{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,10,15]],"date-time":"2026-10-15T16:11:53Z","timestamp":1792080713196,"version":"4.4.0"},"reference-count":80,"publisher":"Public Library of Science (PLoS)","issue":"8","license":[{"start":{"date-parts":[[2023,8,15]],"date-time":"2023-08-15T00:00:00Z","timestamp":1692057600000},"content-version":"vor","delay-in-days":0,"URL":"http:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"funder":[{"DOI":"10.13039\/100019671","name":"Fondation Pour l'Audition","doi-asserted-by":"crossref","award":["FPA RD-2015-2"],"award-info":[{"award-number":["FPA RD-2015-2"]}],"id":[{"id":"10.13039\/100019671","id-type":"DOI","asserted-by":"crossref"}]},{"DOI":"10.13039\/100000070","name":"National Institute of Biomedical Imaging and Bioengineering","doi-asserted-by":"publisher","award":["R01-EB026439"],"award-info":[{"award-number":["R01-EB026439"]}],"id":[{"id":"10.13039\/100000070","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/100000070","name":"National Institute of Biomedical Imaging and Bioengineering","doi-asserted-by":"publisher","award":["P41-EB018783"],"award-info":[{"award-number":["P41-EB018783"]}],"id":[{"id":"10.13039\/100000070","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/100000065","name":"National Institute of Neurological Disorders and Stroke","doi-asserted-by":"publisher","award":["U24-NS109103"],"award-info":[{"award-number":["U24-NS109103"]}],"id":[{"id":"10.13039\/100000065","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/100000065","name":"National Institute of Neurological Disorders and Stroke","doi-asserted-by":"publisher","award":["U01-NS108916"],"award-info":[{"award-number":["U01-NS108916"]}],"id":[{"id":"10.13039\/100000065","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/100000065","name":"National Institute of Neurological Disorders and Stroke","doi-asserted-by":"publisher","award":["R13-NS118932"],"award-info":[{"award-number":["R13-NS118932"]}],"id":[{"id":"10.13039\/100000065","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/100000065","name":"National Institute of Neurological Disorders and Stroke","doi-asserted-by":"publisher","award":["R01-NS21135"],"award-info":[{"award-number":["R01-NS21135"]}],"id":[{"id":"10.13039\/100000065","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":["www.plosbiology.org"],"crossmark-restriction":false},"short-container-title":["PLoS Biol"],"abstract":"<jats:p>\n                    Music is core to human experience, yet the precise neural dynamics underlying music perception remain unknown. We analyzed a unique intracranial electroencephalography (iEEG) dataset of 29 patients who listened to a\n                    <jats:italic>Pink Floyd<\/jats:italic>\n                    song and applied a stimulus reconstruction approach previously used in the speech domain. We successfully reconstructed a recognizable song from direct neural recordings and quantified the impact of different factors on decoding accuracy. Combining encoding and decoding analyses, we found a right-hemisphere dominance for music perception with a primary role of the superior temporal gyrus (STG), evidenced a new STG subregion tuned to musical rhythm, and defined an anterior\u2013posterior STG organization exhibiting sustained and onset responses to musical elements. Our findings show the feasibility of applying predictive modeling on short datasets acquired in single patients, paving the way for adding musical elements to brain\u2013computer interface (BCI) applications.\n                  <\/jats:p>","DOI":"10.1371\/journal.pbio.3002176","type":"journal-article","created":{"date-parts":[[2023,8,15]],"date-time":"2023-08-15T13:21:09Z","timestamp":1692105669000},"page":"e3002176","update-policy":"https:\/\/doi.org\/10.1371\/journal.pbio.corrections_policy","source":"Crossref","is-referenced-by-count":56,"title":["Music can be reconstructed from human auditory cortex activity using nonlinear decoding models"],"prefix":"10.1371","volume":"21","author":[{"ORCID":"https:\/\/orcid.org\/0000-0001-6457-5792","authenticated-orcid":true,"given":"Ludovic","family":"Bellier","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Ana\u00efs","family":"Llorens","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"D\u00e9borah","family":"Marciano","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Aysegul","family":"Gunduz","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Gerwin","family":"Schalk","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Peter","family":"Brunner","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Robert T.","family":"Knight","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"340","published-online":{"date-parts":[[2023,8,15]]},"reference":[{"issue":"1","key":"pbio.3002176.ref001","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1016\/j.cognition.2005.11.004","article-title":"The nature of music from a biological perspective","volume":"100","author":"I. Peretz","year":"2006","journal-title":"Cognition"},{"key":"pbio.3002176.ref002","doi-asserted-by":"crossref","first-page":"187","DOI":"10.1016\/B978-0-444-62630-1.00011-1","article-title":"Neural basis of music perception","volume":"129","author":"P. Janata","year":"2015","journal-title":"Handb Clin Neurol"},{"issue":"3","key":"pbio.3002176.ref003","doi-asserted-by":"crossref","first-page":"351","DOI":"10.1016\/j.cogbrainres.2004.06.009","article-title":"Changes in emotional tone and instrumental timbre are reflected by the mismatch negativity","volume":"21","author":"KN Goydke","year":"2004","journal-title":"Brain Res Cogn Brain Res"},{"issue":"4","key":"pbio.3002176.ref004","doi-asserted-by":"crossref","first-page":"3677","DOI":"10.1016\/j.neuroimage.2011.11.019","article-title":"Large-scale brain networks emerge from dynamic processing of musical timbre, key and rhythm","volume":"59","author":"V Alluri","year":"2012","journal-title":"Neuroimage"},{"issue":"10","key":"pbio.3002176.ref005","doi-asserted-by":"crossref","first-page":"3084","DOI":"10.1162\/jocn_a_00021","article-title":"Predictive coding and pitch processing in the auditory cortex","volume":"23","author":"S Kumar","year":"2011","journal-title":"J Cogn Neurosci"},{"issue":"9","key":"pbio.3002176.ref006","doi-asserted-by":"crossref","first-page":"2045","DOI":"10.1002\/hbm.22046","article-title":"Differential roles of right temporal cortex and Broca\u2019s area in pitch processing: Evidence from music and Mandarin","volume":"34","author":"Y Nan","year":"2013","journal-title":"Hum Brain Mapp"},{"issue":"3","key":"pbio.3002176.ref007","doi-asserted-by":"crossref","first-page":"430","DOI":"10.1162\/089892902317361949","article-title":"Automatic and controlled processing of melodic contour and interval information measured by electrical brain activity","volume":"14","author":"LJ Trainor","year":"2002","journal-title":"J Cogn Neurosci"},{"key":"pbio.3002176.ref008","doi-asserted-by":"crossref","first-page":"490","DOI":"10.1016\/j.neuroimage.2019.06.054","article-title":"Hierarchical organization of melodic sequences is encoded by cortical entrainment.","volume":"200","author":"LS Baltzell","year":"2019","journal-title":"Neuroimage"},{"issue":"5601","key":"pbio.3002176.ref009","doi-asserted-by":"crossref","first-page":"2167","DOI":"10.1126\/science.1076262","article-title":"The cortical topography of tonal structures underlying Western music","volume":"298","author":"P Janata","year":"2002","journal-title":"Science"},{"issue":"1","key":"pbio.3002176.ref010","doi-asserted-by":"crossref","first-page":"162","DOI":"10.1016\/j.brainres.2006.08.023","article-title":"Musical scale properties are automatically processed in the human auditory cortex","volume":"1117","author":"E Brattico","year":"2006","journal-title":"Brain Res"},{"issue":"1","key":"pbio.3002176.ref011","doi-asserted-by":"crossref","first-page":"93","DOI":"10.1016\/j.cortex.2007.09.010","article-title":"Early electrophysiological correlates of meter and rhythm processing in music perception","volume":"45","author":"E Geiser","year":"2009","journal-title":"Cortex J Devoted Study Nerv Syst Behav"},{"key":"pbio.3002176.ref012","doi-asserted-by":"crossref","first-page":"96","DOI":"10.1016\/j.neuroimage.2018.10.037","article-title":"Cortical tracking of rhythm in music and speech","volume":"185","author":"EE Harding","year":"2019","journal-title":"Neuroimage"},{"key":"pbio.3002176.ref013","doi-asserted-by":"crossref","first-page":"89","DOI":"10.1146\/annurev.psych.56.091103.070225","article-title":"Brain organization for music processing","volume":"56","author":"I Peretz","year":"2005","journal-title":"Annu Rev Psychol"},{"issue":"4","key":"pbio.3002176.ref014","doi-asserted-by":"crossref","first-page":"435","DOI":"10.1002\/ar.a.20316","article-title":"Structural and functional neural correlates of music perception","volume":"288A","author":"CJ Limb","year":"2006","journal-title":"Anat Rec A Discov Mol Cell Evol Biol"},{"key":"pbio.3002176.ref015","doi-asserted-by":"crossref","first-page":"110","DOI":"10.3389\/fpsyg.2011.00110","article-title":"Toward a Neural Basis of Music Perception\u2013A Review and Updated Model","volume":"2","author":"S. Koelsch","year":"2011","journal-title":"Front Psychol"},{"issue":"Suppl 2","key":"pbio.3002176.ref016","doi-asserted-by":"crossref","first-page":"10430","DOI":"10.1073\/pnas.1301228110","article-title":"From perception to pleasure: music and its neural substrates","volume":"110","author":"RJ Zatorre","year":"2013","journal-title":"Proc Natl Acad Sci U S A"},{"issue":"10","key":"pbio.3002176.ref017","doi-asserted-by":"crossref","first-page":"3843","DOI":"10.1523\/JNEUROSCI.4515-10.2011","article-title":"Functional anatomy of language and music perception: temporal and structural factors investigated using functional magnetic resonance imaging","volume":"31","author":"C Rogalsky","year":"2011","journal-title":"J Neurosci Off J Soc Neurosci"},{"issue":"3","key":"pbio.3002176.ref018","doi-asserted-by":"crossref","first-page":"e1001821","DOI":"10.1371\/journal.pbio.1001821","article-title":"The Evolutionary Biology of Musical Rhythm: Was Darwin Wrong","volume":"12","author":"AD Patel","year":"2014","journal-title":"PLoS Biol"},{"issue":"7","key":"pbio.3002176.ref019","doi-asserted-by":"crossref","first-page":"1507","DOI":"10.1093\/cercor\/bhq198","article-title":"Decoding Temporal Structure in Music and Speech Relies on Shared Brain Resources but Elicits Different Fine-Scale Spatial Patterns","volume":"21","author":"DA Abrams","year":"2011","journal-title":"Cereb Cortex N Y NY"},{"issue":"1664","key":"pbio.3002176.ref020","doi-asserted-by":"crossref","first-page":"20140090","DOI":"10.1098\/rstb.2014.0090","article-title":"Neural overlap in processing music and speech","volume":"370","author":"I Peretz","year":"2015","journal-title":"Philos Trans R Soc Lond B Biol Sci"},{"issue":"8","key":"pbio.3002176.ref021","doi-asserted-by":"crossref","first-page":"771","DOI":"10.1037\/neu0000766","article-title":"Processing rhythm in speech and music: Shared mechanisms and implications for developmental speech and language disorders","volume":"35","author":"A Fiveash","year":"2021","journal-title":"Neuropsychology"},{"key":"pbio.3002176.ref022","doi-asserted-by":"crossref","first-page":"126","DOI":"10.1016\/j.cortex.2014.07.013","article-title":"Music listening engages specific cortical regions within the temporal lobes: Differences between musicians and non-musicians","volume":"59","author":"A Angulo-Perkins","year":"2014","journal-title":"Cortex"},{"issue":"1","key":"pbio.3002176.ref023","doi-asserted-by":"crossref","first-page":"32","DOI":"10.7861\/clinmedicine.8-1-32","article-title":"How does the brain process music?","volume":"8","author":"J. Warren","year":"2008","journal-title":"Clin Med."},{"issue":"41","key":"pbio.3002176.ref024","doi-asserted-by":"crossref","first-page":"8112","DOI":"10.1523\/JNEUROSCI.1468-18.2019","article-title":"Neural Correlates of Music Listening and Recall in the Human Brain","volume":"39","author":"Y Ding","year":"2019","journal-title":"J Neurosci"},{"issue":"18","key":"pbio.3002176.ref025","doi-asserted-by":"crossref","first-page":"8036","DOI":"10.1523\/JNEUROSCI.19-18-08036.1999","article-title":"Reconstruction of Natural Scenes from Ensemble Responses in the Lateral Geniculate Nucleus","volume":"19","author":"GB Stanley","year":"1999","journal-title":"J Neurosci"},{"issue":"5014","key":"pbio.3002176.ref026","first-page":"1854","volume":"252","author":"W Bialek","year":"1991","journal-title":"Reading a neural code Science"},{"issue":"1365","key":"pbio.3002176.ref027","doi-asserted-by":"crossref","first-page":"259","DOI":"10.1098\/rspb.1995.0204","article-title":"Naturalistic stimuli increase the rate and efficiency of information transmission by primary auditory afferents","volume":"262","author":"F Rieke","year":"1995","journal-title":"Proc R Soc Lond B Biol Sci"},{"issue":"6","key":"pbio.3002176.ref028","doi-asserted-by":"crossref","first-page":"3329","DOI":"10.1152\/jn.91128.2008","article-title":"Influence of context and behavior on stimulus reconstruction from neural activity in primary auditory cortex","volume":"102","author":"N Mesgarani","year":"2009","journal-title":"J Neurophysiol"},{"key":"pbio.3002176.ref029","first-page":"94","article-title":"Transfer of Training between Music and Speech: Common Processing, Attention, and Memory","volume":"2","author":"M Besson","year":"2011","journal-title":"Front PsycholMay 12"},{"issue":"1","key":"pbio.3002176.ref030","doi-asserted-by":"crossref","first-page":"37","DOI":"10.1016\/S1364-6613(00)01816-7","article-title":"Structure and function of auditory cortex: music and speech.","volume":"6","author":"RJ Zatorre","year":"2002","journal-title":"Trends Cogn Sci"},{"issue":"4\u20136","key":"pbio.3002176.ref031","doi-asserted-by":"crossref","first-page":"613","DOI":"10.1016\/j.jphysparis.2004.01.018","article-title":"Intracranial EEG and human brain mapping","volume":"97","author":"JP Lachaux","year":"2003","journal-title":"J Physiol Paris"},{"issue":"33","key":"pbio.3002176.ref032","doi-asserted-by":"crossref","first-page":"eabb0977","DOI":"10.1126\/sciadv.abb0977","article-title":"Dissociation of broadband high-frequency activity and neuronal firing in the neocortex","volume":"6","author":"M Leszczy\u0144ski","year":"2020","journal-title":"Sci Adv"},{"issue":"36","key":"pbio.3002176.ref033","doi-asserted-by":"crossref","first-page":"12855","DOI":"10.1523\/JNEUROSCI.1457-11.2011","article-title":"Variability of the Relationship between Electrophysiology and BOLD-fMRI across Cortical Regions in Humans","volume":"31","author":"CR Conner","year":"2011","journal-title":"J Neurosci"},{"issue":"1","key":"pbio.3002176.ref034","doi-asserted-by":"crossref","first-page":"e1001251","DOI":"10.1371\/journal.pbio.1001251","article-title":"Reconstructing speech from human auditory cortex","volume":"10","author":"BN Pasley","year":"2012","journal-title":"PLoS Biol"},{"issue":"1","key":"pbio.3002176.ref035","doi-asserted-by":"crossref","first-page":"874","DOI":"10.1038\/s41598-018-37359-z","article-title":"Towards reconstructing intelligible speech from the human auditory cortex","volume":"9","author":"H Akbari","year":"2019","journal-title":"Sci Rep"},{"issue":"7753","key":"pbio.3002176.ref036","doi-asserted-by":"crossref","first-page":"493","DOI":"10.1038\/s41586-019-1119-1","article-title":"Speech synthesis from neural decoding of spoken sentences","volume":"568","author":"GK Anumanchipalli","year":"2019","journal-title":"Nature"},{"issue":"27","key":"pbio.3002176.ref037","doi-asserted-by":"crossref","first-page":"6539","DOI":"10.1523\/JNEUROSCI.3267-16.2017","article-title":"The Hierarchical Cortical Organization of Human Speech Processing","volume":"37","author":"WA de Heer","year":"2017","journal-title":"J Neurosci"},{"issue":"2","key":"pbio.3002176.ref038","doi-asserted-by":"crossref","first-page":"963","DOI":"10.1016\/j.jmaa.2014.03.092","article-title":"On the approximation by neural networks with bounded number of neurons in hidden layers","volume":"417","author":"VE Ismailov","year":"2014","journal-title":"J Math Anal Appl"},{"issue":"4","key":"pbio.3002176.ref039","doi-asserted-by":"crossref","first-page":"841","DOI":"10.1016\/j.neuroimage.2012.04.022","article-title":"Dynamics of electrocorticographic (ECoG) activity in human temporal and frontal cortical areas during music listening","volume":"61","author":"C Potes","year":"2012","journal-title":"Neuroimage"},{"key":"pbio.3002176.ref040","doi-asserted-by":"crossref","first-page":"188","DOI":"10.1016\/j.neuroimage.2014.04.045","article-title":"Spatial and temporal relationships of electrocorticographic alpha and gamma activity during auditory processing","volume":"97","author":"C Potes","year":"2014","journal-title":"Neuroimage"},{"issue":"1","key":"pbio.3002176.ref041","doi-asserted-by":"crossref","first-page":"e53398","DOI":"10.1371\/journal.pone.0053398","article-title":"The Tracking of Speech Envelope in the Human Cortex","volume":"8","author":"J Kubanek","year":"2013","journal-title":"PLoS ONE"},{"key":"pbio.3002176.ref042","doi-asserted-by":"crossref","first-page":"056001","DOI":"10.1088\/1741-2560\/11\/5\/056001","article-title":"Simultaneous Real-Time Monitoring of Multiple Cortical Systems","volume":"11","author":"D Gupta","year":"2014","journal-title":"J Neural Eng"},{"key":"pbio.3002176.ref043","doi-asserted-by":"crossref","first-page":"798","DOI":"10.3389\/fnhum.2014.00798","article-title":"ECoG high gamma activity reveals distinct cortical representations of lyrics passages, harmonic and timbre-related changes in a rock song","volume":"8","author":"I Sturm","year":"2014","journal-title":"Front Hum Neurosci"},{"issue":"6","key":"pbio.3002176.ref044","doi-asserted-by":"crossref","first-page":"2315","DOI":"10.1523\/JNEUROSCI.20-06-02315.2000","article-title":"Spectral-temporal receptive fields of nonlinear auditory neurons obtained using natural sounds","volume":"20","author":"FE Theunissen","year":"2000","journal-title":"J Neurosci Off J Soc Neurosci"},{"issue":"5","key":"pbio.3002176.ref045","doi-asserted-by":"crossref","first-page":"1560","DOI":"10.1523\/JNEUROSCI.4661-12.2012","article-title":"Natural versus synthetic stimuli for estimating receptive field models: a comparison of predictive robustness","volume":"32","author":"V Talebi","year":"2012","journal-title":"J Neurosci Off J Soc Neurosci"},{"issue":"1","key":"pbio.3002176.ref046","doi-asserted-by":"crossref","first-page":"2266","DOI":"10.1038\/s41598-018-20732-3","article-title":"Identifying musical pieces from fMRI data using encoding and decoding models","volume":"8","author":"S Hoefle","year":"2018","journal-title":"Sci Rep"},{"key":"pbio.3002176.ref047","doi-asserted-by":"crossref","first-page":"1179","DOI":"10.3389\/fpsyg.2017.01179","article-title":"Music of the 7Ts: Predicting and Decoding Multivoxel fMRI Responses with Acoustic, Schematic, and Categorical Music Features","volume":"8","author":"MA Casey","year":"2017","journal-title":"Front Psychol"},{"issue":"1","key":"pbio.3002176.ref048","doi-asserted-by":"crossref","first-page":"e01936","DOI":"10.1002\/brb3.1936","article-title":"Correspondence of categorical and feature-based representations of music in the human brain","volume":"11","author":"T Nakai","year":"2021","journal-title":"Brain Behav"},{"issue":"2","key":"pbio.3002176.ref049","doi-asserted-by":"crossref","first-page":"026009","DOI":"10.1088\/1741-2560\/11\/2\/026009","article-title":"Decoding auditory attention to instruments in polyphonic music using single-trial EEG classification","volume":"11","author":"MS Treder","year":"2014","journal-title":"J Neural Eng"},{"issue":"1","key":"pbio.3002176.ref050","doi-asserted-by":"crossref","first-page":"708","DOI":"10.1038\/s41598-018-19177-5","article-title":"Decoding Musical Training from Dynamic Processing of Musical Features in the Brain.","volume":"8","author":"P Saari","year":"2018","journal-title":"Sci Rep"},{"issue":"1","key":"pbio.3002176.ref051","doi-asserted-by":"crossref","first-page":"624","DOI":"10.1038\/s41598-022-27361-x","article-title":"Neural decoding of music from the EEG","volume":"13","author":"I. Daly","year":"2023","journal-title":"Sci Rep"},{"issue":"38","key":"pbio.3002176.ref052","doi-asserted-by":"crossref","first-page":"223","DOI":"10.1007\/BF00337015","article-title":"Spectro-temporal receptive fields of auditory neurons in the grassfrog\u2014I. Characterization of tonal and natural stimuli","volume":"1","author":"A Aertsen","year":"1980","journal-title":"Biol Cybern"},{"key":"pbio.3002176.ref053","doi-asserted-by":"crossref","first-page":"61","DOI":"10.3389\/fnsys.2017.00061","article-title":"Encoding and Decoding Models in Cognitive Electrophysiology","volume":"11","author":"CR Holdgraf","year":"2017","journal-title":"Front Syst Neurosci"},{"key":"pbio.3002176.ref054","first-page":"1","article-title":"Neural Encoding of Auditory Features during Music Perception and Imagery","author":"S Martin","year":"2017","journal-title":"Cereb Cortex N Y N 1991"},{"issue":"6","key":"pbio.3002176.ref055","doi-asserted-by":"crossref","first-page":"2014","DOI":"10.1523\/JNEUROSCI.1779-15.2016","article-title":"Human Superior Temporal Gyrus Organization of Spectrotemporal Modulation Tuning Derived from Speech Stimuli","volume":"36","author":"PW Hullett","year":"2016","journal-title":"J Neurosci Off J Soc Neurosci"},{"issue":"12","key":"pbio.3002176.ref056","doi-asserted-by":"crossref","first-page":"1860","DOI":"10.1016\/j.cub.2018.04.033","article-title":"A Spatial Map of Onset and Sustained Responses to Speech in the Human Superior Temporal Gyrus","volume":"28","author":"LS Hamilton","year":"2018","journal-title":"Curr Biol"},{"key":"pbio.3002176.ref057","article-title":"Ablation Studies in Artificial Neural Networks","author":"R Meyes","year":"2019","journal-title":"ArXiv"},{"issue":"4","key":"pbio.3002176.ref058","doi-asserted-by":"crossref","first-page":"1399","DOI":"10.1038\/s41596-019-0289-5","article-title":"Toward a unified framework for interpreting machine-learning models in neuroimaging","volume":"15","author":"L Kohoutov\u00e1","year":"2020","journal-title":"Nat Protoc"},{"issue":"6481","key":"pbio.3002176.ref059","doi-asserted-by":"crossref","first-page":"1043","DOI":"10.1126\/science.aaz3468","article-title":"Distinct sensitivity to spectrotemporal modulation supports brain asymmetry for speech and melody","volume":"367","author":"P Albouy","year":"2020","journal-title":"Science"},{"issue":"5","key":"pbio.3002176.ref060","doi-asserted-by":"crossref","first-page":"393","DOI":"10.1038\/nrn2113","article-title":"The cortical organization of speech processing","volume":"8","author":"G Hickok","year":"2007","journal-title":"Nat Rev Neurosci"},{"issue":"Pt 5","key":"pbio.3002176.ref061","doi-asserted-by":"crossref","first-page":"1639","DOI":"10.1093\/brain\/awt082","article-title":"Impaired pitch perception and memory in congenital amusia: the deficit starts in the auditory cortex.","volume":"136","author":"P Albouy","year":"2013","journal-title":"Brain J Neurol"},{"key":"pbio.3002176.ref062","doi-asserted-by":"crossref","first-page":"170","DOI":"10.1016\/j.neuroimage.2013.11.017","article-title":"Capturing the musical brain with Lasso: Dynamic decoding of musical features from fMRI data.","volume":"88","author":"P Toiviainen","year":"2014","journal-title":"Neuroimage"},{"issue":"101","key":"pbio.3002176.ref063","doi-asserted-by":"crossref","first-page":"598","DOI":"10.1016\/j.neuroimage.2014.07.004","article-title":"Functional organization of human auditory cortex: investigation of response latencies through direct recordings","volume":"1","author":"KV Nourski","year":"2014","journal-title":"Neuroimage"},{"issue":"4","key":"pbio.3002176.ref064","doi-asserted-by":"crossref","first-page":"1894","DOI":"10.1016\/j.neuroimage.2009.04.039","article-title":"Neural bases of individual differences in beat perception.","volume":"47","author":"JA Grahn","year":"2009","journal-title":"Neuroimage"},{"issue":"1","key":"pbio.3002176.ref065","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1038\/s41598-019-48791-0","article-title":"Compensatory task-specific hypersensitivity in bilateral planum temporale and right superior temporal gyrus during auditory rhythm and omission processing in Parkinson\u2019s disease","volume":"9","author":"K Vikene","year":"2019","journal-title":"Sci Rep"},{"issue":"4","key":"pbio.3002176.ref066","doi-asserted-by":"crossref","DOI":"10.1523\/ENEURO.0413-19.2020","article-title":"Prefrontal High Gamma in ECoG Tags Periodicity of Musical Rhythms in Perception and Imagination.","volume":"7","author":"SA Herff","year":"2020","journal-title":"eNeuro."},{"issue":"1","key":"pbio.3002176.ref067","doi-asserted-by":"crossref","first-page":"48","DOI":"10.1038\/s41467-021-27725-3","article-title":"Imagined speech can be decoded from low- and cross-frequency intracranial EEG features","volume":"13","author":"T Proix","year":"2022","journal-title":"Nat Commun"},{"issue":"6","key":"pbio.3002176.ref068","doi-asserted-by":"crossref","first-page":"1034","DOI":"10.1109\/TBME.2004.827072","article-title":"BCI2000: a general-purpose brain-computer interface (BCI) system.","volume":"51","author":"G Schalk","year":"2004","journal-title":"IEEE Trans Biomed Eng"},{"issue":"2","key":"pbio.3002176.ref069","doi-asserted-by":"crossref","first-page":"887","DOI":"10.1121\/1.1945807","article-title":"Multiresolution spectrotemporal analysis of complex sounds","volume":"118","author":"T Chi","year":"2005","journal-title":"J Acoust Soc Am"},{"key":"pbio.3002176.ref070","article-title":"Auditory model inversion for sound separation.","volume":"2","author":"M Slaney","year":"1994","journal-title":"In: Proceedings of ICASSP \u201894 IEEE International Conference on Acoustics, Speech and Signal Processing"},{"issue":"7","key":"pbio.3002176.ref071","doi-asserted-by":"crossref","first-page":"1470","DOI":"10.1016\/j.cub.2022.01.069","article-title":"A neural population selective for song in human auditory cortex","volume":"32","author":"SV Norman-Haignere","year":"2022","journal-title":"Curr Biol"},{"issue":"1","key":"pbio.3002176.ref072","doi-asserted-by":"crossref","first-page":"1139","DOI":"10.1038\/s41467-017-01253-5","article-title":"Spatiotemporal dynamics of information encoding revealed in orbitofrontal high-gamma","volume":"8","author":"EL Rich","year":"2017","journal-title":"Nat Commun"},{"issue":"2","key":"pbio.3002176.ref073","doi-asserted-by":"crossref","first-page":"321","DOI":"10.1016\/j.jneumeth.2004.03.002","article-title":"Fourier-, Hilbert- and wavelet-based signal analysis: are they really different approaches","volume":"137","author":"A. Bruns","year":"2004","journal-title":"J Neurosci Methods"},{"key":"pbio.3002176.ref074","doi-asserted-by":"crossref","first-page":"42","DOI":"10.1016\/j.jneumeth.2014.01.002","article-title":"Toward a proper estimation of phase\u2013amplitude coupling in neural oscillations","volume":"225","author":"D Dvorak","year":"2014","journal-title":"J Neurosci Methods"},{"issue":"5","key":"pbio.3002176.ref075","doi-asserted-by":"crossref","first-page":"056008","DOI":"10.1088\/1741-2560\/12\/5\/056008","article-title":"The effects of spatial filtering and artifacts on electrocorticographic signals","volume":"12","author":"Y Liu","year":"2015","journal-title":"J Neural Eng"},{"key":"pbio.3002176.ref076","doi-asserted-by":"crossref","first-page":"156869","DOI":"10.1155\/2011\/156869","article-title":"FieldTrip: Open source software for advanced analysis of MEG, EEG, and invasive electrophysiological data","volume":"2011","author":"R Oostenveld","year":"2011","journal-title":"Comput Intell Neurosci"},{"issue":"7","key":"pbio.3002176.ref077","doi-asserted-by":"crossref","first-page":"1699","DOI":"10.1038\/s41596-018-0009-6","article-title":"Integrated analysis of anatomical and electrophysiological human intracranial data","volume":"13","author":"A Stolk","year":"2018","journal-title":"Nat Protoc"},{"key":"pbio.3002176.ref078","first-page":"1142","article-title":"Tetrahedral mesh generation from volumetric binary and grayscale images.","author":"Q Fang","year":"2009","journal-title":"In: 2009 IEEE International Symposium on Biomedical Imaging: From Nano to Macro."},{"key":"pbio.3002176.ref079","doi-asserted-by":"crossref","first-page":"14","DOI":"10.3389\/fninf.2017.00014","article-title":"iElectrodes: A Comprehensive Open-Source Toolbox for Depth and Subdural Grid Electrode Localization","volume":"11","author":"AO Blenkmann","year":"2017","journal-title":"Front Neuroinform."},{"issue":"2","key":"pbio.3002176.ref080","doi-asserted-by":"crossref","first-page":"179","DOI":"10.1006\/nimg.1998.0395","article-title":"Cortical surface-based analysis. I. Segmentation and surface reconstruction","volume":"9","author":"AM Dale","year":"1999","journal-title":"Neuroimage"}],"container-title":["PLOS Biology"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/dx.plos.org\/10.1371\/journal.pbio.3002176","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2023,8,15]],"date-time":"2023-08-15T13:21:52Z","timestamp":1692105712000},"score":1,"resource":{"primary":{"URL":"https:\/\/dx.plos.org\/10.1371\/journal.pbio.3002176"}},"subtitle":[],"editor":[{"given":"David","family":"Poeppel","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"editor"}]}],"short-title":[],"issued":{"date-parts":[[2023,8,15]]},"references-count":80,"journal-issue":{"issue":"8","published-online":{"date-parts":[[2023,8,15]]}},"URL":"https:\/\/doi.org\/10.1371\/journal.pbio.3002176","relation":{},"ISSN":["1545-7885"],"issn-type":[{"value":"1545-7885","type":"electronic"}],"subject":[],"published":{"date-parts":[[2023,8,15]]}}}