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Causal effect of education on type 2 diabetes: A network Mendelian randomization study
BACKGROUND: The causality between education and type 2 diabetes (T2DM) remains unclear. AIM: To identify the causality between education and T2DM and the potential metabolic risk factors [coronary heart disease (CHD), total cholesterol, low-density lipoprotein, triglycerides (TG), body mass index (B...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Baishideng Publishing Group Inc
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7958473/ https://www.ncbi.nlm.nih.gov/pubmed/33758646 http://dx.doi.org/10.4239/wjd.v12.i3.261 |
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author | Liao, Li-Zhen Chen, Zhi-Chong Li, Wei-Dong Zhuang, Xiao-Dong Liao, Xin-Xue |
author_facet | Liao, Li-Zhen Chen, Zhi-Chong Li, Wei-Dong Zhuang, Xiao-Dong Liao, Xin-Xue |
author_sort | Liao, Li-Zhen |
collection | PubMed |
description | BACKGROUND: The causality between education and type 2 diabetes (T2DM) remains unclear. AIM: To identify the causality between education and T2DM and the potential metabolic risk factors [coronary heart disease (CHD), total cholesterol, low-density lipoprotein, triglycerides (TG), body mass index (BMI), waist circumference (WC), waist-to-hip ratio (WHR), fasting insulin, fasting glucose, and glycated hemoglobin] from summarized genome-wide association study (GWAS) data used a network Mendelian randomization (MR). METHODS: Two-sample MR and network MR were performed to obtain the causality between education-T2DM, education-mediator, and mediator-T2DM. Summary statistics from the Social Science Genetic Association Consortium (discovery data) and Neale Lab consortium (replication data) were used for education and DIAGRAMplusMetabochip for T2DM. RESULTS: The odds ratio for T2DM was 0.392 (95%CI: 0.263-0.583) per standard deviation increase (3.6 years) in education by the inverse variance weighted method, without heterogeneity or horizontal pleiotropy. Education was genetically associated with CHD, TG, BMI, WC, and WHR in the discovery phase, yet only the results for CHD, BMI, and WC were replicated in the replication data. Moreover, BMI was genetically associated with T2DM. CONCLUSION: Short education was found to be associated with an increased T2DM risk. BMI might serve as a potential mediator between them. |
format | Online Article Text |
id | pubmed-7958473 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Baishideng Publishing Group Inc |
record_format | MEDLINE/PubMed |
spelling | pubmed-79584732021-03-22 Causal effect of education on type 2 diabetes: A network Mendelian randomization study Liao, Li-Zhen Chen, Zhi-Chong Li, Wei-Dong Zhuang, Xiao-Dong Liao, Xin-Xue World J Diabetes Basic Study BACKGROUND: The causality between education and type 2 diabetes (T2DM) remains unclear. AIM: To identify the causality between education and T2DM and the potential metabolic risk factors [coronary heart disease (CHD), total cholesterol, low-density lipoprotein, triglycerides (TG), body mass index (BMI), waist circumference (WC), waist-to-hip ratio (WHR), fasting insulin, fasting glucose, and glycated hemoglobin] from summarized genome-wide association study (GWAS) data used a network Mendelian randomization (MR). METHODS: Two-sample MR and network MR were performed to obtain the causality between education-T2DM, education-mediator, and mediator-T2DM. Summary statistics from the Social Science Genetic Association Consortium (discovery data) and Neale Lab consortium (replication data) were used for education and DIAGRAMplusMetabochip for T2DM. RESULTS: The odds ratio for T2DM was 0.392 (95%CI: 0.263-0.583) per standard deviation increase (3.6 years) in education by the inverse variance weighted method, without heterogeneity or horizontal pleiotropy. Education was genetically associated with CHD, TG, BMI, WC, and WHR in the discovery phase, yet only the results for CHD, BMI, and WC were replicated in the replication data. Moreover, BMI was genetically associated with T2DM. CONCLUSION: Short education was found to be associated with an increased T2DM risk. BMI might serve as a potential mediator between them. Baishideng Publishing Group Inc 2021-03-15 2021-03-15 /pmc/articles/PMC7958473/ /pubmed/33758646 http://dx.doi.org/10.4239/wjd.v12.i3.261 Text en ©The Author(s) 2021. Published by Baishideng Publishing Group Inc. All rights reserved. http://creativecommons.org/licenses/by-nc/4.0/ This article is an open-access article that was selected by an in-house editor and fully peer-reviewed by external reviewers. It is distributed in accordance with the Creative Commons Attribution NonCommercial (CC BY-NC 4.0) license, which permits others to distribute, remix, adapt, build upon this work non-commercially, and license their derivative works on different terms, provided the original work is properly cited and the use is non-commercial. See: http://creativecommons.org/Licenses/by-nc/4.0/ |
spellingShingle | Basic Study Liao, Li-Zhen Chen, Zhi-Chong Li, Wei-Dong Zhuang, Xiao-Dong Liao, Xin-Xue Causal effect of education on type 2 diabetes: A network Mendelian randomization study |
title | Causal effect of education on type 2 diabetes: A network Mendelian randomization study |
title_full | Causal effect of education on type 2 diabetes: A network Mendelian randomization study |
title_fullStr | Causal effect of education on type 2 diabetes: A network Mendelian randomization study |
title_full_unstemmed | Causal effect of education on type 2 diabetes: A network Mendelian randomization study |
title_short | Causal effect of education on type 2 diabetes: A network Mendelian randomization study |
title_sort | causal effect of education on type 2 diabetes: a network mendelian randomization study |
topic | Basic Study |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7958473/ https://www.ncbi.nlm.nih.gov/pubmed/33758646 http://dx.doi.org/10.4239/wjd.v12.i3.261 |
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