UCL Discovery
UCL home » Library Services » Electronic resources » UCL Discovery

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

Na-Ek, N; Srithong, J; Aonkhum, A; Boonsom, S; Charoen, P; Demakakos, P; (2022) Educational level as a cause of type 2 diabetes mellitus: Caution from triangulation of observational and genetic evidence. Acta Diabetologica , 59 pp. 127-135. 10.1007/s00592-021-01795-7. Green open access

[thumbnail of Demakakos_Manuscript-Main revision_Nat_Naek_311021.pdf]
Preview
Text
Demakakos_Manuscript-Main revision_Nat_Naek_311021.pdf - Accepted Version

Download (572kB) | Preview

Abstract

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.

Type: Article
Title: Educational level as a cause of type 2 diabetes mellitus: Caution from triangulation of observational and genetic evidence
Open access status: An open access version is available from UCL Discovery
DOI: 10.1007/s00592-021-01795-7
Publisher version: https://doi.org/10.1007/s00592-021-01795-7
Language: English
Additional information: This version is the author accepted manuscript. For information on re-use, please refer to the publisher’s terms and conditions.
Keywords: Educational level, Type 2 diabetes mellitus, Glycated haemoglobin, Prospective cohort, Mendelian randomisation
UCL classification: UCL
UCL > Provost and Vice Provost Offices > School of Life and Medical Sciences
UCL > Provost and Vice Provost Offices > School of Life and Medical Sciences > Faculty of Population Health Sciences > Institute of Epidemiology and Health
UCL > Provost and Vice Provost Offices > School of Life and Medical Sciences > Faculty of Population Health Sciences > Institute of Epidemiology and Health > Epidemiology and Public Health
URI: https://discovery.ucl.ac.uk/id/eprint/10137395
Downloads since deposit
75Downloads
Download activity - last month
Download activity - last 12 months
Downloads by country - last 12 months

Archive Staff Only

View Item View Item