Retinal biomarkers of Alzheimer’s disease: insights from transgenic mouse models

Detalhes bibliográficos
Autor(a) principal: Bernardes, Rui
Data de Publicação: 2017
Outros Autores: Silva, Gilberto, Chiquita, Samuel, Serranho, Pedro, Ambrósio, António F.
Idioma: eng
Título da fonte: Repositórios Científicos de Acesso Aberto de Portugal (RCAAP)
Texto Completo: http://hdl.handle.net/10400.2/7102
Resumo: In this paper, we use the retina as a window into the central nervous system and in particular to assess changes in the retinal tissue associated with the Alzheimer’s disease. We imaged the retina of wild-type (WT) and transgenic mouse model (TMM) of Alzheimer’s disease with optical coherence tomography and classify retinas into the WT and TMM groups using support vector machines with the radial basis function kernel. Predictions reached an accuracy over 80% at the age of 4 months and over 90% at the age of 8 months. Texture analysis of computed fundus reference images suggests a more heterogeneous organization of the retina in transgenic mice at the age of 8 months in comparison to controls.
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spelling Retinal biomarkers of Alzheimer’s disease: insights from transgenic mouse modelsAlzheimer’s disease3xTg mouse modelOptical coherence tomographyRetina classificationIn this paper, we use the retina as a window into the central nervous system and in particular to assess changes in the retinal tissue associated with the Alzheimer’s disease. We imaged the retina of wild-type (WT) and transgenic mouse model (TMM) of Alzheimer’s disease with optical coherence tomography and classify retinas into the WT and TMM groups using support vector machines with the radial basis function kernel. Predictions reached an accuracy over 80% at the age of 4 months and over 90% at the age of 8 months. Texture analysis of computed fundus reference images suggests a more heterogeneous organization of the retina in transgenic mice at the age of 8 months in comparison to controls.SpringerRepositório AbertoBernardes, RuiSilva, GilbertoChiquita, SamuelSerranho, PedroAmbrósio, António F.2018-07-31T00:30:20Z20172017-01-01T00:00:00Zconference objectinfo:eu-repo/semantics/publishedVersionapplication/pdfhttp://hdl.handle.net/10400.2/7102eng10.1007/978-3-319-59876-5_60info:eu-repo/semantics/openAccessreponame:Repositórios Científicos de Acesso Aberto de Portugal (RCAAP)instname:FCCN, serviços digitais da FCT – Fundação para a Ciência e a Tecnologiainstacron:RCAAP2025-02-26T09:48:12Zoai:repositorioaberto.uab.pt:10400.2/7102Portal AgregadorONGhttps://www.rcaap.pt/oai/openaireinfo@rcaap.ptopendoar:https://opendoar.ac.uk/repository/71602025-05-28T21:08:42.437603Repositórios Científicos de Acesso Aberto de Portugal (RCAAP) - FCCN, serviços digitais da FCT – Fundação para a Ciência e a Tecnologiafalse
dc.title.none.fl_str_mv Retinal biomarkers of Alzheimer’s disease: insights from transgenic mouse models
title Retinal biomarkers of Alzheimer’s disease: insights from transgenic mouse models
spellingShingle Retinal biomarkers of Alzheimer’s disease: insights from transgenic mouse models
Bernardes, Rui
Alzheimer’s disease
3xTg mouse model
Optical coherence tomography
Retina classification
title_short Retinal biomarkers of Alzheimer’s disease: insights from transgenic mouse models
title_full Retinal biomarkers of Alzheimer’s disease: insights from transgenic mouse models
title_fullStr Retinal biomarkers of Alzheimer’s disease: insights from transgenic mouse models
title_full_unstemmed Retinal biomarkers of Alzheimer’s disease: insights from transgenic mouse models
title_sort Retinal biomarkers of Alzheimer’s disease: insights from transgenic mouse models
author Bernardes, Rui
author_facet Bernardes, Rui
Silva, Gilberto
Chiquita, Samuel
Serranho, Pedro
Ambrósio, António F.
author_role author
author2 Silva, Gilberto
Chiquita, Samuel
Serranho, Pedro
Ambrósio, António F.
author2_role author
author
author
author
dc.contributor.none.fl_str_mv Repositório Aberto
dc.contributor.author.fl_str_mv Bernardes, Rui
Silva, Gilberto
Chiquita, Samuel
Serranho, Pedro
Ambrósio, António F.
dc.subject.por.fl_str_mv Alzheimer’s disease
3xTg mouse model
Optical coherence tomography
Retina classification
topic Alzheimer’s disease
3xTg mouse model
Optical coherence tomography
Retina classification
description In this paper, we use the retina as a window into the central nervous system and in particular to assess changes in the retinal tissue associated with the Alzheimer’s disease. We imaged the retina of wild-type (WT) and transgenic mouse model (TMM) of Alzheimer’s disease with optical coherence tomography and classify retinas into the WT and TMM groups using support vector machines with the radial basis function kernel. Predictions reached an accuracy over 80% at the age of 4 months and over 90% at the age of 8 months. Texture analysis of computed fundus reference images suggests a more heterogeneous organization of the retina in transgenic mice at the age of 8 months in comparison to controls.
publishDate 2017
dc.date.none.fl_str_mv 2017
2017-01-01T00:00:00Z
2018-07-31T00:30:20Z
dc.type.driver.fl_str_mv conference object
dc.type.status.fl_str_mv info:eu-repo/semantics/publishedVersion
status_str publishedVersion
dc.identifier.uri.fl_str_mv http://hdl.handle.net/10400.2/7102
url http://hdl.handle.net/10400.2/7102
dc.language.iso.fl_str_mv eng
language eng
dc.relation.none.fl_str_mv 10.1007/978-3-319-59876-5_60
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dc.publisher.none.fl_str_mv Springer
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collection Repositórios Científicos de Acesso Aberto de Portugal (RCAAP)
repository.name.fl_str_mv Repositórios Científicos de Acesso Aberto de Portugal (RCAAP) - FCCN, serviços digitais da FCT – Fundação para a Ciência e a Tecnologia
repository.mail.fl_str_mv info@rcaap.pt
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