Metformin Effect on Nontargeted Metabolite Profiles in Patients With Type 2 Diabetes and in Multiple Murine Tissues

Author:

Adam Jonathan12,Brandmaier Stefan12,Leonhardt Jörn3,Scheerer Markus F.45,Mohney Robert P.6,Xu Tao12,Bi Jie7,Rotter Markus12,Troll Martina12,Chi Shen12,Heier Margit2,Herder Christian58,Rathmann Wolfgang59,Giani Guido9,Adamski Jerzy451011,Illig Thomas1213,Strauch Konstantin1415,Li Yixue7,Gieger Christian125,Peters Annette12516,Suhre Karsten31718,Ankerst Donna19,Meitinger Thomas2021,Hrabĕ de Angelis Martin4511,Roden Michael52223,Neschen Susanne45,Kastenmüller Gabi3,Wang-Sattler Rui125

Affiliation:

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

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

3. Institute of Bioinformatics and Systems Biology, Helmholtz Zentrum München, Neuherberg, Germany

4. Institute of Experimental Genetics, Helmholtz Zentrum München, Neuherberg, Germany

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

6. Metabolon, Inc., Durham, NC

7. Key Laboratory of Computational Biology, CAS-MPG Partner Institute for Computational Biology, Shanghai Institutes for Biological Sciences, Chinese Academy of Sciences, Shanghai, China

8. Institute for Clinical Diabetology, German Diabetes Center, Leibniz Center for Diabetes Research at Heinrich Heine University, Düsseldorf, Germany

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

10. Institute of Experimental Genetics, Genome Analysis Center, Helmholtz Zentrum München, Neuherberg, Germany

11. Institute of Experimental Genetics, Center of Life and Food Sciences Weihenstephan, Technische Universität München, Freising, Germany

12. Hannover Unified Biobank, Hannover Medical School, Hannover, Germany

13. Institute for Human Genetics, Hannover Medical School, Hannover, Germany

14. Institute of Genetic Epidemiology, Helmholtz Zentrum München, Neuherberg, Germany

15. Genetic Epidemiology, Institute of Medical Informatics, Biometry and Epidemiology, Ludwig-Maximilians-Universität München, München, Germany

16. Department of Environmental Health, Harvard School of Public Health, Boston, MA

17. Faculty of Biology, Ludwig-Maximilians-Universität, Planegg-Martinsried, Germany

18. Department of Physiology and Biophysics, Weill Cornell Medical College in Qatar (WCMC-Q), Education City–Qatar Foundation, Doha, Qatar

19. Lehrstuhl für Mathematische Modelle Biologischer Systeme, Technische Universität München, Garching, Germany

20. Institute of Human Genetics, Helmholtz Zentrum München, Neuherberg, Germany

21. Institute of Human Genetics, Technische Universität München, München, Germany

22. ShanghaiTech University, Shanghai, China

23. Department of Endocrinology and Diabetology, Medical Faculty, Düsseldorf, Düsseldorf, Germany

Abstract

Metformin is the first-line oral medication to increase insulin sensitivity in patients with type 2 diabetes (T2D). Our aim was to investigate the pleiotropic effect of metformin using a nontargeted metabolomics approach. We analyzed 353 metabolites in fasting serum samples of the population-based human KORA (Cooperative Health Research in the Region of Augsburg) follow-up survey 4 cohort. To compare T2D patients treated with metformin (mt-T2D, n = 74) and those without antidiabetes medication (ndt-T2D, n = 115), we used multivariable linear regression models in a cross-sectional study. We applied a generalized estimating equation to confirm the initial findings in longitudinal samples of 683 KORA participants. In a translational approach, we used murine plasma, liver, skeletal muscle, and epididymal adipose tissue samples from metformin-treated db/db mice to further corroborate our findings from the human study. We identified two metabolites significantly (P < 1.42E-04) associated with metformin treatment. Citrulline showed lower relative concentrations and an unknown metabolite X-21365 showed higher relative concentrations in human serum when comparing mt-T2D with ndt-T2D. Citrulline was confirmed to be significantly (P < 2.96E-04) decreased at 7-year follow-up in patients who started metformin treatment. In mice, we validated significantly (P < 4.52E-07) lower citrulline values in plasma, skeletal muscle, and adipose tissue of metformin-treated animals but not in their liver. The lowered values of citrulline we observed by using a nontargeted approach most likely resulted from the pleiotropic effect of metformin on the interlocked urea and nitric oxide cycle. The translational data derived from multiple murine tissues corroborated and complemented the findings from the human cohort.

Funder

Bundesministerium für Bildung und Forschung

Seventh Framework Programme

Bundesministerium für Gesundheit

Ministry of Innovation, Science and Research of the State of North Rhine-Westphalia

Deutsche Forschungsgemeinschaft

Weill Cornell Medical College

Publisher

American Diabetes Association

Subject

Endocrinology, Diabetes and Metabolism,Internal Medicine

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