction, and reward processing. Promising future research directions range from elucidating specific neural mechanisms to exploring clinical applications and socio-cultural implications of groove.
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Affiliation(s)
- Takahide Etani
- School of Medicine, College of Medical, Pharmaceutical, and Health, Kanazawa University, Kanazawa, Japan; Graduate School of Media and Governance, Keio University, Fujisawa, Japan; Advanced Research Center for Human Sciences, Waseda University, Tokorozawa, Japan.
| | - Akito Miura
- Faculty of Human Sciences, Waseda University, Tokorozawa, Japan
| | - Satoshi Kawase
- The Faculty of Psychology, Kobe Gakuin University, Kobe, Japan
| | - Shinya Fujii
- Faculty of Environment and Information Studies, Keio University, Fujisawa, Japan
| | - Peter E Keller
- Center for Music in the Brain, Aarhus University, Aarhus, Denmark/The Royal Academy of Music Aarhus/Aalborg, Denmark; The MARCS Institute for Brain, Behaviour and Development, Western Sydney University, Penrith, Australia
| | - Peter Vuust
- Center for Music in the Brain, Aarhus University, Aarhus, Denmark/The Royal Academy of Music Aarhus/Aalborg, Denmark
| | - Kazutoshi Kudo
- Graduate School of Arts and Sciences, The University of Tokyo, Tokyo, Japan
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Kim HW, Kovar J, Bajwa JS, Mian Y, Ahmad A, Mancilla Moreno M, Price TJ, Lee YS. Rhythmic motor behavior explains individual differences in grammar skills in adults. Sci Rep 2024; 14:3710. [PMID: 38355855 PMCID: PMC10867023 DOI: 10.1038/s41598-024-53382-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/06/2023] [Accepted: 01/31/2024] [Indexed: 02/16/2024] Open
Abstract
A growing body of literature has reported the relationship between music and language, particularly between individual differences in perceptual rhythm skill and grammar competency in children. Here, we investigated whether motoric aspects of rhythm processing-as measured by rhythmic finger tapping tasks-also explain the rhythm-grammar connection in 150 healthy young adults. We found that all expressive rhythm skills (spontaneous, synchronized, and continued tapping) along with rhythm discrimination skill significantly predicted receptive grammar skills on either auditory sentence comprehension or grammaticality well-formedness judgment (e.g., singular/plural, past/present), even after controlling for verbal working memory and music experience. Among these, synchronized tapping and rhythm discrimination explained unique variance of sentence comprehension and grammaticality judgment, respectively, indicating differential associations between different rhythm and grammar skills. Together, we demonstrate that even simple and repetitive motor behavior can account for seemingly high-order grammar skills in the adult population, suggesting that the sensorimotor system continue to support syntactic operations.
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Affiliation(s)
- Hyun-Woong Kim
- School of Behavioral and Brain Sciences, University of Texas at Dallas, Richardson, USA
- Callier Center for Communication Disorders, University of Texas at Dallas, Richardson, USA
- Department of Psychology, The University of Texas at Dallas, Richardson, USA
| | - Jessica Kovar
- School of Behavioral and Brain Sciences, University of Texas at Dallas, Richardson, USA
- Callier Center for Communication Disorders, University of Texas at Dallas, Richardson, USA
| | - Jesper Singh Bajwa
- School of Behavioral and Brain Sciences, University of Texas at Dallas, Richardson, USA
| | - Yasir Mian
- School of Behavioral and Brain Sciences, University of Texas at Dallas, Richardson, USA
| | - Ayesha Ahmad
- School of Behavioral and Brain Sciences, University of Texas at Dallas, Richardson, USA
- Department of Neuroscience and Center for Advanced Pain Studies, University of Texas at Dallas, Richardson, USA
| | - Marisol Mancilla Moreno
- School of Behavioral and Brain Sciences, University of Texas at Dallas, Richardson, USA
- Department of Neuroscience and Center for Advanced Pain Studies, University of Texas at Dallas, Richardson, USA
| | - Theodore J Price
- School of Behavioral and Brain Sciences, University of Texas at Dallas, Richardson, USA
- Department of Neuroscience and Center for Advanced Pain Studies, University of Texas at Dallas, Richardson, USA
| | - Yune Sang Lee
- School of Behavioral and Brain Sciences, University of Texas at Dallas, Richardson, USA.
- Callier Center for Communication Disorders, University of Texas at Dallas, Richardson, USA.
- Department of Speech, Language, and Hearing, The University of Texas at Dallas, Richardson, USA.
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The Functional Brain Network of Subcortical and Cortical Regions Underlying Time Estimation: An Functional MRI Study. Neuroscience 2023; 519:23-30. [PMID: 36871882 DOI: 10.1016/j.neuroscience.2023.02.019] [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: 11/12/2022] [Revised: 02/20/2023] [Accepted: 02/27/2023] [Indexed: 03/06/2023]
Abstract
Time estimation is fundamental for human survival. There have been increasing studies suggesting that distributed brain regions, such as the basal ganglia, cerebellum and the parietal cortex, may contribute to a dedicated neural mechanism of time estimation. However, evidence on the specific function of the subcortical and cortical brain regions and the interplay of them is scare. In this work, we explored how the subcortical and cortical networks function in time estimation during a time reproduction task using functional MRI (fMRI). Thirty healthy participants performed the time reproduction task in both auditory and visual modalities. Results showed that time estimation in visual and auditory modality recruited a subcortical-cortical brain network including the left caudate, left cerebellum, and right precuneus. Besides, the superior temporal gyrus (STG) was found essential in the difference between time estimation in visual and auditory modality. Using psychophysiological interaction (PPI) analysis, we observed an increase in the connection between left caudate and left precuneus using the left caudate as the seed region in temporal reproduction task than control task. This suggested that the left caudate is the key region connecting and transmitting information to other brain regions in the dedicated brain network of time estimation.
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Harry BB, Margulies DS, Falkiewicz M, Keller PE. Brain networks for temporal adaptation, anticipation, and sensory-motor integration in rhythmic human behavior. Neuropsychologia 2023; 183:108524. [PMID: 36868500 DOI: 10.1016/j.neuropsychologia.2023.108524] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/05/2022] [Revised: 01/21/2023] [Accepted: 02/22/2023] [Indexed: 03/05/2023]
Abstract
Human interaction often requires the precise yet flexible interpersonal coordination of rhythmic behavior, as in group music making. The present fMRI study investigates the functional brain networks that may facilitate such behavior by enabling temporal adaptation (error correction), prediction, and the monitoring and integration of information about 'self' and the external environment. Participants were required to synchronize finger taps with computer-controlled auditory sequences that were presented either at a globally steady tempo with local adaptations to the participants' tap timing (Virtual Partner task) or with gradual tempo accelerations and decelerations but without adaptation (Tempo Change task). Connectome-based predictive modelling was used to examine patterns of brain functional connectivity related to individual differences in behavioral performance and parameter estimates from the adaptation and anticipation model (ADAM) of sensorimotor synchronization for these two tasks under conditions of varying cognitive load. Results revealed distinct but overlapping brain networks associated with ADAM-derived estimates of temporal adaptation, anticipation, and the integration of self-controlled and externally controlled processes across task conditions. The partial overlap between ADAM networks suggests common hub regions that modulate functional connectivity within and between the brain's resting-state networks and additional sensory-motor regions and subcortical structures in a manner reflecting coordination skill. Such network reconfiguration might facilitate sensorimotor synchronization by enabling shifts in focus on internal and external information, and, in social contexts requiring interpersonal coordination, variations in the degree of simultaneous integration and segregation of these information sources in internal models that support self, other, and joint action planning and prediction.
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Affiliation(s)
- Bronson B Harry
- The MARCS Institute for Brain, Behaviour and Development, Western Sydney University, Sydney, Australia.
| | - Daniel S Margulies
- Integrative Neuroscience and Cognition Center, Centre National de la Recherche Scientifique (CNRS) and Université de Paris, Paris, France; Max Planck Research Group for Neuroanatomy and Connectivity, Max Planck Institute for Human Cognitive and Brain Sciences, Leipzig, Germany
| | - Marcel Falkiewicz
- Max Planck Research Group for Neuroanatomy and Connectivity, Max Planck Institute for Human Cognitive and Brain Sciences, Leipzig, Germany
| | - Peter E Keller
- The MARCS Institute for Brain, Behaviour and Development, Western Sydney University, Sydney, Australia; Center for Music in the Brain, Department of Clinical Medicine, Aarhus University & The Royal Academy of Music Aarhus/Aalborg, Aarhus, Denmark.
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Kim SG. On the encoding of natural music in computational models and human brains. Front Neurosci 2022; 16:928841. [PMID: 36203808 PMCID: PMC9531138 DOI: 10.3389/fnins.2022.928841] [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: 04/26/2022] [Accepted: 08/15/2022] [Indexed: 11/13/2022] Open
Abstract
This article discusses recent developments and advances in the neuroscience of music to understand the nature of musical emotion. In particular, it highlights how system identification techniques and computational models of music have advanced our understanding of how the human brain processes the textures and structures of music and how the processed information evokes emotions. Musical models relate physical properties of stimuli to internal representations called features, and predictive models relate features to neural or behavioral responses and test their predictions against independent unseen data. The new frameworks do not require orthogonalized stimuli in controlled experiments to establish reproducible knowledge, which has opened up a new wave of naturalistic neuroscience. The current review focuses on how this trend has transformed the domain of the neuroscience of music.
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Multigroup recognition of dementia patients with dynamic brain connectivity under multimodal cortex parcellation. Biomed Signal Process Control 2022. [DOI: 10.1016/j.bspc.2022.103725] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
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13
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Grossberg S. Toward Understanding the Brain Dynamics of Music: Learning and Conscious Performance of Lyrics and Melodies With Variable Rhythms and Beats. Front Syst Neurosci 2022; 16:766239. [PMID: 35465193 PMCID: PMC9028030 DOI: 10.3389/fnsys.2022.766239] [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: 08/28/2021] [Accepted: 02/23/2022] [Indexed: 11/13/2022] Open
Abstract
A neural network architecture models how humans learn and consciously perform musical lyrics and melodies with variable rhythms and beats, using brain design principles and mechanisms that evolved earlier than human musical capabilities, and that have explained and predicted many kinds of psychological and neurobiological data. One principle is called factorization of order and rhythm: Working memories store sequential information in a rate-invariant and speaker-invariant way to avoid using excessive memory and to support learning of language, spatial, and motor skills. Stored invariant representations can be flexibly performed in a rate-dependent and speaker-dependent way under volitional control. A canonical working memory design stores linguistic, spatial, motoric, and musical sequences, including sequences with repeated words in lyrics, or repeated pitches in songs. Stored sequences of individual word chunks and pitch chunks are categorized through learning into lyrics chunks and pitches chunks. Pitches chunks respond selectively to stored sequences of individual pitch chunks that categorize harmonics of each pitch, thereby supporting tonal music. Bottom-up and top-down learning between working memory and chunking networks dynamically stabilizes the memory of learned music. Songs are learned by associatively linking sequences of lyrics and pitches chunks. Performance begins when list chunks read word chunk and pitch chunk sequences into working memory. Learning and performance of regular rhythms exploits cortical modulation of beats that are generated in the basal ganglia. Arbitrary performance rhythms are learned by adaptive timing circuits in the cerebellum interacting with prefrontal cortex and basal ganglia. The same network design that controls walking, running, and finger tapping also generates beats and the urge to move with a beat.
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Affiliation(s)
- Stephen Grossberg
- Center for Adaptive Systems, Graduate Program in Cognitive and Neural Systems, Department of Mathematics & Statistics, Psychological & Brain Sciences, and Biomedical Engineering, Boston University, Boston, MA, United States
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14
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Vuust P, Heggli OA, Friston KJ, Kringelbach ML. Music in the brain. Nat Rev Neurosci 2022; 23:287-305. [PMID: 35352057 DOI: 10.1038/s41583-022-00578-5] [Citation(s) in RCA: 94] [Impact Index Per Article: 47.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 02/22/2022] [Indexed: 02/06/2023]
Abstract
Music is ubiquitous across human cultures - as a source of affective and pleasurable experience, moving us both physically and emotionally - and learning to play music shapes both brain structure and brain function. Music processing in the brain - namely, the perception of melody, harmony and rhythm - has traditionally been studied as an auditory phenomenon using passive listening paradigms. However, when listening to music, we actively generate predictions about what is likely to happen next. This enactive aspect has led to a more comprehensive understanding of music processing involving brain structures implicated in action, emotion and learning. Here we review the cognitive neuroscience literature of music perception. We show that music perception, action, emotion and learning all rest on the human brain's fundamental capacity for prediction - as formulated by the predictive coding of music model. This Review elucidates how this formulation of music perception and expertise in individuals can be extended to account for the dynamics and underlying brain mechanisms of collective music making. This in turn has important implications for human creativity as evinced by music improvisation. These recent advances shed new light on what makes music meaningful from a neuroscientific perspective.
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Affiliation(s)
- Peter Vuust
- Center for Music in the Brain, Aarhus University and The Royal Academy of Music (Det Jyske Musikkonservatorium), Aarhus, Denmark.
| | - Ole A Heggli
- Center for Music in the Brain, Aarhus University and The Royal Academy of Music (Det Jyske Musikkonservatorium), Aarhus, Denmark
| | - Karl J Friston
- Wellcome Centre for Human Neuroimaging, University College London, London, UK
| | - Morten L Kringelbach
- Center for Music in the Brain, Aarhus University and The Royal Academy of Music (Det Jyske Musikkonservatorium), Aarhus, Denmark.,Department of Psychiatry, University of Oxford, Oxford, UK.,Centre for Eudaimonia and Human Flourishing, Linacre College, University of Oxford, Oxford, UK
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15
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Finn ES, Glerean E, Hasson U, Vanderwal T. Naturalistic imaging: The use of ecologically valid conditions to study brain function. Neuroimage 2021; 247:118776. [PMID: 34864153 DOI: 10.1016/j.neuroimage.2021.118776] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/18/2022] Open
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16
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Reybrouck M, Vuust P, Brattico E. Neural Correlates of Music Listening: Does the Music Matter? Brain Sci 2021; 11:1553. [PMID: 34942855 PMCID: PMC8699514 DOI: 10.3390/brainsci11121553] [Citation(s) in RCA: 12] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/20/2021] [Revised: 11/16/2021] [Accepted: 11/18/2021] [Indexed: 11/29/2022] Open
Abstract
The last decades have seen a proliferation of music and brain studies, with a major focus on plastic changes as the outcome of continuous and prolonged engagement with music. Thanks to the advent of neuroaesthetics, research on music cognition has broadened its scope by considering the multifarious phenomenon of listening in all its forms, including incidental listening up to the skillful attentive listening of experts, and all its possible effects. These latter range from objective and sensorial effects directly linked to the acoustic features of the music to the subjectively affective and even transformational effects for the listener. Of special importance is the finding that neural activity in the reward circuit of the brain is a key component of a conscious listening experience. We propose that the connection between music and the reward system makes music listening a gate towards not only hedonia but also eudaimonia, namely a life well lived, full of meaning that aims at realizing one's own "daimon" or true nature. It is argued, further, that music listening, even when conceptualized in this aesthetic and eudaimonic framework, remains a learnable skill that changes the way brain structures respond to sounds and how they interact with each other.
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Affiliation(s)
- Mark Reybrouck
- Faculty of Arts, University of Leuven, 3000 Leuven, Belgium
- Department of Art History, Musicology and Theater Studies, IPEM Institute for Psychoacoustics and Electronic Music, 9000 Ghent, Belgium
| | - Peter Vuust
- Center for Music in the Brain, Department of Clinical Medicine, Aarhus University, 8000 Aarhus, Denmark; (P.V.); (E.B.)
- The Royal Academy of Music Aarhus/Aalborg, 8000 Aarhus, Denmark
| | - Elvira Brattico
- Center for Music in the Brain, Department of Clinical Medicine, Aarhus University, 8000 Aarhus, Denmark; (P.V.); (E.B.)
- Department of Education, Psychology, Communication, University of Bari Aldo Moro, 70122 Bari, Italy
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17
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Emmanouil A, Rousanoglou E, Georgaki A, Boudolos KD. When Musical Accompaniment Allows the Preferred Spatio-Temporal Pattern of Movement. Sports Med Int Open 2021; 5:E81-E90. [PMID: 34646934 PMCID: PMC8500738 DOI: 10.1055/a-1553-7063] [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: 02/23/2021] [Accepted: 05/11/2021] [Indexed: 11/24/2022] Open
Abstract
A musical accompaniment is often used in movement coordination and stability
exercise modalities, although considered obstructive for their fundament of
preferred movement pace. This study examined if the rhythmic strength of musical
excerpts used in movement coordination and exercise modalities allows the
preferred spatio-temporal pattern of movement. Voluntary and spontaneous body
sway (70 s) were tested (N=20 young women) in a non-musical
(preferred) and two rhythmic strength (RS) musical conditions (Higher:HrRS,
Lower:LrRS). The center of pressure trajectory was used for the body sway
spatio-temporal characteristics (Kistler forceplate, 100 Hz). Statistics
included paired t-tests between each musical condition and the non-musical one,
as well as between musical conditions (p≤0.05). Results indicated no
significant difference between the musical and the non-musical conditions
(p>0.05). The HrRS differed significantly from LrRS only in the
voluntary body sway, with increased sway duration (p=0.03), center of
pressure path (p=0.04) and velocity (p=0.01). The findings
provide evidence-based support for the rhythmic strength recommendations in
movement coordination and stability exercise modalities. The HrRS to LrRS
differences in voluntary body sway most possibly indicate that low-frequency
musical features rather than just tempo and pulse clarity are also
important.
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Affiliation(s)
- Analina Emmanouil
- National and Kapodistrian University of Athens, Faculty of Physical Education and Sport Science, Department of Sport Medicine and Biology of Exercise, Sport Biomechanics Lab, Daphne, Greece
| | - Elissavet Rousanoglou
- National and Kapodistrian University of Athens, Faculty of Physical Education and Sport Science, Department of Sport Medicine and Biology of Exercise, Sport Biomechanics Lab, Daphne, Greece
| | - Anastasia Georgaki
- National and Kapodistrian University of Athens, Department of Music Studies, Athens, Greece
| | - Konstantinos D Boudolos
- National and Kapodistrian University of Athens, Faculty of Physical Education and Sport Science, Department of Sport Medicine and Biology of Exercise, Sport Biomechanics Lab, Daphne, Greece
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18
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Færøvik U, Specht K, Vikene K. Suppression, Maintenance, and Surprise: Neuronal Correlates of Predictive Processing Specialization for Musical Rhythm. Front Neurosci 2021; 15:674050. [PMID: 34512236 PMCID: PMC8429816 DOI: 10.3389/fnins.2021.674050] [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: 02/28/2021] [Accepted: 06/17/2021] [Indexed: 12/02/2022] Open
Abstract
Auditory repetition suppression and omission activation are opposite neural phenomena and manifestations of principles of predictive processing. Repetition suppression describes the temporal decrease in neural activity when a stimulus is constant or repeated in an expected temporal fashion; omission activity is the transient increase in neural activity when a stimulus is temporarily and unexpectedly absent. The temporal, repetitive nature of musical rhythms is ideal for investigating these phenomena. During an fMRI session, 10 healthy participants underwent scanning while listening to musical rhythms with two levels of metric complexity, and with beat omissions with different positional complexity. Participants first listened to 16-s-long presentations of continuous rhythms, before listening to a longer continuous presentation with beat omissions quasi-randomly introduced. We found deactivation in bilateral superior temporal gyri during the repeated presentation of the normal, unaltered rhythmic stimulus, with more suppression of activity in the left hemisphere. Omission activation of bilateral middle temporal gyri was right lateralized. Persistent activity was found in areas including the supplementary motor area, caudate nucleus, anterior insula, frontal areas, and middle and posterior cingulate cortex, not overlapping with either listening, suppression, or omission activation. This suggests that the areas are perhaps specialized for working memory maintenance. We found no effect of metric complexity for either the normal presentation or omissions, but we found evidence for a small effect of omission position—at an uncorrected threshold—where omissions in the more metrical salient position, i.e., the first position in the bar, showed higher activation in anterior cingulate/medial superior frontal gyrus, compared to omissions in the less salient position, in line with the role of the anterior cingulate cortex for saliency detection. The results are consistent with findings in our previous studies on Parkinson’s disease, but are put into a bigger theoretical frameset.
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Affiliation(s)
- Ulvhild Færøvik
- Department of Biological and Medical Psychology, University of Bergen, Bergen, Norway
| | - Karsten Specht
- Department of Biological and Medical Psychology, University of Bergen, Bergen, Norway.,Department of Education, The Arctic University of Norway, Tromsø, Norway.,Mohn Medical Imaging and Visualization Centre, Haukeland University Hospital, Bergen, Norway
| | - Kjetil Vikene
- Department of Biological and Medical Psychology, University of Bergen, Bergen, Norway.,Mohn Medical Imaging and Visualization Centre, Haukeland University Hospital, Bergen, Norway
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19
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Leahy J, Kim SG, Wan J, Overath T. An Analytical Framework of Tonal and Rhythmic Hierarchy in Natural Music Using the Multivariate Temporal Response Function. Front Neurosci 2021; 15:665767. [PMID: 34335154 PMCID: PMC8322238 DOI: 10.3389/fnins.2021.665767] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/08/2021] [Accepted: 06/24/2021] [Indexed: 11/13/2022] Open
Abstract
Even without formal training, humans experience a wide range of emotions in response to changes in musical features, such as tonality and rhythm, during music listening. While many studies have investigated how isolated elements of tonal and rhythmic properties are processed in the human brain, it remains unclear whether these findings with such controlled stimuli are generalizable to complex stimuli in the real world. In the current study, we present an analytical framework of a linearized encoding analysis based on a set of music information retrieval features to investigate the rapid cortical encoding of tonal and rhythmic hierarchies in natural music. We applied this framework to a public domain EEG dataset (OpenMIIR) to deconvolve overlapping EEG responses to various musical features in continuous music. In particular, the proposed framework investigated the EEG encoding of the following features: tonal stability, key clarity, beat, and meter. This analysis revealed a differential spatiotemporal neural encoding of beat and meter, but not of tonal stability and key clarity. The results demonstrate that this framework can uncover associations of ongoing brain activity with relevant musical features, which could be further extended to other relevant measures such as time-resolved emotional responses in future studies.
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Affiliation(s)
- Jasmine Leahy
- Department of Psychology and Neuroscience, Duke University, Durham, NC, United States
| | - Seung-Goo Kim
- Department of Psychology and Neuroscience, Duke University, Durham, NC, United States
| | - Jie Wan
- Department of Psychology and Neuroscience, Duke University, Durham, NC, United States.,Department of Cognitive Sciences, University of California, Irvine, Irvine, CA, United States
| | - Tobias Overath
- Department of Psychology and Neuroscience, Duke University, Durham, NC, United States.,Duke Institute for Brain Sciences, Duke University, Durham, NC, United States.,Center for Cognitive Neuroscience, Duke University, Durham, NC, United States
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20
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Espinoza-Monroy M, de Lafuente V. Discrimination of Regular and Irregular Rhythms Explained by a Time Difference Accumulation Model. Neuroscience 2021; 459:16-26. [PMID: 33549694 DOI: 10.1016/j.neuroscience.2021.01.035] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/04/2020] [Revised: 01/20/2021] [Accepted: 01/28/2021] [Indexed: 02/07/2023]
Abstract
Perceiving the temporal regularity in a sequence of repetitive sensory events facilitates the preparation and execution of relevant behaviors with tight temporal constraints. How we estimate temporal regularity from repeating patterns of sensory stimuli is not completely understood. We developed a decision-making task in which participants had to decide whether a train of visual, auditory, or tactile pulses, had a regular or an irregular temporal pattern. We tested the hypothesis that subjects categorize stimuli as irregular by accumulating the time differences between the predicted and observed times of sensory pulses defining a temporal rhythm. Results suggest that instead of waiting for a single large temporal deviation, participants accumulate timing-error signals and judge a pattern as irregular when the amount of evidence reaches a decision threshold. Model fits of bounded integration showed that this accumulation occurs with negligible leak of evidence. Consistent with previous findings, we show that participants perform better when evaluating the regularity of auditory pulses, as compared with visual or tactile stimuli. Our results suggest that temporal regularity is estimated by comparing expected and measured pulse onset times, and that each prediction error is accumulated towards a threshold to generate a behavioral choice.
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Affiliation(s)
- Marisol Espinoza-Monroy
- Instituto de Neurobiología, Universidad Nacional Autónoma de México, Querétaro, QRO 76230, Mexico
| | - Victor de Lafuente
- Instituto de Neurobiología, Universidad Nacional Autónoma de México, Querétaro, QRO 76230, Mexico.
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21
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Cannon JJ, Patel AD. How Beat Perception Co-opts Motor Neurophysiology. Trends Cogn Sci 2020; 25:137-150. [PMID: 33353800 DOI: 10.1016/j.tics.2020.11.002] [Citation(s) in RCA: 82] [Impact Index Per Article: 20.5] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/20/2020] [Revised: 11/06/2020] [Accepted: 11/12/2020] [Indexed: 02/08/2023]
Abstract
Beat perception offers cognitive scientists an exciting opportunity to explore how cognition and action are intertwined in the brain even in the absence of movement. Many believe the motor system predicts the timing of beats, yet current models of beat perception do not specify how this is neurally implemented. Drawing on recent insights into the neurocomputational properties of the motor system, we propose that beat anticipation relies on action-like processes consisting of precisely patterned neural time-keeping activity in the supplementary motor area (SMA), orchestrated and sequenced by activity in the dorsal striatum. In addition to synthesizing recent advances in cognitive science and motor neuroscience, our framework provides testable predictions to guide future work.
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Affiliation(s)
- Jonathan J Cannon
- Department of Brain and Cognitive Science, Massachusetts Institute of Technology, Cambridge, MA, USA.
| | - Aniruddh D Patel
- Department of Psychology, Tufts University, Medford, MA, USA; Program in Brain, Mind, and Consciousness, Canadian Institute for Advanced Research (CIFAR), Toronto, CA.
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22
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Differential Effects of Trait Empathy on Functional Network Centrality. Brain Inform 2020. [DOI: 10.1007/978-3-030-59277-6_10] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/23/2022] Open
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