BMC Medicine (Mar 2021)
Investigating the relationships between unfavourable habitual sleep and metabolomic traits: evidence from multi-cohort multivariable regression and Mendelian randomization analyses
- Maxime M. Bos,
- Neil J. Goulding,
- Matthew A. Lee,
- Amy Hofman,
- Mariska Bot,
- René Pool,
- Lisanne S. Vijfhuizen,
- Xiang Zhang,
- Chihua Li,
- Rima Mustafa,
- Matt J. Neville,
- Ruifang Li-Gao,
- Stella Trompet,
- Marian Beekman,
- Nienke R. Biermasz,
- Dorret I. Boomsma,
- Irene de Boer,
- Constantinos Christodoulides,
- Abbas Dehghan,
- Ko Willems van Dijk,
- Ian Ford,
- Mohsen Ghanbari,
- Bastiaan T. Heijmans,
- M. Arfan Ikram,
- J. Wouter Jukema,
- Dennis O. Mook-Kanamori,
- Fredrik Karpe,
- Annemarie I. Luik,
- L. H. Lumey,
- Arn M. J. M. van den Maagdenberg,
- Simon P. Mooijaart,
- Renée de Mutsert,
- Brenda W. J. H. Penninx,
- Patrick C. N. Rensen,
- Rebecca C. Richmond,
- Frits R. Rosendaal,
- Naveed Sattar,
- Robert A. Schoevers,
- P. Eline Slagboom,
- Gisela M. Terwindt,
- Carisha S. Thesing,
- Kaitlin H. Wade,
- Carolien A. Wijsman,
- Gonneke Willemsen,
- Aeilko H. Zwinderman,
- Diana van Heemst,
- Raymond Noordam,
- Deborah A. Lawlor
Affiliations
- Maxime M. Bos
- Department of Internal Medicine, Section of Gerontology and Geriatrics, Leiden University Medical Center
- Neil J. Goulding
- MRC Integrative Epidemiology Unit at the University of Bristol
- Matthew A. Lee
- MRC Integrative Epidemiology Unit at the University of Bristol
- Amy Hofman
- Department of Epidemiology, Erasmus MC, University Medical Center Rotterdam
- Mariska Bot
- Amsterdam UMC, Vrije Universiteit, Psychiatry, Amsterdam Public Health research institute
- René Pool
- Amsterdam Public Health Research Institute
- Lisanne S. Vijfhuizen
- Department of Human Genetics, Leiden University Medical Center
- Xiang Zhang
- Department of Experimental Vascular Medicine, Amsterdam UMC, University of Amsterdam
- Chihua Li
- Department of Epidemiology, Mailman School of Public Health, Columbia University
- Rima Mustafa
- Department of Epidemiology and Biostatistics, School of Public Health, Imperial College London
- Matt J. Neville
- NIHR Oxford Biomedical Research Centre, Oxford University Hospitals Foundation Trust
- Ruifang Li-Gao
- Department of Clinical Epidemiology, Leiden University Medical Center
- Stella Trompet
- Department of Internal Medicine, Section of Gerontology and Geriatrics, Leiden University Medical Center
- Marian Beekman
- Molecular Epidemiology, Department of Biomedical Data Sciences, Leiden University Medical Center
- Nienke R. Biermasz
- Department of Internal Medicine, Division of Endocrinology, Leiden University Medical Center
- Dorret I. Boomsma
- Amsterdam Public Health Research Institute
- Irene de Boer
- Department of Neurology, Leiden University Medical Center
- Constantinos Christodoulides
- Radcliffe Department of Medicine, Oxford Centre for Diabetes, Endocrinology, and Metabolism, University of Oxford
- Abbas Dehghan
- Department of Epidemiology and Biostatistics, School of Public Health, Imperial College London
- Ko Willems van Dijk
- Department of Human Genetics, Leiden University Medical Center
- Ian Ford
- Robertson Center for Biostatistics, University of Glasgow
- Mohsen Ghanbari
- Department of Epidemiology, Erasmus MC, University Medical Center Rotterdam
- Bastiaan T. Heijmans
- Molecular Epidemiology, Department of Biomedical Data Sciences, Leiden University Medical Center
- M. Arfan Ikram
- Department of Epidemiology, Erasmus MC, University Medical Center Rotterdam
- J. Wouter Jukema
- Department of Cardiology, Leiden University Medical Center
- Dennis O. Mook-Kanamori
- Department of Clinical Epidemiology, Leiden University Medical Center
- Fredrik Karpe
- NIHR Oxford Biomedical Research Centre, Oxford University Hospitals Foundation Trust
- Annemarie I. Luik
- Department of Epidemiology, Erasmus MC, University Medical Center Rotterdam
- L. H. Lumey
- Department of Epidemiology, Mailman School of Public Health, Columbia University
- Arn M. J. M. van den Maagdenberg
- Department of Human Genetics, Leiden University Medical Center
- Simon P. Mooijaart
- Department of Internal Medicine, Section of Gerontology and Geriatrics, Leiden University Medical Center
- Renée de Mutsert
- Department of Clinical Epidemiology, Leiden University Medical Center
- Brenda W. J. H. Penninx
- Amsterdam UMC, Vrije Universiteit, Psychiatry, Amsterdam Public Health research institute
- Patrick C. N. Rensen
- Department of Internal Medicine, Division of Endocrinology, Leiden University Medical Center
- Rebecca C. Richmond
- MRC Integrative Epidemiology Unit at the University of Bristol
- Frits R. Rosendaal
- Department of Clinical Epidemiology, Leiden University Medical Center
- Naveed Sattar
- BHF Glasgow Cardiovascular Research Centre, Faculty of Medicine
- Robert A. Schoevers
- Department of Psychiatry, Groningen, University of Groningen, University Medical Center Groningen
- P. Eline Slagboom
- Molecular Epidemiology, Department of Biomedical Data Sciences, Leiden University Medical Center
- Gisela M. Terwindt
- Department of Neurology, Leiden University Medical Center
- Carisha S. Thesing
- Amsterdam UMC, Vrije Universiteit, Psychiatry, Amsterdam Public Health research institute
- Kaitlin H. Wade
- MRC Integrative Epidemiology Unit at the University of Bristol
- Carolien A. Wijsman
- Department of Internal Medicine, Section of Gerontology and Geriatrics, Leiden University Medical Center
- Gonneke Willemsen
- Amsterdam Public Health Research Institute
- Aeilko H. Zwinderman
- Department of Clinical Epidemiology, Biostatistics, and Bioinformatics, Amsterdam UMC, University of Amsterdam
- Diana van Heemst
- Department of Internal Medicine, Section of Gerontology and Geriatrics, Leiden University Medical Center
- Raymond Noordam
- Department of Internal Medicine, Section of Gerontology and Geriatrics, Leiden University Medical Center
- Deborah A. Lawlor
- MRC Integrative Epidemiology Unit at the University of Bristol
- DOI
- https://doi.org/10.1186/s12916-021-01939-0
- Journal volume & issue
-
Vol. 19,
no. 1
pp. 1 – 20
Abstract
Abstract Background Sleep traits are associated with cardiometabolic disease risk, with evidence from Mendelian randomization (MR) suggesting that insomnia symptoms and shorter sleep duration increase coronary artery disease risk. We combined adjusted multivariable regression (AMV) and MR analyses of phenotypes of unfavourable sleep on 113 metabolomic traits to investigate possible biochemical mechanisms linking sleep to cardiovascular disease. Methods We used AMV (N = 17,368) combined with two-sample MR (N = 38,618) to examine effects of self-reported insomnia symptoms, total habitual sleep duration, and chronotype on 113 metabolomic traits. The AMV analyses were conducted on data from 10 cohorts of mostly Europeans, adjusted for age, sex, and body mass index. For the MR analyses, we used summary results from published European-ancestry genome-wide association studies of self-reported sleep traits and of nuclear magnetic resonance (NMR) serum metabolites. We used the inverse-variance weighted (IVW) method and complemented this with sensitivity analyses to assess MR assumptions. Results We found consistent evidence from AMV and MR analyses for associations of usual vs. sometimes/rare/never insomnia symptoms with lower citrate (− 0.08 standard deviation (SD)[95% confidence interval (CI) − 0.12, − 0.03] in AMV and − 0.03SD [− 0.07, − 0.003] in MR), higher glycoprotein acetyls (0.08SD [95% CI 0.03, 0.12] in AMV and 0.06SD [0.03, 0.10) in MR]), lower total very large HDL particles (− 0.04SD [− 0.08, 0.00] in AMV and − 0.05SD [− 0.09, − 0.02] in MR), and lower phospholipids in very large HDL particles (− 0.04SD [− 0.08, 0.002] in AMV and − 0.05SD [− 0.08, − 0.02] in MR). Longer total sleep duration associated with higher creatinine concentrations using both methods (0.02SD per 1 h [0.01, 0.03] in AMV and 0.15SD [0.02, 0.29] in MR) and with isoleucine in MR analyses (0.22SD [0.08, 0.35]). No consistent evidence was observed for effects of chronotype on metabolomic measures. Conclusions Whilst our results suggested that unfavourable sleep traits may not cause widespread metabolic disruption, some notable effects were observed. The evidence for possible effects of insomnia symptoms on glycoprotein acetyls and citrate and longer total sleep duration on creatinine and isoleucine might explain some of the effects, found in MR analyses of these sleep traits on coronary heart disease, which warrant further investigation.
Keywords