Neuronal Assembly Detection and Cell Membership Specification by Principal Component Analysis
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Data de Publicação: | 2011 |
Outros Autores: | , , , |
Tipo de documento: | Artigo |
Idioma: | eng |
Título da fonte: | Repositório Institucional da UFRN |
Texto Completo: | https://repositorio.ufrn.br/jspui/handle/1/6194 |
Resumo: | LOPES-DOS-SANTOS, V. , CONDE-OCAZIONEZ, S. ; NICOLELIS, M. A. L. , RIBEIRO, S. T. , TORT, A. B. L. . Neuronal assembly detection and cell membership specification by principal component analysis. Plos One, v. 6, p. e20996, 2011. |
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Lopes-dos-Santos, VítorConde-Ocazionez, SergioNicolelis, Miguel A. L.Ribeiro, Sidarta Tollendal GomesTort, Adriano Bretanha Lopes2013-02-18T19:43:30Z2013-02-18T19:43:30Z2011Lopes-dos-Santos V., Conde-Ocazionez S., Nicolelis, M. A. L., Ribeiro, S. T., Tort, A. B. L. (2011)https://repositorio.ufrn.br/jspui/handle/1/6194LOPES-DOS-SANTOS, V. , CONDE-OCAZIONEZ, S. ; NICOLELIS, M. A. L. , RIBEIRO, S. T. , TORT, A. B. L. . Neuronal assembly detection and cell membership specification by principal component analysis. Plos One, v. 6, p. e20996, 2011.In 1949, Donald Hebb postulated that assemblies of synchronously activated neurons are the elementary units of information processing in the brain. Despite being one of the most influential theories in neuroscience, Hebb’s cell assembly hypothesis only started to become testable in the past two decades due to technological advances. However, while the technology for the simultaneous recording of large neuronal populations undergoes fast development, there is still a paucity of analytical methods that can properly detect and track the activity of cell assemblies. Here we describe a principal component-based method that is able to (1) identify all cell assemblies present in the neuronal population investigated, (2) determine the number of neurons involved in ensemble activity, (3) specify the precise identity of the neurons pertaining to each cell assembly, and (4) unravel the time course of the individual activity of multiple assemblies. Application of the method to multielectrode recordings of awake and behaving rats revealed that assemblies detected in the cerebral cortex and hippocampus typically contain overlapping neurons. The results indicate that the PCA method presented here is able to properly detect, track and specify neuronal assemblies, irrespective of overlapping membership.Coordenação de Aperfeiçoamento de Pessoal de Nível Superior, Conselho Nacional de Desenvolvimento Científico e Tecnológico, e Associação Alberto Santos Dumont para Apoio à Pesquisa.engNeuronal Assembly Detection and Cell Membership Specification by Principal Component Analysisinfo:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/articleinfo:eu-repo/semantics/openAccessreponame:Repositório Institucional da UFRNinstname:Universidade Federal do Rio Grande do Norte (UFRN)instacron:UFRNORIGINALAdrianoBLTort_ICE_Neuronal2011.pdfAdrianoBLTort_ICE_Neuronal2011.pdfapplication/pdf1524625https://repositorio.ufrn.br/bitstream/1/6194/1/AdrianoBLTort_ICE_Neuronal2011.pdfbb1021444bbb13ab5408b3847ac1eb1eMD51CC-LICENSElicense_urllicense_urltext/plain; charset=utf-852https://repositorio.ufrn.br/bitstream/1/6194/2/license_url3d480ae6c91e310daba2020f8787d6f9MD52license_textlicense_texttext/html; charset=utf-80https://repositorio.ufrn.br/bitstream/1/6194/3/license_textd41d8cd98f00b204e9800998ecf8427eMD53license_rdflicense_rdfapplication/rdf+xml; charset=utf-823898https://repositorio.ufrn.br/bitstream/1/6194/4/license_rdfe363e809996cf46ada20da1accfcd9c7MD54LICENSElicense.txtlicense.txttext/plain; charset=utf-81748https://repositorio.ufrn.br/bitstream/1/6194/5/license.txt8a4605be74aa9ea9d79846c1fba20a33MD55TEXTAdrianoBLTort_ICE_Neuronal2011.pdf.txtAdrianoBLTort_ICE_Neuronal2011.pdf.txtExtracted texttext/plain78945https://repositorio.ufrn.br/bitstream/1/6194/10/AdrianoBLTort_ICE_Neuronal2011.pdf.txte54a80b994dbf2f8e4ac7495cc86c319MD510THUMBNAILAdrianoBLTort_ICE_Neuronal2011.pdf.jpgAdrianoBLTort_ICE_Neuronal2011.pdf.jpgIM Thumbnailimage/jpeg13142https://repositorio.ufrn.br/bitstream/1/6194/11/AdrianoBLTort_ICE_Neuronal2011.pdf.jpg51e1fd1c2c0be18edaac6a0ff98c5b60MD5111/61942021-07-09 20:09:57.966oai:https://repositorio.ufrn.br:1/6194Tk9URTogUExBQ0UgWU9VUiBPV04gTElDRU5TRSBIRVJFClRoaXMgc2FtcGxlIGxpY2Vuc2UgaXMgcHJvdmlkZWQgZm9yIGluZm9ybWF0aW9uYWwgcHVycG9zZXMgb25seS4KCk5PTi1FWENMVVNJVkUgRElTVFJJQlVUSU9OIExJQ0VOU0UKCkJ5IHNpZ25pbmcgYW5kIHN1Ym1pdHRpbmcgdGhpcyBsaWNlbnNlLCB5b3UgKHRoZSBhdXRob3Iocykgb3IgY29weXJpZ2h0Cm93bmVyKSBncmFudHMgdG8gRFNwYWNlIFVuaXZlcnNpdHkgKERTVSkgdGhlIG5vbi1leGNsdXNpdmUgcmlnaHQgdG8gcmVwcm9kdWNlLAp0cmFuc2xhdGUgKGFzIGRlZmluZWQgYmVsb3cpLCBhbmQvb3IgZGlzdHJpYnV0ZSB5b3VyIHN1Ym1pc3Npb24gKGluY2x1ZGluZwp0aGUgYWJzdHJhY3QpIHdvcmxkd2lkZSBpbiBwcmludCBhbmQgZWxlY3Ryb25pYyBmb3JtYXQgYW5kIGluIGFueSBtZWRpdW0sCmluY2x1ZGluZyBidXQgbm90IGxpbWl0ZWQgdG8gYXVkaW8gb3IgdmlkZW8uCgpZb3UgYWdyZWUgdGhhdCBEU1UgbWF5LCB3aXRob3V0IGNoYW5naW5nIHRoZSBjb250ZW50LCB0cmFuc2xhdGUgdGhlCnN1Ym1pc3Npb24gdG8gYW55IG1lZGl1bSBvciBmb3JtYXQgZm9yIHRoZSBwdXJwb3NlIG9mIHByZXNlcnZhdGlvbi4KCllvdSBhbHNvIGFncmVlIHRoYXQgRFNVIG1heSBrZWVwIG1vcmUgdGhhbiBvbmUgY29weSBvZiB0aGlzIHN1Ym1pc3Npb24gZm9yCnB1cnBvc2VzIG9mIHNlY3VyaXR5LCBiYWNrLXVwIGFuZCBwcmVzZXJ2YXRpb24uCgpZb3UgcmVwcmVzZW50IHRoYXQgdGhlIHN1Ym1pc3Npb24gaXMgeW91ciBvcmlnaW5hbCB3b3JrLCBhbmQgdGhhdCB5b3UgaGF2ZQp0aGUgcmlnaHQgdG8gZ3JhbnQgdGhlIHJpZ2h0cyBjb250YWluZWQgaW4gdGhpcyBsaWNlbnNlLiBZb3UgYWxzbyByZXByZXNlbnQKdGhhdCB5b3VyIHN1Ym1pc3Npb24gZG9lcyBub3QsIHRvIHRoZSBiZXN0IG9mIHlvdXIga25vd2xlZGdlLCBpbmZyaW5nZSB1cG9uCmFueW9uZSdzIGNvcHlyaWdodC4KCklmIHRoZSBzdWJtaXNzaW9uIGNvbnRhaW5zIG1hdGVyaWFsIGZvciB3aGljaCB5b3UgZG8gbm90IGhvbGQgY29weXJpZ2h0LAp5b3UgcmVwcmVzZW50IHRoYXQgeW91IGhhdmUgb2J0YWluZWQgdGhlIHVucmVzdHJpY3RlZCBwZXJtaXNzaW9uIG9mIHRoZQpjb3B5cmlnaHQgb3duZXIgdG8gZ3JhbnQgRFNVIHRoZSByaWdodHMgcmVxdWlyZWQgYnkgdGhpcyBsaWNlbnNlLCBhbmQgdGhhdApzdWNoIHRoaXJkLXBhcnR5IG93bmVkIG1hdGVyaWFsIGlzIGNsZWFybHkgaWRlbnRpZmllZCBhbmQgYWNrbm93bGVkZ2VkCndpdGhpbiB0aGUgdGV4dCBvciBjb250ZW50IG9mIHRoZSBzdWJtaXNzaW9uLgoKSUYgVEhFIFNVQk1JU1NJT04gSVMgQkFTRUQgVVBPTiBXT1JLIFRIQVQgSEFTIEJFRU4gU1BPTlNPUkVEIE9SIFNVUFBPUlRFRApCWSBBTiBBR0VOQ1kgT1IgT1JHQU5JWkFUSU9OIE9USEVSIFRIQU4gRFNVLCBZT1UgUkVQUkVTRU5UIFRIQVQgWU9VIEhBVkUKRlVMRklMTEVEIEFOWSBSSUdIVCBPRiBSRVZJRVcgT1IgT1RIRVIgT0JMSUdBVElPTlMgUkVRVUlSRUQgQlkgU1VDSApDT05UUkFDVCBPUiBBR1JFRU1FTlQuCgpEU1Ugd2lsbCBjbGVhcmx5IGlkZW50aWZ5IHlvdXIgbmFtZShzKSBhcyB0aGUgYXV0aG9yKHMpIG9yIG93bmVyKHMpIG9mIHRoZQpzdWJtaXNzaW9uLCBhbmQgd2lsbCBub3QgbWFrZSBhbnkgYWx0ZXJhdGlvbiwgb3RoZXIgdGhhbiBhcyBhbGxvd2VkIGJ5IHRoaXMKbGljZW5zZSwgdG8geW91ciBzdWJtaXNzaW9uLgo=Repositório de PublicaçõesPUBhttp://repositorio.ufrn.br/oai/opendoar:2021-07-09T23:09:57Repositório Institucional da UFRN - Universidade Federal do Rio Grande do Norte (UFRN)false |
dc.title.pt_BR.fl_str_mv |
Neuronal Assembly Detection and Cell Membership Specification by Principal Component Analysis |
title |
Neuronal Assembly Detection and Cell Membership Specification by Principal Component Analysis |
spellingShingle |
Neuronal Assembly Detection and Cell Membership Specification by Principal Component Analysis Lopes-dos-Santos, Vítor |
title_short |
Neuronal Assembly Detection and Cell Membership Specification by Principal Component Analysis |
title_full |
Neuronal Assembly Detection and Cell Membership Specification by Principal Component Analysis |
title_fullStr |
Neuronal Assembly Detection and Cell Membership Specification by Principal Component Analysis |
title_full_unstemmed |
Neuronal Assembly Detection and Cell Membership Specification by Principal Component Analysis |
title_sort |
Neuronal Assembly Detection and Cell Membership Specification by Principal Component Analysis |
author |
Lopes-dos-Santos, Vítor |
author_facet |
Lopes-dos-Santos, Vítor Conde-Ocazionez, Sergio Nicolelis, Miguel A. L. Ribeiro, Sidarta Tollendal Gomes Tort, Adriano Bretanha Lopes |
author_role |
author |
author2 |
Conde-Ocazionez, Sergio Nicolelis, Miguel A. L. Ribeiro, Sidarta Tollendal Gomes Tort, Adriano Bretanha Lopes |
author2_role |
author author author author |
dc.contributor.author.fl_str_mv |
Lopes-dos-Santos, Vítor Conde-Ocazionez, Sergio Nicolelis, Miguel A. L. Ribeiro, Sidarta Tollendal Gomes Tort, Adriano Bretanha Lopes |
description |
LOPES-DOS-SANTOS, V. , CONDE-OCAZIONEZ, S. ; NICOLELIS, M. A. L. , RIBEIRO, S. T. , TORT, A. B. L. . Neuronal assembly detection and cell membership specification by principal component analysis. Plos One, v. 6, p. e20996, 2011. |
publishDate |
2011 |
dc.date.issued.fl_str_mv |
2011 |
dc.date.accessioned.fl_str_mv |
2013-02-18T19:43:30Z |
dc.date.available.fl_str_mv |
2013-02-18T19:43:30Z |
dc.type.status.fl_str_mv |
info:eu-repo/semantics/publishedVersion |
dc.type.driver.fl_str_mv |
info:eu-repo/semantics/article |
format |
article |
status_str |
publishedVersion |
dc.identifier.citation.fl_str_mv |
Lopes-dos-Santos V., Conde-Ocazionez S., Nicolelis, M. A. L., Ribeiro, S. T., Tort, A. B. L. (2011) |
dc.identifier.uri.fl_str_mv |
https://repositorio.ufrn.br/jspui/handle/1/6194 |
identifier_str_mv |
Lopes-dos-Santos V., Conde-Ocazionez S., Nicolelis, M. A. L., Ribeiro, S. T., Tort, A. B. L. (2011) |
url |
https://repositorio.ufrn.br/jspui/handle/1/6194 |
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eng |
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eng |
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openAccess |
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