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Relations between Cardiac and Visual Phenotypes in Diabetes: A Multivariate Approach
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 i...
Autores principales: | , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2016
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4835099/ https://www.ncbi.nlm.nih.gov/pubmed/27089510 http://dx.doi.org/10.1371/journal.pone.0153772 |
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author | Oliveiros, Bárbara Sanches, Mafalda Quendera, Bruno Graça, Bruno Guelho, Daniela Gomes, Leonor Carrilho, Francisco Caseiro-Alves, Filipe Castelo-Branco, Miguel |
author_facet | Oliveiros, Bárbara Sanches, Mafalda Quendera, Bruno Graça, Bruno Guelho, Daniela Gomes, Leonor Carrilho, Francisco Caseiro-Alves, Filipe Castelo-Branco, Miguel |
author_sort | Oliveiros, Bárbara |
collection | PubMed |
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 R(2) 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. |
format | Online Article Text |
id | pubmed-4835099 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2016 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-48350992016-04-29 Relations between Cardiac and Visual Phenotypes in Diabetes: A Multivariate Approach Oliveiros, Bárbara Sanches, Mafalda Quendera, Bruno Graça, Bruno Guelho, Daniela Gomes, Leonor Carrilho, Francisco Caseiro-Alves, Filipe Castelo-Branco, Miguel PLoS One Research Article 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 R(2) 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 Science 2016-04-18 /pmc/articles/PMC4835099/ /pubmed/27089510 http://dx.doi.org/10.1371/journal.pone.0153772 Text en © 2016 Oliveiros et al http://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. |
spellingShingle | Research Article Oliveiros, Bárbara Sanches, Mafalda Quendera, Bruno Graça, Bruno Guelho, Daniela Gomes, Leonor Carrilho, Francisco Caseiro-Alves, Filipe Castelo-Branco, Miguel Relations between Cardiac and Visual Phenotypes in Diabetes: A Multivariate Approach |
title | 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_short | Relations between Cardiac and Visual Phenotypes in Diabetes: A Multivariate Approach |
title_sort | relations between cardiac and visual phenotypes in diabetes: a multivariate approach |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4835099/ https://www.ncbi.nlm.nih.gov/pubmed/27089510 http://dx.doi.org/10.1371/journal.pone.0153772 |
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