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Causal relationship between educational attainment and the risk of rheumatoid arthritis: a Mendelian randomization study
BACKGROUND: Educational attainment is moderately heritable and inversely associated with the risk of rheumatoid arthritis. However, the causality from educational attainment on rheumatoid arthritis remained unknown. Here, we aimed to determine whether educational attainment is causally associated wi...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8529827/ https://www.ncbi.nlm.nih.gov/pubmed/34670623 http://dx.doi.org/10.1186/s41927-021-00216-0 |
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author | Huang, Guiwu Cai, Jiahao Li, Wenchang Zhong, Yanlin Liao, Weiming Wu, Peihui |
author_facet | Huang, Guiwu Cai, Jiahao Li, Wenchang Zhong, Yanlin Liao, Weiming Wu, Peihui |
author_sort | Huang, Guiwu |
collection | PubMed |
description | BACKGROUND: Educational attainment is moderately heritable and inversely associated with the risk of rheumatoid arthritis. However, the causality from educational attainment on rheumatoid arthritis remained unknown. Here, we aimed to determine whether educational attainment is causally associated with rheumatoid arthritis (RA) by using Mendelian randomization (MR) approach. METHODS: Summary statistics data for RA were obtained from an available, published meta-analysis of genome-wide association studies (GWAS) that included 14,361 RA cases and 43,923 controls of European ancestry. The instrumental variables for educational attainment were obtained from a GWAS meta-analysis that included over 1 million individuals (N = 1,131,881) of European ancestry. MR analyses were mainly performed using the inverse-variance weighted (IVW) method. Sensitivity analyses were further performed to test the robustness of the association using the weighted median method, MR-Egger, Cochran Q test, “leave-one-out” analysis and MR-PRESSO test. RESULTS: A total of 387 SNPs were employed as instrumental variables in our MR analysis. Genetically predicted higher educational attainment was associated with a significantly lower risk of RA using the IVW method (odds ratio [OR] = 0.42, 95% confidence interval [CI]: 0.34–0.52; p = 1.78 × 10(− 14)). The weighted median method and MR Egger regression analysis yielded consistent results. The effect estimate remained robust after the outlier variants and SNPs (associated with the confounding factors) were excluded. “Leave-one-out” analysis confirmed the stability of our results. Additionally, the results suggested the absence of the horizontal pleiotropy. CONCLUSIONS: The MR analysis supported a potential inverse causative relationship between educational attainment and the risk of RA. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s41927-021-00216-0. |
format | Online Article Text |
id | pubmed-8529827 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-85298272021-10-25 Causal relationship between educational attainment and the risk of rheumatoid arthritis: a Mendelian randomization study Huang, Guiwu Cai, Jiahao Li, Wenchang Zhong, Yanlin Liao, Weiming Wu, Peihui BMC Rheumatol Research BACKGROUND: Educational attainment is moderately heritable and inversely associated with the risk of rheumatoid arthritis. However, the causality from educational attainment on rheumatoid arthritis remained unknown. Here, we aimed to determine whether educational attainment is causally associated with rheumatoid arthritis (RA) by using Mendelian randomization (MR) approach. METHODS: Summary statistics data for RA were obtained from an available, published meta-analysis of genome-wide association studies (GWAS) that included 14,361 RA cases and 43,923 controls of European ancestry. The instrumental variables for educational attainment were obtained from a GWAS meta-analysis that included over 1 million individuals (N = 1,131,881) of European ancestry. MR analyses were mainly performed using the inverse-variance weighted (IVW) method. Sensitivity analyses were further performed to test the robustness of the association using the weighted median method, MR-Egger, Cochran Q test, “leave-one-out” analysis and MR-PRESSO test. RESULTS: A total of 387 SNPs were employed as instrumental variables in our MR analysis. Genetically predicted higher educational attainment was associated with a significantly lower risk of RA using the IVW method (odds ratio [OR] = 0.42, 95% confidence interval [CI]: 0.34–0.52; p = 1.78 × 10(− 14)). The weighted median method and MR Egger regression analysis yielded consistent results. The effect estimate remained robust after the outlier variants and SNPs (associated with the confounding factors) were excluded. “Leave-one-out” analysis confirmed the stability of our results. Additionally, the results suggested the absence of the horizontal pleiotropy. CONCLUSIONS: The MR analysis supported a potential inverse causative relationship between educational attainment and the risk of RA. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s41927-021-00216-0. BioMed Central 2021-10-21 /pmc/articles/PMC8529827/ /pubmed/34670623 http://dx.doi.org/10.1186/s41927-021-00216-0 Text en © The Author(s) 2021 https://creativecommons.org/licenses/by/4.0/Open AccessThis article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/ (https://creativecommons.org/publicdomain/zero/1.0/) ) applies to the data made available in this article, unless otherwise stated in a credit line to the data. |
spellingShingle | Research Huang, Guiwu Cai, Jiahao Li, Wenchang Zhong, Yanlin Liao, Weiming Wu, Peihui Causal relationship between educational attainment and the risk of rheumatoid arthritis: a Mendelian randomization study |
title | Causal relationship between educational attainment and the risk of rheumatoid arthritis: a Mendelian randomization study |
title_full | Causal relationship between educational attainment and the risk of rheumatoid arthritis: a Mendelian randomization study |
title_fullStr | Causal relationship between educational attainment and the risk of rheumatoid arthritis: a Mendelian randomization study |
title_full_unstemmed | Causal relationship between educational attainment and the risk of rheumatoid arthritis: a Mendelian randomization study |
title_short | Causal relationship between educational attainment and the risk of rheumatoid arthritis: a Mendelian randomization study |
title_sort | causal relationship between educational attainment and the risk of rheumatoid arthritis: a mendelian randomization study |
topic | Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8529827/ https://www.ncbi.nlm.nih.gov/pubmed/34670623 http://dx.doi.org/10.1186/s41927-021-00216-0 |
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