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Associations between psycho-behavioral risk factors and diabetic retinopathy: NHANES (2005–2018)
INTRODUCTION: Diabetes mellitus (DM) and diabetic retinopathy (DR) increase the global burden. Since their pathogenesis is complex, it is necessary to use the biopsychosocial model to discover the most effective strategies. The study is aimed to investigate the psycho-behavioral factors of DR and co...
Autores principales: | , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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Frontiers Media S.A.
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9521717/ https://www.ncbi.nlm.nih.gov/pubmed/36187629 http://dx.doi.org/10.3389/fpubh.2022.966714 |
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author | Sun, Xiao-Jia Zhang, Guo-Heng Guo, Chang-Mei Zhou, Zi-Yi Niu, Ya-Li Wang, Ling Dou, Guo-Rui |
author_facet | Sun, Xiao-Jia Zhang, Guo-Heng Guo, Chang-Mei Zhou, Zi-Yi Niu, Ya-Li Wang, Ling Dou, Guo-Rui |
author_sort | Sun, Xiao-Jia |
collection | PubMed |
description | INTRODUCTION: Diabetes mellitus (DM) and diabetic retinopathy (DR) increase the global burden. Since their pathogenesis is complex, it is necessary to use the biopsychosocial model to discover the most effective strategies. The study is aimed to investigate the psycho-behavioral factors of DR and confirm the discrepancies from previous studies. RESEARCH DESIGN AND METHODS: The study comprised seven cycles of cross-sectional data of the National Health and Nutrition Examination Survey (NHANES) from 2005–2006 to 2017–2018. Samples of DM were selected from this complex multi-stage probability sample and divided into the non-DR and DR groups, where 4,426 samples represented 18,990,825 individuals after weighting. This study comprehensively explored the biological, social, and psychological risk factors of DR, among which the biological factors included blood pressure, blood routine, HbA1c%, blood glucose, the duration of DM, family history, comorbidities, and treatment methods. Social aspects include gender, education, income, insurance, smoking, drinking, sleep habits, and recreational activities. The Patient Health Questionnaire-9 (PHQ-9) was used to assess the psychological state. Taylor series regression was used to examine the connection between factors and DR. RESULTS: Men accounted for 55.5% of the DR group (P = 0.0174). Lymphocyte count, insulin treatment, heart failure, stroke, liver condition, and renal failure showed significant differences in DR (P < 0.05). The incidence of depression in DR was 40.5%. Mild to moderate depression [odds ratio was associated with DR [(OR) = 1.37, 95% confidence interval (CI): 1.06–1.79], but there was no statistical difference in severe depression (OR = 1.34, 95% CI: 0.83–2.17). Although ≤ 6 h of sleep was associated with DR (OR = 1.38, 95% CI: 1.01–1.88), we found no statistical differences in alcohol consumption, recreational activities, or sedentary time between the two groups in our current study (P > 0.05). CONCLUSIONS: The biological risk factors of DR are significant. It showed that stroke is associated with DR, and retinal exams have the potential value as a screening tool for the brain. Besides, psycho-behavioral risk factors of DR should also be paid attention. Our study highlights that mild and moderate depression and ≤6 h of sleep are distinguishably associated with DM complicated with DR. It indicates that psycho-behavioral risk factors confer a vital influence on diabetic health care and DR. |
format | Online Article Text |
id | pubmed-9521717 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-95217172022-09-30 Associations between psycho-behavioral risk factors and diabetic retinopathy: NHANES (2005–2018) Sun, Xiao-Jia Zhang, Guo-Heng Guo, Chang-Mei Zhou, Zi-Yi Niu, Ya-Li Wang, Ling Dou, Guo-Rui Front Public Health Public Health INTRODUCTION: Diabetes mellitus (DM) and diabetic retinopathy (DR) increase the global burden. Since their pathogenesis is complex, it is necessary to use the biopsychosocial model to discover the most effective strategies. The study is aimed to investigate the psycho-behavioral factors of DR and confirm the discrepancies from previous studies. RESEARCH DESIGN AND METHODS: The study comprised seven cycles of cross-sectional data of the National Health and Nutrition Examination Survey (NHANES) from 2005–2006 to 2017–2018. Samples of DM were selected from this complex multi-stage probability sample and divided into the non-DR and DR groups, where 4,426 samples represented 18,990,825 individuals after weighting. This study comprehensively explored the biological, social, and psychological risk factors of DR, among which the biological factors included blood pressure, blood routine, HbA1c%, blood glucose, the duration of DM, family history, comorbidities, and treatment methods. Social aspects include gender, education, income, insurance, smoking, drinking, sleep habits, and recreational activities. The Patient Health Questionnaire-9 (PHQ-9) was used to assess the psychological state. Taylor series regression was used to examine the connection between factors and DR. RESULTS: Men accounted for 55.5% of the DR group (P = 0.0174). Lymphocyte count, insulin treatment, heart failure, stroke, liver condition, and renal failure showed significant differences in DR (P < 0.05). The incidence of depression in DR was 40.5%. Mild to moderate depression [odds ratio was associated with DR [(OR) = 1.37, 95% confidence interval (CI): 1.06–1.79], but there was no statistical difference in severe depression (OR = 1.34, 95% CI: 0.83–2.17). Although ≤ 6 h of sleep was associated with DR (OR = 1.38, 95% CI: 1.01–1.88), we found no statistical differences in alcohol consumption, recreational activities, or sedentary time between the two groups in our current study (P > 0.05). CONCLUSIONS: The biological risk factors of DR are significant. It showed that stroke is associated with DR, and retinal exams have the potential value as a screening tool for the brain. Besides, psycho-behavioral risk factors of DR should also be paid attention. Our study highlights that mild and moderate depression and ≤6 h of sleep are distinguishably associated with DM complicated with DR. It indicates that psycho-behavioral risk factors confer a vital influence on diabetic health care and DR. Frontiers Media S.A. 2022-09-15 /pmc/articles/PMC9521717/ /pubmed/36187629 http://dx.doi.org/10.3389/fpubh.2022.966714 Text en Copyright © 2022 Sun, Zhang, Guo, Zhou, Niu, Wang and Dou. https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms. |
spellingShingle | Public Health Sun, Xiao-Jia Zhang, Guo-Heng Guo, Chang-Mei Zhou, Zi-Yi Niu, Ya-Li Wang, Ling Dou, Guo-Rui Associations between psycho-behavioral risk factors and diabetic retinopathy: NHANES (2005–2018) |
title | Associations between psycho-behavioral risk factors and diabetic retinopathy: NHANES (2005–2018) |
title_full | Associations between psycho-behavioral risk factors and diabetic retinopathy: NHANES (2005–2018) |
title_fullStr | Associations between psycho-behavioral risk factors and diabetic retinopathy: NHANES (2005–2018) |
title_full_unstemmed | Associations between psycho-behavioral risk factors and diabetic retinopathy: NHANES (2005–2018) |
title_short | Associations between psycho-behavioral risk factors and diabetic retinopathy: NHANES (2005–2018) |
title_sort | associations between psycho-behavioral risk factors and diabetic retinopathy: nhanes (2005–2018) |
topic | Public Health |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9521717/ https://www.ncbi.nlm.nih.gov/pubmed/36187629 http://dx.doi.org/10.3389/fpubh.2022.966714 |
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