Cargando…

Do eye diseases increase the risk of arthritis in the elderly population?

There are very few longitudinal studies which have previously conducted an investigation into whether eye diseases are a risk for arthritis, and how this occurs. The study employed a variety of machine-learning algorithms, including random forest for investigating the risks, and to elucidate these u...

Descripción completa

Detalles Bibliográficos
Autores principales: Jin, Wenyi, Yao, Qian, Liu, Zilin, Cao, Wenli, Zhang, Yubiao, Che, Zhifei, Peng, Hao
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Impact Journals 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8221314/
https://www.ncbi.nlm.nih.gov/pubmed/34111026
http://dx.doi.org/10.18632/aging.203122
_version_ 1783711305072377856
author Jin, Wenyi
Yao, Qian
Liu, Zilin
Cao, Wenli
Zhang, Yubiao
Che, Zhifei
Peng, Hao
author_facet Jin, Wenyi
Yao, Qian
Liu, Zilin
Cao, Wenli
Zhang, Yubiao
Che, Zhifei
Peng, Hao
author_sort Jin, Wenyi
collection PubMed
description There are very few longitudinal studies which have previously conducted an investigation into whether eye diseases are a risk for arthritis, and how this occurs. The study employed a variety of machine-learning algorithms, including random forest for investigating the risks, and to elucidate these underlying mechanisms by focusing on five aspects containing 389 characterized variables (mental health and wellbeing; physical health; disability, functional impairment and helpers; health behavior; and health measures). The study population included 8,423 individuals. Cataracts, glaucoma, and other eye diseases increase the likelihood of arthritis after two years by 131.8% (odds ratio (OR)=2.318, 95% confidence interval: 1.748 to 3.038), 123.1% (OR=2.231, 1.306 to 3.626), and 91.1% (OR=1.911, 1.501 to 2.415). Random forest corroborated that cataract contributes the most to arthritis risks after two years, followed by other eye diseases and glaucoma (mean Gini-index: 5.20, 2.11, 1.31). It is of note that the potential mechanisms of cataract-induced arthritis risk were elucidated extensively. The control domains of life quality, negative aging self-perceptions, mobility (steadiness, physical limitations, and muscle strength) and memory impairments, and sleep quality mediated the relationship between cataracts and arthritis significantly. Furthermore, different eye diseases affected osteoarthritis, rheumatoid arthritis, and other arthritis to varying degrees. Eye diseases increased the risk of arthritis, whereby cataracts were the most significant. Interventions which target these discovered mechanisms may be the preferred levers for reducing cataract-related arthritis risk.
format Online
Article
Text
id pubmed-8221314
institution National Center for Biotechnology Information
language English
publishDate 2021
publisher Impact Journals
record_format MEDLINE/PubMed
spelling pubmed-82213142021-06-26 Do eye diseases increase the risk of arthritis in the elderly population? Jin, Wenyi Yao, Qian Liu, Zilin Cao, Wenli Zhang, Yubiao Che, Zhifei Peng, Hao Aging (Albany NY) Research Paper There are very few longitudinal studies which have previously conducted an investigation into whether eye diseases are a risk for arthritis, and how this occurs. The study employed a variety of machine-learning algorithms, including random forest for investigating the risks, and to elucidate these underlying mechanisms by focusing on five aspects containing 389 characterized variables (mental health and wellbeing; physical health; disability, functional impairment and helpers; health behavior; and health measures). The study population included 8,423 individuals. Cataracts, glaucoma, and other eye diseases increase the likelihood of arthritis after two years by 131.8% (odds ratio (OR)=2.318, 95% confidence interval: 1.748 to 3.038), 123.1% (OR=2.231, 1.306 to 3.626), and 91.1% (OR=1.911, 1.501 to 2.415). Random forest corroborated that cataract contributes the most to arthritis risks after two years, followed by other eye diseases and glaucoma (mean Gini-index: 5.20, 2.11, 1.31). It is of note that the potential mechanisms of cataract-induced arthritis risk were elucidated extensively. The control domains of life quality, negative aging self-perceptions, mobility (steadiness, physical limitations, and muscle strength) and memory impairments, and sleep quality mediated the relationship between cataracts and arthritis significantly. Furthermore, different eye diseases affected osteoarthritis, rheumatoid arthritis, and other arthritis to varying degrees. Eye diseases increased the risk of arthritis, whereby cataracts were the most significant. Interventions which target these discovered mechanisms may be the preferred levers for reducing cataract-related arthritis risk. Impact Journals 2021-06-10 /pmc/articles/PMC8221314/ /pubmed/34111026 http://dx.doi.org/10.18632/aging.203122 Text en Copyright: © 2021 Jin et al. https://creativecommons.org/licenses/by/3.0/This is an open access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/3.0/) (CC BY 3.0), which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
spellingShingle Research Paper
Jin, Wenyi
Yao, Qian
Liu, Zilin
Cao, Wenli
Zhang, Yubiao
Che, Zhifei
Peng, Hao
Do eye diseases increase the risk of arthritis in the elderly population?
title Do eye diseases increase the risk of arthritis in the elderly population?
title_full Do eye diseases increase the risk of arthritis in the elderly population?
title_fullStr Do eye diseases increase the risk of arthritis in the elderly population?
title_full_unstemmed Do eye diseases increase the risk of arthritis in the elderly population?
title_short Do eye diseases increase the risk of arthritis in the elderly population?
title_sort do eye diseases increase the risk of arthritis in the elderly population?
topic Research Paper
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8221314/
https://www.ncbi.nlm.nih.gov/pubmed/34111026
http://dx.doi.org/10.18632/aging.203122
work_keys_str_mv AT jinwenyi doeyediseasesincreasetheriskofarthritisintheelderlypopulation
AT yaoqian doeyediseasesincreasetheriskofarthritisintheelderlypopulation
AT liuzilin doeyediseasesincreasetheriskofarthritisintheelderlypopulation
AT caowenli doeyediseasesincreasetheriskofarthritisintheelderlypopulation
AT zhangyubiao doeyediseasesincreasetheriskofarthritisintheelderlypopulation
AT chezhifei doeyediseasesincreasetheriskofarthritisintheelderlypopulation
AT penghao doeyediseasesincreasetheriskofarthritisintheelderlypopulation