Metabolic Signatures Elucidate the Effect of Body Mass Index on Type 2 Diabetes

Author:

Dong Qiuling123ORCID,Sidra Sidra4,Gieger Christian125,Wang-Sattler Rui6ORCID,Rathmann Wolfgang7,Prehn Cornelia8ORCID,Adamski Jerzy91011,Koenig Wolfgang121314,Peters Annette2515ORCID,Grallert Harald125,Sharma Sapna1216ORCID

Affiliation:

1. Research Unit of Molecular Epidemiology, Helmholtz Zentrum München, 85764 Neuherberg, Germany

2. Institute of Epidemiology, Helmholtz Zentrum München, 85764 Neuherberg, Germany

3. Faculty of Medicine, Ludwig-Maximilians-University München, 81377 Munich, Germany

4. Institute for Medical Information Processing, Biometry and Epidemiology (IBE), Ludwig-Maximilians-Universität München, 81377 Munich, Germany

5. German Center for Diabetes Research (DZD), 85764 München-Neuherberg, Germany

6. Institute of Translational Genomics, Helmholtz Zentrum München, 85764 Neuherberg, Germany

7. Institute for Biometrics and Epidemiology, German Diabetes Center, Leibniz Center for Diabetes Research, Heinrich Heine University Düsseldorf, 40225 Düsseldorf, Germany

8. Metabolomics and Proteomics Core Facility, Helmholtz Zentrum München, 85764 Neuherberg, Germany

9. Institute of Experimental Genetics, Helmholtz Zentrum München, German Research Center for Environmental Health, Ingolstädter Landstraße 1, 85764 Neuherberg, Germany

10. Department of Biochemistry, Yong Loo Lin School of Medicine, National University of Singapore, 8 Medical Drive, Singapore 117597, Singapore

11. Institute of Biochemistry, Faculty of Medicine, University of Ljubljana, Vrazov trg 2, 1000 Ljubljana, Slovenia

12. German Research Center for Cardiovascular Disease (DZHK), Partner site Munich Heart Alliance, 81377 Munich, Germany

13. Deutsches Herzzentrum München, Technische Universität München, 81377 Munich, Germany

14. Institute of Epidemiology and Medical Biometry, University of Ulm, 89069 Ulm, Germany

15. Chair of Epidemiology, Faculty of Medicine, Ludwig-Maximilians-University München, 81377 Munich, Germany

16. Chair of Food Chemistry and Molecular Sensory Science, Technical University of Munich, 85354 Freising-Weihenstephan, Germany

Abstract

Obesity plays an important role in the development of insulin resistance and diabetes, but the molecular mechanism that links obesity and diabetes is still not completely understood. Here, we used 146 targeted metabolomic profiles from the German KORA FF4 cohort consisting of 1715 participants and associated them with obesity and type 2 diabetes. In the basic model, 83 and 51 metabolites were significantly associated with body mass index (BMI) and T2D, respectively. Those metabolites are branched-chain amino acids, acylcarnitines, lysophospholipids, or phosphatidylcholines. In the full model, 42 and 3 metabolites were significantly associated with BMI and T2D, respectively, and replicate findings in the previous studies. Sobel mediation testing suggests that the effect of BMI on T2D might be mediated via lipids such as sphingomyelin (SM) C16:1, SM C18:1 and diacylphosphatidylcholine (PC aa) C38:3. Moreover, mendelian randomization suggests a causal relationship that BMI causes the change of SM C16:1 and PC aa C38:3, and the change of SM C16:1, SM C18:1, and PC aa C38:3 contribute to T2D incident. Biological pathway analysis in combination with genetics and mice experiments indicate that downregulation of sphingolipid or upregulation of phosphatidylcholine metabolism is a causal factor in early-stage T2D pathophysiology. Our findings indicate that metabolites like SM C16:1, SM C18:1, and PC aa C38:3 mediate the effect of BMI on T2D and elucidate their role in obesity related T2D pathologies.

Funder

German Federal Ministry of Education and Research

Munich Center of Health Sciences (MC-Health), Ludwig-Maximilians-Universität

China Scholarship Council

Publisher

MDPI AG

Subject

Molecular Biology,Biochemistry,Endocrinology, Diabetes and Metabolism

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