Retinal biomarkers of Alzheimer’s disease: insights from transgenic mouse models
| Autor(a) principal: | |
|---|---|
| Data de Publicação: | 2017 |
| Outros Autores: | , , , |
| 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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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 |
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conference object |
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info:eu-repo/semantics/publishedVersion |
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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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info:eu-repo/semantics/openAccess |
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openAccess |
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application/pdf |
| dc.publisher.none.fl_str_mv |
Springer |
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Springer |
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reponame:Repositórios Científicos de Acesso Aberto de Portugal (RCAAP) instname:FCCN, serviços digitais da FCT – Fundação para a Ciência e a Tecnologia instacron:RCAAP |
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RCAAP |
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Repositórios Científicos de Acesso Aberto de Portugal (RCAAP) |
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Repositórios Científicos de Acesso Aberto de Portugal (RCAAP) |
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