Educational level as a cause of type 2 diabetes mellitus: Caution from triangulation of observational and genetic evidence

Background and objective: Education might be causal to type 2 diabetes mellitus (T2DM). We triangulated cohort and genetic evidence to consolidate the causality between education and T2DM. Methods: We obtained observational evidence from the English Longitudinal Study of Ageing (ELSA). Self-reportin...

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Main Author: Na-Ek N.
Other Authors: Mahidol University
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Published: 2023
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Online Access:https://repository.li.mahidol.ac.th/handle/123456789/86753
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spelling th-mahidol.867532023-06-19T01:08:47Z Educational level as a cause of type 2 diabetes mellitus: Caution from triangulation of observational and genetic evidence Na-Ek N. Mahidol University Medicine Background and objective: Education might be causal to type 2 diabetes mellitus (T2DM). We triangulated cohort and genetic evidence to consolidate the causality between education and T2DM. Methods: We obtained observational evidence from the English Longitudinal Study of Ageing (ELSA). Self-reporting educational attainment was categorised as high (post-secondary and higher), middle (secondary), and low (below secondary or no academic qualifications) in 6,786 community-dwelling individuals aged ≥ 50 years without diabetes at ELSA wave 2, who were followed until wave 8 for the first diabetes diagnosis. Additionally, we performed two-sample Mendelian randomisation (MR) using an inverse-variance weighted (IVW), MR-Egger, weighted median (WM), and weighted mode-based estimate (WMBE) method. Steiger filtering was further applied to exclude single-nucleotide polymorphisms (SNPs) that were correlated with an outcome (T2DM) stronger than exposure (education attainment). Results: We observed 598 new diabetes cases after 10.4 years of follow-up. The adjusted hazard ratios (95% CI) of T2DM were 1.20 (0.97–1.49) and 1.58 (1.28–1.96) in the middle- and low-education groups, respectively, compared to the high-education group. Low education was also associated with increased glycated haemoglobin levels. Psychosocial resources, occupation, and health behaviours fully explained these inverse associations. In the MR analysis of 210 SNPs (R2 = 0.0161), the odds ratio of having T2DM per standard deviation-decreasing years (4.2 years) of schooling was 1.33 (1.01–1.75; IVW), 1.23 (0.37–4.17; MR-Egger), 1.56 (1.09–2.27; WM), and 2.94 (0.98–9.09; WMBE). However, applying Steiger filtering attenuated most MR results towards the null. Conclusions: Our inconsistent findings between cohort and genetic evidence did not support the causality between education and T2DM. 2023-06-18T18:08:47Z 2023-06-18T18:08:47Z 2022-01-01 Article Acta Diabetologica Vol.59 No.1 (2022) , 127-135 10.1007/s00592-021-01795-7 14325233 09405429 34514530 2-s2.0-85114828220 https://repository.li.mahidol.ac.th/handle/123456789/86753 SCOPUS
institution Mahidol University
building Mahidol University Library
continent Asia
country Thailand
Thailand
content_provider Mahidol University Library
collection Mahidol University Institutional Repository
topic Medicine
spellingShingle Medicine
Na-Ek N.
Educational level as a cause of type 2 diabetes mellitus: Caution from triangulation of observational and genetic evidence
description Background and objective: Education might be causal to type 2 diabetes mellitus (T2DM). We triangulated cohort and genetic evidence to consolidate the causality between education and T2DM. Methods: We obtained observational evidence from the English Longitudinal Study of Ageing (ELSA). Self-reporting educational attainment was categorised as high (post-secondary and higher), middle (secondary), and low (below secondary or no academic qualifications) in 6,786 community-dwelling individuals aged ≥ 50 years without diabetes at ELSA wave 2, who were followed until wave 8 for the first diabetes diagnosis. Additionally, we performed two-sample Mendelian randomisation (MR) using an inverse-variance weighted (IVW), MR-Egger, weighted median (WM), and weighted mode-based estimate (WMBE) method. Steiger filtering was further applied to exclude single-nucleotide polymorphisms (SNPs) that were correlated with an outcome (T2DM) stronger than exposure (education attainment). Results: We observed 598 new diabetes cases after 10.4 years of follow-up. The adjusted hazard ratios (95% CI) of T2DM were 1.20 (0.97–1.49) and 1.58 (1.28–1.96) in the middle- and low-education groups, respectively, compared to the high-education group. Low education was also associated with increased glycated haemoglobin levels. Psychosocial resources, occupation, and health behaviours fully explained these inverse associations. In the MR analysis of 210 SNPs (R2 = 0.0161), the odds ratio of having T2DM per standard deviation-decreasing years (4.2 years) of schooling was 1.33 (1.01–1.75; IVW), 1.23 (0.37–4.17; MR-Egger), 1.56 (1.09–2.27; WM), and 2.94 (0.98–9.09; WMBE). However, applying Steiger filtering attenuated most MR results towards the null. Conclusions: Our inconsistent findings between cohort and genetic evidence did not support the causality between education and T2DM.
author2 Mahidol University
author_facet Mahidol University
Na-Ek N.
format Article
author Na-Ek N.
author_sort Na-Ek N.
title Educational level as a cause of type 2 diabetes mellitus: Caution from triangulation of observational and genetic evidence
title_short Educational level as a cause of type 2 diabetes mellitus: Caution from triangulation of observational and genetic evidence
title_full Educational level as a cause of type 2 diabetes mellitus: Caution from triangulation of observational and genetic evidence
title_fullStr Educational level as a cause of type 2 diabetes mellitus: Caution from triangulation of observational and genetic evidence
title_full_unstemmed Educational level as a cause of type 2 diabetes mellitus: Caution from triangulation of observational and genetic evidence
title_sort educational level as a cause of type 2 diabetes mellitus: caution from triangulation of observational and genetic evidence
publishDate 2023
url https://repository.li.mahidol.ac.th/handle/123456789/86753
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