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Syrjäläinen S, Männistö S, Könönen E, Pussinen P, Gürsoy M, Suominen AL, Jousilahti P, Gürsoy UK. Dietary inflammatory index in relation to salivary cytokine concentrations and periodontitis: A cross-sectional analysis. J Clin Periodontol 2024; 51:406-416. [PMID: 38158626 DOI: 10.1111/jcpe.13917] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/18/2023] [Revised: 11/11/2023] [Accepted: 12/01/2023] [Indexed: 01/03/2024]
Abstract
AIM To examine the associations of dietary inflammatory index (DII) with salivary cytokine concentrations and periodontitis after controlling for body mass index (BMI), socio-demographic factors and lifestyle. MATERIALS AND METHODS Subgroups from two Finnish surveys, DILGOM 2007 and Health 2000, were included (total n = 727). The DII scores were calculated based on a food frequency questionnaire. Periodontal status was assessed with a cumulative risk score in DILGOM 2007 and by pocket depth measurement in Health 2000. From saliva, interleukin (IL)-1β, IL-1 receptor antagonist, IL-6, IL-8, IL-10 and tumour necrosis factor (TNF)-α concentrations were measured. RESULTS The DII scores did not differ between non-periodontitis and periodontitis participants in pairwise comparison. After adjusting for energy intake, periodontal status, BMI, age, education level, smoking habit and physical activity, DII was not associated with salivary cytokine concentrations. After adjusting for salivary cytokine levels and other confounding factors, DII was associated with periodontitis in the Health 2000 subgroup but not in the DILGOM 2007 subgroup. CONCLUSIONS The current data support the evidence that diet is not associated with salivary cytokine levels but may be associated with periodontitis. The association observed between diet and periodontitis is related to factors other than diet-dependent inflammatory tendency in the oral cavity.
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Affiliation(s)
- Sanna Syrjäläinen
- Department of Periodontology, Institute of Dentistry, University of Turku, Turku, Finland
| | - Satu Männistö
- Department of Public Health and Welfare, Finnish Institute for Health and Welfare, Helsinki, Finland
| | - Eija Könönen
- Department of Periodontology, Institute of Dentistry, University of Turku, Turku, Finland
| | - Pirkko Pussinen
- Oral and Maxillofacial Diseases, University of Helsinki, Helsinki, Finland
- Institute of Dentistry, University of Eastern Finland, Kuopio, Finland
| | - Mervi Gürsoy
- Oral Health Care, Welfare Division, City of Turku, Turku, Finland
| | - Anna Liisa Suominen
- Department of Public Health and Welfare, Finnish Institute for Health and Welfare, Helsinki, Finland
- Institute of Dentistry, University of Eastern Finland, Kuopio, Finland
- Oral and Maxillofacial Teaching Unit, Kuopio University Hospital, Kuopio, Finland
| | - Pekka Jousilahti
- Department of Public Health and Welfare, Finnish Institute for Health and Welfare, Helsinki, Finland
| | - Ulvi Kahraman Gürsoy
- Department of Periodontology, Institute of Dentistry, University of Turku, Turku, Finland
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Ketvel L, Keltikangas-Järvinen L, Pahkala K, Juonala M, Ahola-Olli A, Lehtimäki T, Viikari J, Raitakari O, Rovio S, Saarinen A. Stress-Related Exhaustion, Polygenic Cognitive Potential, and Cognitive Test Performance - A General Population Study. Cognit Ther Res 2023; 47:155-167. [PMID: 36945257 PMCID: PMC10023621 DOI: 10.1007/s10608-023-10354-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/16/2022] [Revised: 01/11/2023] [Accepted: 01/12/2023] [Indexed: 02/06/2023]
Abstract
Background We investigated whether stress-related exhaustion (chronic or short-term, and co-occurring with depression or not) is related to cognitive performance and whether polygenic cognitive potential modifies these associations. Methods The participants were from the Young Finns Study (N = 541-1273). Stress-related exhaustion was assessed using the Maastricht Questionnaire, depressive symptoms with the Beck Depression Inventory, and cognitive performance with subtests of the Cambridge Neuropsychological Test Automated Battery, measuring visuospatial learning, reaction time, sustained attention, and executive function. Cognitive performance and depression were assessed in 2011, and exhaustion in 2001, 2007, and 2011. A polygenic score for cognitive potential was calculated based on a GWAS on intelligence. Results High stress-related exhaustion, especially chronic, was associated with slower reaction time. Only clinical levels of depression were related to slower reaction time. Polygenic cognitive potential did not modify these associations. There were no differences in cognitive performance between individuals with co-occurring exhaustion and depression vs. those with only either condition. Conclusion Stress-related exhaustion, especially if chronic, seems to relate to slower reactions. Co-occurring exhaustion and depression may not have additive effects on cognitive performance. High polygenic cognitive potential may not protect from or predispose to harmful effects of exhaustion or depression on reaction time. Supplementary Information The online version contains supplementary material available at 10.1007/s10608-023-10354-z.
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Affiliation(s)
- Laila Ketvel
- Department of Psychology and Logopedics, Faculty of Medicine, University of Helsinki, Haartmaninkatu 3, P.O. Box 21, 00014 Helsinki, Finland
| | - Liisa Keltikangas-Järvinen
- Department of Psychology and Logopedics, Faculty of Medicine, University of Helsinki, Haartmaninkatu 3, P.O. Box 21, 00014 Helsinki, Finland
| | - Katja Pahkala
- Research Centre for Applied and Preventive Cardiovascular Medicine, University of Turku, Turku, Finland
- Paavo Nurmi Centre and Unit for Health and Physical Activity, University of Turku, Turku, Finland
- Centre for Population Health Research, University of Turku, Turku University Hospital, Turku, Finland
| | - Markus Juonala
- Department of Medicine, Division of Medicine, University of Turku, Turku University Hospital, Turku, Finland
| | - Ari Ahola-Olli
- Psychiatric and Neurodevelopmental Genetics Unit, Department of Psychiatry, Massachusetts General Hospital, Boston, MA USA
- Institute for Molecular Medicine Finland (FIMM), University of Helsinki, Helsinki, Finland
- Department of Clinical Chemistry, Finnish Cardiovascular Research Center, Fimlab Laboratories, Tampere, Finland
| | - Terho Lehtimäki
- Department of Clinical Chemistry, Finnish Cardiovascular Research Center, Fimlab Laboratories, Tampere, Finland
- Faculty of Medicine and Health Technology, Tampere University, Tampere, Finland
| | - Jorma Viikari
- Department of Medicine, Division of Medicine, University of Turku, Turku University Hospital, Turku, Finland
| | - Olli Raitakari
- Research Centre for Applied and Preventive Cardiovascular Medicine, University of Turku, Turku, Finland
- Centre for Population Health Research, University of Turku, Turku University Hospital, Turku, Finland
- Department of Clinical Physiology and Nuclear Medicine, Turku University Hospital, Turku, Finland
| | - Suvi Rovio
- Research Centre for Applied and Preventive Cardiovascular Medicine, University of Turku, Turku, Finland
- Centre for Population Health Research, University of Turku, Turku University Hospital, Turku, Finland
| | - Aino Saarinen
- Department of Psychology and Logopedics, Faculty of Medicine, University of Helsinki, Haartmaninkatu 3, P.O. Box 21, 00014 Helsinki, Finland
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Marttila S, Viiri LE, Mishra PP, Kühnel B, Matias-Garcia PR, Lyytikäinen LP, Ceder T, Mononen N, Rathmann W, Winkelmann J, Peters A, Kähönen M, Hutri-Kähönen N, Juonala M, Aalto-Setälä K, Raitakari O, Lehtimäki T, Waldenberger M, Raitoharju E. Methylation status of nc886 epiallele reflects periconceptional conditions and is associated with glucose metabolism through nc886 RNAs. Clin Epigenetics 2021; 13:143. [PMID: 34294131 PMCID: PMC8296652 DOI: 10.1186/s13148-021-01132-3] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/07/2021] [Accepted: 07/13/2021] [Indexed: 12/15/2022] Open
Abstract
BACKGROUND Non-coding RNA 886 (nc886) is coded from a maternally inherited metastable epiallele. We set out to investigate the determinants and dynamics of the methylation pattern at the nc886 epiallele and how this methylation status associates with nc886 RNA expression. Furthermore, we investigated the associations between the nc886 methylation status or the levels of nc886 RNAs and metabolic traits in the YFS and KORA cohorts. The association between nc886 epiallele methylation and RNA expression was also validated in induced pluripotent stem cell (iPSC) lines. RESULTS We confirm that the methylation status of the nc886 epiallele is mostly binomial, with individuals displaying either a non- or hemi-methylated status, but we also describe intermediately and close to fully methylated individuals. We show that an individual's methylation status is associated with the mother's age and socioeconomic status, but not with the individual's own genetics. Once established, the methylation status of the nc886 epiallele remains stable for at least 25 years. This methylation status is strongly associated with the levels of nc886 non-coding RNAs in serum, blood, and iPSC lines. In addition, nc886 methylation status associates with glucose and insulin levels during adolescence but not with the indicators of glucose metabolism or the incidence of type 2 diabetes in adulthood. However, the nc886-3p RNA levels also associate with glucose metabolism in adulthood. CONCLUSIONS These results indicate that nc886 metastable epiallele methylation is tuned by the periconceptional conditions and it associates with glucose metabolism through the expression of the ncRNAs coded in the epiallele region.
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Grants
- 755320 Horizon 2020 (Taxinomisis)
- WA 4081/1-1 German Research Foundation
- BB/S020845/1 Biotechnology and Biological Sciences Research Council
- 134309, 126925, 121584, 124282, 129378, 117787, 41071 Academy of Finland
- 286284 and 322098 Academy of Finland
- 01EA1902A Joint Programming Initiative A healthy diet for a healthy life (DIMENSION)
- 848146 Horizon 2020 (To_Aition)
- 9X047, 9S054, and 9AB059 Tampere University Hospital Medical Funds
- 742927 European Research Council (MULTIEPIGEN)
- 285902, 330809 and 338395 academy of finland
- X51001 Tampere University Hospital Medical Funds
- the Social Insurance Institution of Finland
- Kuopio, Tampere, and Turku University Hospital Medical Funds
- Juho Vainion Säätiö
- Paavo Nurmen Säätiö
- Sydäntutkimussäätiö
- Suomen Kulttuurirahasto
- Tampereen Tuberkuloosisäätiö
- Emil Aaltosen Säätiö
- Yrjö Jahnssonin Säätiö
- Signe ja Ane Gyllenbergin Säätiö
- Diabetesliitto
- the Tampere University Hospital Supporting Foundation
- the Finnish Society of Clinical Chemistry
- Foundation of Clinical Chemistry
- Laboratoriolääketieteen edistämissäätiö sr.
- Orionin Tutkimussäätiö
- the Paulo Foundation
- Deutsches Forschungszentrum für Gesundheit und Umwelt, Helmholtz Zentrum München
- German Federal Ministry of Education and Research
- State of Bavaria
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Affiliation(s)
- Saara Marttila
- Department of Clinical Chemistry, Finnish Cardiovascular Research Center Tampere, Faculty of Medicine and Health Technology, Tampere University, Pirkanmaa Hospital District and Fimlab Laboratories, Tampere, Finland.
- Gerontology Research Center, Tampere University, Tampere, Finland.
| | - Leena E Viiri
- Heart Group, Finnish Cardiovascular Research Center, Tampere, Faculty of Medicine and Health Technology, Tampere University, Tampere, Finland
| | - Pashupati P Mishra
- Department of Clinical Chemistry, Finnish Cardiovascular Research Center Tampere, Faculty of Medicine and Health Technology, Tampere University, Pirkanmaa Hospital District and Fimlab Laboratories, Tampere, Finland
| | - Brigitte Kühnel
- Research Unit Molecular Epidemiology, Helmholtz Zentrum München, German Research Center for Environmental Health, 85764, Neuherberg, Bavaria, Germany
- Institute of Epidemiology, Helmholtz Zentrum München, German Research Center for Environmental Health, Neuherberg, Bavaria, Germany
| | - Pamela R Matias-Garcia
- Research Unit Molecular Epidemiology, Helmholtz Zentrum München, German Research Center for Environmental Health, 85764, Neuherberg, Bavaria, Germany
- Institute of Epidemiology, Helmholtz Zentrum München, German Research Center for Environmental Health, Neuherberg, Bavaria, Germany
| | - Leo-Pekka Lyytikäinen
- Department of Clinical Chemistry, Finnish Cardiovascular Research Center Tampere, Faculty of Medicine and Health Technology, Tampere University, Pirkanmaa Hospital District and Fimlab Laboratories, Tampere, Finland
| | - Tiina Ceder
- Department of Clinical Chemistry, Finnish Cardiovascular Research Center Tampere, Faculty of Medicine and Health Technology, Tampere University, Pirkanmaa Hospital District and Fimlab Laboratories, Tampere, Finland
| | - Nina Mononen
- Department of Clinical Chemistry, Finnish Cardiovascular Research Center Tampere, Faculty of Medicine and Health Technology, Tampere University, Pirkanmaa Hospital District and Fimlab Laboratories, Tampere, Finland
| | - Wolfgang Rathmann
- German Center for Diabetes Research (DZD), Munich, Neuherberg, Germany
- Institute for Biometrics and Epidemiology, German Diabetes Center, Leibniz Center for Diabetes Research At Heinrich Heine University, Düsseldorf, Germany
- Medical Faculty, Heinrich Heine University, Düsseldorf, Germany
| | - Juliane Winkelmann
- Institute of Neurogenomics, Helmholtz Zentrum München, German Research Center for Environmental Health, Neuherberg, Germany
- Department of Neurogenetics and Institute of Human Genetics, Technical University of Munich, Munich, Germany
| | - Annette Peters
- Research Unit Molecular Epidemiology, Helmholtz Zentrum München, German Research Center for Environmental Health, 85764, Neuherberg, Bavaria, Germany
- German Centre for Cardiovascular Research (DZHK), Partner Site Munich Heart Alliance, Munich, Germany
| | - Mika Kähönen
- Department of Clinical Physiology, Faculty of Medicine and Health Technology, Tampere University and Tampere University Hospital, Tampere, Finland
| | - Nina Hutri-Kähönen
- Tampere Centre for Skills Training and Simulation, Tampere University, Tampere, Finland
| | - Markus Juonala
- Division of Medicine, Department of Medicine, Turku University Hospital, University of Turku, Turku, Finland
| | - Katriina Aalto-Setälä
- Heart Group, Finnish Cardiovascular Research Center, Tampere, Faculty of Medicine and Health Technology, Tampere University, Tampere, Finland
- Heart Hospital, Tampere University Hospital, Tampere University, Tampere, Finland
| | - Olli Raitakari
- Centre for Population Health Research, University of Turku, Turku University Hospital, Turku, Finland
- Research Centre of Applied and Preventive Cardiovascular Medicine, University of Turku, Turku, Finland
- Department of Clinical Physiology and Nuclear Medicine, University of Turku, Turku University Hospital, Turku, Finland
| | - Terho Lehtimäki
- Department of Clinical Chemistry, Finnish Cardiovascular Research Center Tampere, Faculty of Medicine and Health Technology, Tampere University, Pirkanmaa Hospital District and Fimlab Laboratories, Tampere, Finland
| | - Melanie Waldenberger
- Research Unit Molecular Epidemiology, Helmholtz Zentrum München, German Research Center for Environmental Health, 85764, Neuherberg, Bavaria, Germany
- Institute of Epidemiology, Helmholtz Zentrum München, German Research Center for Environmental Health, Neuherberg, Bavaria, Germany
- German Centre for Cardiovascular Research (DZHK), Partner Site Munich Heart Alliance, Munich, Germany
| | - Emma Raitoharju
- Department of Clinical Chemistry, Finnish Cardiovascular Research Center Tampere, Faculty of Medicine and Health Technology, Tampere University, Pirkanmaa Hospital District and Fimlab Laboratories, Tampere, Finland.
- Centre for Population Health Research, University of Turku, Turku University Hospital, Turku, Finland.
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Saarinen A, Keltikangas-Järvinen L, Viding E, Dobewall H, Kaseva K, Lehtimäki T, Raitakari O, Hintsanen M. Compassion protects against vital exhaustion and negative emotionality. Motiv Emot 2021; 45:506-517. [PMID: 34720257 PMCID: PMC8550749 DOI: 10.1007/s11031-021-09878-2] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 03/02/2021] [Indexed: 11/25/2022]
Abstract
We investigated (i) the predictive relationships of compassion with negative emotionality (a marker of susceptibility to stress) and vital exhaustion (a marker of chronic stress response) and (ii) the effect of compassion on the developmental courses of negative emotionality and vital exhaustion over a follow-up from early adulthood to middle age. We used the prospective Young Finns data (n = 1031-1495, aged 20-50). Compassion was evaluated in 1997, 2001, and 2012; and vital exhaustion and negative emotionality in 2001, 2007, and 2012. The predictive paths from compassion to vital exhaustion and negative emotionality were stronger than vice versa: high compassion predicted lower vital exhaustion and lower negative emotionality. The effect of high compassion on lower vital exhaustion and lower negative emotionality was evident from early adulthood to middle age. Overall, high compassion appears to protect against dimensions of stress from early adulthood to middle age, whereas this study found no evidence that dimensions of stress could reduce disposition to feel compassion for others' distress over a long-term follow-up. SUPPLEMENTARY INFORMATION The online version contains supplementary material available at 10.1007/s11031-021-09878-2.
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Affiliation(s)
- Aino Saarinen
- Research Unit of Psychology, University of Oulu, Oulu, Finland
- Department of Psychology and Logopedics, Faculty of Medicine, University of Helsinki, Helsinki, Finland
| | | | - Essi Viding
- Division of Psychology and Language Sciences, University College London, London, UK
| | - Henrik Dobewall
- Research Unit of Psychology, University of Oulu, Oulu, Finland
| | - Kaisa Kaseva
- Cicero Learning, Faculty of Educational Sciences, University of Helsinki, Helsinki, Finland
| | - Terho Lehtimäki
- Department of Clinical Chemistry, Fimlab Laboratories, and Finnish Cardiovascular Research Center, Tampere, Finland
- Faculty of Medicine and Health Technology, Tampere University, Tampere, Finland
| | - Olli Raitakari
- Centre for Population Health Research, University of Turku and Turku University Hospital, Turku, Finland
- Research Centre of Applied and Preventive Cardiovascular Medicine, University of Turku, Turku, Finland
- Department of Clinical Physiology and Nuclear Medicine, Turku University Hospital, Turku, Finland
| | - Mirka Hintsanen
- Research Unit of Psychology, University of Oulu, Oulu, Finland
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Saarinen AI, Keltner D, Dobewall H, Lehtimäki T, Keltikangas-Järvinen L, Hintsanen M. The relationship of socioeconomic status in childhood and adulthood with compassion: A study with a prospective 32-year follow-up. PLoS One 2021; 16:e0248226. [PMID: 33760844 PMCID: PMC7990193 DOI: 10.1371/journal.pone.0248226] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/10/2020] [Accepted: 02/22/2021] [Indexed: 01/06/2023] Open
Abstract
The objective of this study was to investigate (i) whether childhood family SES predicts offspring’s compassion between ages 20–50 years and (ii) whether adulthood SES predicts compassion or vice versa. We used the prospective population-based Young Finns data (N = 637–2300). Childhood family SES was evaluated in 1980; participants’ adulthood SES in 2001 and 2011; and compassion for others in 1997, 2001, and 2012. Compassion for others was evaluated with the Compassion scale of the Temperament and Character Inventory. The results showed that high childhood family SES (a composite score of educational level, occupational status, unemployment status, and level of income) predicted offspring’s higher compassion between ages 30–40 years but not in early adulthood or middle age. These results were obtained independently of a variety of potential confounders (disruptive behavior in childhood; parental mental disorder; frequency of parental alcohol use and alcohol intoxication). Moreover, high compassion for others in adulthood (a composite score of educational level, occupational status, and unemployment status) predicted higher adulthood SES later in their life (after a 10-year follow-up), but not vice versa. In conclusion, favorable socioeconomic environment in childhood appears to have a positive effect on offspring’s compassion in their middle adulthood. This effect may attenuate by middle age. High compassion for others seems to promote the achievement of higher SES in adulthood.
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Affiliation(s)
- Aino I. Saarinen
- Research Unit of Psychology, University of Oulu, Oulu, Finland
- Department of Psychology and Logopedics, Faculty of Medicine, University of Helsinki, Helsinki, Finland
- * E-mail:
| | - Dacher Keltner
- Department of Psychology, University of California Berkeley, Berkeley, CA, United States of America
| | - Henrik Dobewall
- Research Unit of Psychology, University of Oulu, Oulu, Finland
| | - Terho Lehtimäki
- Department of Clinical Chemistry, Fimlab Laboratories and Finnish Cardiovascular Research Center-Tampere, Faculty of Medicine and Health Technology, Tampere University, Tampere, Finland
| | | | - Mirka Hintsanen
- Research Unit of Psychology, University of Oulu, Oulu, Finland
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Ahola-Olli AV, Mustelin L, Kalimeri M, Kettunen J, Jokelainen J, Auvinen J, Puukka K, Havulinna AS, Lehtimäki T, Kähönen M, Juonala M, Keinänen-Kiukaanniemi S, Salomaa V, Perola M, Järvelin MR, Ala-Korpela M, Raitakari O, Würtz P. Circulating metabolites and the risk of type 2 diabetes: a prospective study of 11,896 young adults from four Finnish cohorts. Diabetologia 2019; 62:2298-2309. [PMID: 31584131 PMCID: PMC6861432 DOI: 10.1007/s00125-019-05001-w] [Citation(s) in RCA: 97] [Impact Index Per Article: 19.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/20/2019] [Accepted: 07/22/2019] [Indexed: 12/13/2022]
Abstract
AIMS/HYPOTHESIS Metabolomics technologies have identified numerous blood biomarkers for type 2 diabetes risk in case-control studies of middle-aged and older individuals. We aimed to validate existing and identify novel metabolic biomarkers predictive of future diabetes in large cohorts of young adults. METHODS NMR metabolomics was used to quantify 229 circulating metabolic measures in 11,896 individuals from four Finnish observational cohorts (baseline age 24-45 years). Associations between baseline metabolites and risk of developing diabetes during 8-15 years of follow-up (392 incident cases) were adjusted for sex, age, BMI and fasting glucose. Prospective metabolite associations were also tested with fasting glucose, 2 h glucose and HOMA-IR at follow-up. RESULTS Out of 229 metabolic measures, 113 were associated with incident type 2 diabetes in meta-analysis of the four cohorts (ORs per 1 SD: 0.59-1.50; p< 0.0009). Among the strongest biomarkers of diabetes risk were branched-chain and aromatic amino acids (OR 1.31-1.33) and triacylglycerol within VLDL particles (OR 1.33-1.50), as well as linoleic n-6 fatty acid (OR 0.75) and non-esterified cholesterol in large HDL particles (OR 0.59). The metabolic biomarkers were more strongly associated with deterioration in post-load glucose and insulin resistance than with future fasting hyperglycaemia. A multi-metabolite score comprised of phenylalanine, non-esterified cholesterol in large HDL and the ratio of cholesteryl ester to total lipid in large VLDL was associated with future diabetes risk (OR 10.1 comparing individuals in upper vs lower fifth of the multi-metabolite score) in one of the cohorts (mean age 31 years). CONCLUSIONS/INTERPRETATION Metabolic biomarkers across multiple molecular pathways are already predictive of the long-term risk of diabetes in young adults. Comprehensive metabolic profiling may help to target preventive interventions for young asymptomatic individuals at increased risk.
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Affiliation(s)
- Ari V Ahola-Olli
- Research Centre of Applied and Preventive Cardiovascular Medicine, University of Turku, Kiinamyllynkatu 10, 20520, Turku, Finland.
- Department of Internal Medicine, Satakunta Central Hospital, Sairaalantie 3, 28500, Pori, Finland.
- Institute for Molecular Medicine (FIMM), University of Helsinki, Tukholmankatu 8, 00014, Helsinki, Finland.
| | - Linda Mustelin
- Institute for Molecular Medicine (FIMM), University of Helsinki, Tukholmankatu 8, 00014, Helsinki, Finland
- Nightingale Health Ltd, Mannerheimintie 164a, 00300, Helsinki, Finland
- Department of Public Health, University of Helsinki, Helsinki, Finland
| | - Maria Kalimeri
- Nightingale Health Ltd, Mannerheimintie 164a, 00300, Helsinki, Finland
| | - Johannes Kettunen
- Centre for Life Course Health Research, Faculty of Medicine, University of Oulu, Oulu, Finland
- Computational Medicine, Faculty of Medicine, University of Oulu and Biocenter Oulu, Oulu, Finland
- NMR Metabolomics Laboratory, School of Pharmacy, University of Eastern Finland, Kuopio, Finland
| | - Jari Jokelainen
- Centre for Life Course Health Research, Faculty of Medicine, University of Oulu, Oulu, Finland
- Unit of Primary Health Care and Medical Research Center, Oulu University Hospital, Oulu, Finland
| | - Juha Auvinen
- Centre for Life Course Health Research, Faculty of Medicine, University of Oulu, Oulu, Finland
- Unit of Primary Health Care and Medical Research Center, Oulu University Hospital, Oulu, Finland
- Oulunkaari Primary Health Care Unit, Ii, Finland
| | - Katri Puukka
- Medical Research Center Oulu, Oulu University Hospital and University of Oulu, Oulu, Finland
- Nordlab Oulu, Oulu University Hospital, Oulu, Finland
- Department of Clinical Chemistry, University of Oulu, Oulu, Finland
| | - Aki S Havulinna
- Institute for Molecular Medicine (FIMM), University of Helsinki, Tukholmankatu 8, 00014, Helsinki, Finland
- National Institute for Health and Welfare, Helsinki, Finland
| | - Terho Lehtimäki
- Department of Clinical Chemistry, Fimlab Laboratories, Tampere, Finland
- Finnish Cardiovascular Research Center-Tampere, Faculty of Medicine and Health Technology, Tampere University, Tampere, Finland
| | - Mika Kähönen
- Department of Clinical Chemistry, Fimlab Laboratories, Tampere, Finland
- Department of Clinical Physiology, Tampere University Hospital, Tampere, Finland
| | - Markus Juonala
- Department of Medicine, University of Turku and Division of Medicine, Turku University Hospital, Turku, Finland
| | - Sirkka Keinänen-Kiukaanniemi
- Centre for Life Course Health Research, Faculty of Medicine, University of Oulu, Oulu, Finland
- Unit of Primary Health Care and Medical Research Center, Oulu University Hospital, Oulu, Finland
- Healthcare and Social Services of Selanne, Pyhasalmi, Finland
- Diabetes Unit, Healthcare Services of City of Oulu, Oulu, Finland
| | - Veikko Salomaa
- National Institute for Health and Welfare, Helsinki, Finland
| | - Markus Perola
- Institute for Molecular Medicine (FIMM), University of Helsinki, Tukholmankatu 8, 00014, Helsinki, Finland
- National Institute for Health and Welfare, Helsinki, Finland
- Estonian Genome Center, University of Tartu, Tartu, Estonia
| | - Marjo-Riitta Järvelin
- Centre for Life Course Health Research, Faculty of Medicine, University of Oulu, Oulu, Finland
- Unit of Primary Health Care and Medical Research Center, Oulu University Hospital, Oulu, Finland
- Department of Epidemiology and Biostatistics, Medical Research Council-Public Health England Centre for Environment and Health, Imperial College London, London, UK
- Biocenter Oulu, University of Oulu, Oulu, Finland
- Department of Life Sciences, College of Health and Life Sciences, Brunel University, London, UK
| | - Mika Ala-Korpela
- Computational Medicine, Faculty of Medicine, University of Oulu and Biocenter Oulu, Oulu, Finland
- NMR Metabolomics Laboratory, School of Pharmacy, University of Eastern Finland, Kuopio, Finland
- Medical Research Council Integrative Epidemiology Unit, University of Bristol, Bristol, UK
- Population Health Science, Bristol Medical School, University of Bristol, Bristol, UK
- Systems Epidemiology, Baker Heart and Diabetes Institute, Melbourne, Victoria, Australia
- Department of Epidemiology and Preventive Medicine, School of Public Health and Preventive Medicine, Faculty of Medicine, Nursing and Health Sciences, The Alfred Hospital, Monash University, Melbourne, Victoria, Australia
| | - Olli Raitakari
- Research Centre of Applied and Preventive Cardiovascular Medicine, University of Turku, Kiinamyllynkatu 10, 20520, Turku, Finland
- Department of Clinical Physiology and Nuclear Medicine, Turku University Hospital, Turku, Finland
| | - Peter Würtz
- Nightingale Health Ltd, Mannerheimintie 164a, 00300, Helsinki, Finland.
- Research Programs Unit, Diabetes and Obesity, University of Helsinki, Helsinki, Finland.
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Halonen JI, Shiri R, Mänty M, Sumanen H, Solovieva S, Viikari-Juntura E, Kähönen M, Lehtimäki T, Raitakari OT, Lallukka T. Exposure to heavy physical work from early to later adulthood and primary healthcare visits due to musculoskeletal diseases in midlife: a register linked study. BMJ Open 2019; 9:e031564. [PMID: 31462488 PMCID: PMC6720465 DOI: 10.1136/bmjopen-2019-031564] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/30/2022] Open
Abstract
OBJECTIVES To examine whether exposure to heavy physical work from early to later adulthood is associated with primary healthcare visits due to cause-specific musculoskeletal diseases in midlife. DESIGN Prospective cohort study. SETTING Nationally representative Young Finns Study cohort, Finland. PARTICIPANTS 1056 participants of the Young Finns Study cohort. EXPOSURE MEASURE Physical work exposure was surveyed in early (18-24 years old, 1986 or 1989) and later adulthood (2007 and 2011), and it was categorised as: 'no exposure', 'early exposure only', 'later exposure only' and 'early and later exposure'. PRIMARY AND SECONDARY OUTCOME MEASURES Visits due to any musculoskeletal disease and separately due to spine disorders, and upper extremity disorders were followed up from national primary healthcare register from the date of the third survey in 2011 until 2014. RESULTS Prevalence of any musculoskeletal disease during the follow-up was 20%, that for spine disorders 10% and that for upper extremity disorders 5%. Those with physically heavy work in early adulthood only had an increased risk of any musculoskeletal disease (risk ratio (RR) 1.55, 95% CI 1.05 to 2.28) after adjustment for age, sex, smoking, body mass index, physical activity and parental occupational class. Later exposure only was associated with visits due to any musculoskeletal disease (RR 1.46, 95% CI 1.01 to 2.12) and spine disorders (RR 2.40, 95% CI 1.41 to 4.06). Early and later exposure was associated with all three outcomes: RR 1.99 (95% CI 1.44 to 2.77) for any musculoskeletal disease, RR 2.43 (95% CI 1.42 to 4.14) for spine disorders and RR 3.97 (95% CI 1.86 to 8.46) for upper extremity disorders. CONCLUSIONS To reduce burden of musculoskeletal diseases, preventive actions to reduce exposure to or mitigate the consequences of physically heavy work throughout the work career are needed.
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Affiliation(s)
- Jaana I Halonen
- Centre of Expertise for Health and Work Ability, Finnish Institute of Occupational Health, Helsinki, Finland
| | - Rahman Shiri
- Centre of Expertise for Health and Work Ability, Finnish Institute of Occupational Health, Helsinki, Finland
| | - Minna Mänty
- Department of Public Health, University of Helsinki, Helsinki, Finland
| | - Hilla Sumanen
- Department of Public Health, University of Helsinki, Helsinki, Finland
- Health Care and Emergency Care, South-Eastern Finland University of Applied Sciences, Kotka, Finland
| | - Svetlana Solovieva
- Centre of Expertise for Health and Work Ability, Finnish Institute of Occupational Health, Helsinki, Finland
| | - Eira Viikari-Juntura
- Centre of Expertise for Health and Work Ability, Finnish Institute of Occupational Health, Helsinki, Finland
| | - Mika Kähönen
- Tampere University Hospital, Tampere, Finland
- Department of Clinical Physiology and Finnish Cardiovascular Research Center, University of Tampere, Tampere, Finland
| | - Terho Lehtimäki
- Department of Clinical Chemistry, Fimlab Laboratories, and Finnish Cardiovascular Research Center, University of Tampere, Tampere, Finland
| | - Olli T Raitakari
- Department of Clinical Physiology and Nuclear Medicine, Turku University Hospital, Turku, Finland
- Research Centre of Applied and Preventive Cardiovascular Medicine, University of Turku, Turku, Finland
- Centre for Population Health Research, University of Turku and Turku University Hospital, Tampere, Finland
| | - Tea Lallukka
- Centre of Expertise for Health and Work Ability, Finnish Institute of Occupational Health, Helsinki, Finland
- Department of Public Health, University of Helsinki, Helsinki, Finland
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