Relations between Cardiac and Visual Phenotypes in Diabetes: A Multivariate Approach

Detalhes bibliográficos
Autor(a) principal: Oliveiros, Bárbara
Data de Publicação: 2016
Outros Autores: Sanches, Mafalda, Quendera, Bruno, Graça, Bruno, Guelho, Daniela, Gomes, Leonor, Carrilho, Francisco, Alves, Filipe Caseiro, Castelo-Branco, Miguel
Tipo de documento: Artigo
Idioma: eng
Título da fonte: Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
Texto Completo: http://hdl.handle.net/10316/108854
https://doi.org/10.1371/journal.pone.0153772
Resumo: Cardiovascular disease and diabetes represent a major public health concern. The former is the most frequent cause of death and disability in patients with type 2 diabetes, where left ventricular dysfunction is highly prevalent. Moreover, diabetic retinopathy is becoming a dominant cause of visual impairment and blindness. The complex relation between cardiovascular disease and diabetic retinopathy as a function of ageing, obesity and hypertension remains to be clarified. Here, we investigated such relations in patients with diabetes type 2, in subjects with neither overt heart disease nor advanced proliferative diabetic retinopathy. We studied 47 patients and 50 controls, aged between 45 and 65 years, equally distributed according to gender. From the 36 measures regarding visual structure and function, and the 11 measures concerning left ventricle function, we performed data reduction to obtain eight new derived variables, seven of which related to the eye, adjusted for age, gender, body mass index and high blood pressure using both discriminant analysis (DA) and logistic regression (LR). We found moderate to strong correlation between left ventricle function and the eye constructs: minimum correlation was found for psychophysical motion thresholds (DA: 0.734; LR: 0.666), while the maximum correlation was achieved with structural volume density in the neural retina (DA: 0.786; LR: 0.788). Controlling the effect of pairwise correlated visual constructs, the parameters that were most correlated to left ventricle function were volume density in retina and thickness of the retinal nerve fiber layers (adjusted multiple R2 is 0.819 and 0.730 for DA and LR), with additional contribution of psychophysical loss in achromatic contrast discrimination. We conclude that visual structural and functional changes in type 2 diabetes are related to heart dysfunction, when the effects of clinical, demographic and associated risk factors are taken into account, revealing a genuine relation between cardiac and retinal diabetic phenotypes.
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spelling Relations between Cardiac and Visual Phenotypes in Diabetes: A Multivariate ApproachAgedBody Mass IndexCardiovascular DiseasesCase-Control StudiesDiabetes Mellitus, Type 2Diabetic RetinopathyFemaleHumansMagnetic Resonance ImagingMaleMiddle AgedPhenotypePilot ProjectsProspective StudiesCardiovascular disease and diabetes represent a major public health concern. The former is the most frequent cause of death and disability in patients with type 2 diabetes, where left ventricular dysfunction is highly prevalent. Moreover, diabetic retinopathy is becoming a dominant cause of visual impairment and blindness. The complex relation between cardiovascular disease and diabetic retinopathy as a function of ageing, obesity and hypertension remains to be clarified. Here, we investigated such relations in patients with diabetes type 2, in subjects with neither overt heart disease nor advanced proliferative diabetic retinopathy. We studied 47 patients and 50 controls, aged between 45 and 65 years, equally distributed according to gender. From the 36 measures regarding visual structure and function, and the 11 measures concerning left ventricle function, we performed data reduction to obtain eight new derived variables, seven of which related to the eye, adjusted for age, gender, body mass index and high blood pressure using both discriminant analysis (DA) and logistic regression (LR). We found moderate to strong correlation between left ventricle function and the eye constructs: minimum correlation was found for psychophysical motion thresholds (DA: 0.734; LR: 0.666), while the maximum correlation was achieved with structural volume density in the neural retina (DA: 0.786; LR: 0.788). Controlling the effect of pairwise correlated visual constructs, the parameters that were most correlated to left ventricle function were volume density in retina and thickness of the retinal nerve fiber layers (adjusted multiple R2 is 0.819 and 0.730 for DA and LR), with additional contribution of psychophysical loss in achromatic contrast discrimination. We conclude that visual structural and functional changes in type 2 diabetes are related to heart dysfunction, when the effects of clinical, demographic and associated risk factors are taken into account, revealing a genuine relation between cardiac and retinal diabetic phenotypes.Public Library of Science2016info:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/articlehttp://hdl.handle.net/10316/108854http://hdl.handle.net/10316/108854https://doi.org/10.1371/journal.pone.0153772eng1932-6203Oliveiros, BárbaraSanches, MafaldaQuendera, BrunoGraça, BrunoGuelho, DanielaGomes, LeonorCarrilho, FranciscoAlves, Filipe CaseiroCastelo-Branco, Miguelinfo:eu-repo/semantics/openAccessreponame:Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)instname:Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informaçãoinstacron:RCAAP2023-09-21T09:13:34Zoai:estudogeral.uc.pt:10316/108854Portal AgregadorONGhttps://www.rcaap.pt/oai/openaireopendoar:71602024-03-19T21:25:05.814561Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) - Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informaçãofalse
dc.title.none.fl_str_mv Relations between Cardiac and Visual Phenotypes in Diabetes: A Multivariate Approach
title Relations between Cardiac and Visual Phenotypes in Diabetes: A Multivariate Approach
spellingShingle Relations between Cardiac and Visual Phenotypes in Diabetes: A Multivariate Approach
Oliveiros, Bárbara
Aged
Body Mass Index
Cardiovascular Diseases
Case-Control Studies
Diabetes Mellitus, Type 2
Diabetic Retinopathy
Female
Humans
Magnetic Resonance Imaging
Male
Middle Aged
Phenotype
Pilot Projects
Prospective Studies
title_short Relations between Cardiac and Visual Phenotypes in Diabetes: A Multivariate Approach
title_full Relations between Cardiac and Visual Phenotypes in Diabetes: A Multivariate Approach
title_fullStr Relations between Cardiac and Visual Phenotypes in Diabetes: A Multivariate Approach
title_full_unstemmed Relations between Cardiac and Visual Phenotypes in Diabetes: A Multivariate Approach
title_sort Relations between Cardiac and Visual Phenotypes in Diabetes: A Multivariate Approach
author Oliveiros, Bárbara
author_facet Oliveiros, Bárbara
Sanches, Mafalda
Quendera, Bruno
Graça, Bruno
Guelho, Daniela
Gomes, Leonor
Carrilho, Francisco
Alves, Filipe Caseiro
Castelo-Branco, Miguel
author_role author
author2 Sanches, Mafalda
Quendera, Bruno
Graça, Bruno
Guelho, Daniela
Gomes, Leonor
Carrilho, Francisco
Alves, Filipe Caseiro
Castelo-Branco, Miguel
author2_role author
author
author
author
author
author
author
author
dc.contributor.author.fl_str_mv Oliveiros, Bárbara
Sanches, Mafalda
Quendera, Bruno
Graça, Bruno
Guelho, Daniela
Gomes, Leonor
Carrilho, Francisco
Alves, Filipe Caseiro
Castelo-Branco, Miguel
dc.subject.por.fl_str_mv Aged
Body Mass Index
Cardiovascular Diseases
Case-Control Studies
Diabetes Mellitus, Type 2
Diabetic Retinopathy
Female
Humans
Magnetic Resonance Imaging
Male
Middle Aged
Phenotype
Pilot Projects
Prospective Studies
topic Aged
Body Mass Index
Cardiovascular Diseases
Case-Control Studies
Diabetes Mellitus, Type 2
Diabetic Retinopathy
Female
Humans
Magnetic Resonance Imaging
Male
Middle Aged
Phenotype
Pilot Projects
Prospective Studies
description Cardiovascular disease and diabetes represent a major public health concern. The former is the most frequent cause of death and disability in patients with type 2 diabetes, where left ventricular dysfunction is highly prevalent. Moreover, diabetic retinopathy is becoming a dominant cause of visual impairment and blindness. The complex relation between cardiovascular disease and diabetic retinopathy as a function of ageing, obesity and hypertension remains to be clarified. Here, we investigated such relations in patients with diabetes type 2, in subjects with neither overt heart disease nor advanced proliferative diabetic retinopathy. We studied 47 patients and 50 controls, aged between 45 and 65 years, equally distributed according to gender. From the 36 measures regarding visual structure and function, and the 11 measures concerning left ventricle function, we performed data reduction to obtain eight new derived variables, seven of which related to the eye, adjusted for age, gender, body mass index and high blood pressure using both discriminant analysis (DA) and logistic regression (LR). We found moderate to strong correlation between left ventricle function and the eye constructs: minimum correlation was found for psychophysical motion thresholds (DA: 0.734; LR: 0.666), while the maximum correlation was achieved with structural volume density in the neural retina (DA: 0.786; LR: 0.788). Controlling the effect of pairwise correlated visual constructs, the parameters that were most correlated to left ventricle function were volume density in retina and thickness of the retinal nerve fiber layers (adjusted multiple R2 is 0.819 and 0.730 for DA and LR), with additional contribution of psychophysical loss in achromatic contrast discrimination. We conclude that visual structural and functional changes in type 2 diabetes are related to heart dysfunction, when the effects of clinical, demographic and associated risk factors are taken into account, revealing a genuine relation between cardiac and retinal diabetic phenotypes.
publishDate 2016
dc.date.none.fl_str_mv 2016
dc.type.status.fl_str_mv info:eu-repo/semantics/publishedVersion
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status_str publishedVersion
dc.identifier.uri.fl_str_mv http://hdl.handle.net/10316/108854
http://hdl.handle.net/10316/108854
https://doi.org/10.1371/journal.pone.0153772
url http://hdl.handle.net/10316/108854
https://doi.org/10.1371/journal.pone.0153772
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dc.publisher.none.fl_str_mv Public Library of Science
publisher.none.fl_str_mv Public Library of Science
dc.source.none.fl_str_mv reponame:Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
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instname_str Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informação
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reponame_str Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
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