1
|
Lucero RM, Demirer K, Yeh TJ, Stockbridge RB. Transport of metformin metabolites by guanidinium exporters of the small multidrug resistance family. J Gen Physiol 2024; 156:e202313464. [PMID: 38294434 PMCID: PMC10829512 DOI: 10.1085/jgp.202313464] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/14/2023] [Revised: 12/01/2023] [Accepted: 01/04/2024] [Indexed: 02/01/2024] Open
Abstract
Proteins from the small multidrug resistance (SMR) family are frequently associated with horizontally transferred multidrug resistance gene arrays found in bacteria from wastewater and the human-adjacent biosphere. Recent studies suggest that a subset of SMR transporters might participate in the metabolism of the common pharmaceutical metformin by bacterial consortia. Here, we show that both genomic and plasmid-associated transporters of the SMRGdx functional subtype export byproducts of microbial metformin metabolism, with particularly high export efficiency for guanylurea. We use solid-supported membrane electrophysiology to evaluate the transport kinetics for guanylurea and native substrate guanidinium by four representative SMRGdx homologs. Using an internal reference to normalize independent electrophysiology experiments, we show that transport rates are comparable for genomic and plasmid-associated SMRGdx homologs, and using a proteoliposome-based transport assay, we show that 2 proton:1 substrate transport stoichiometry is maintained. Additional characterization of guanidinium and guanylurea export properties focuses on the structurally characterized homolog, Gdx-Clo, for which we examined the pH dependence and thermodynamics of substrate binding and solved an x-ray crystal structure with guanylurea bound. Together, these experiments contribute in two main ways. By providing the first detailed kinetic examination of the structurally characterized SMRGdx homolog Gdx-Clo, they provide a functional framework that will inform future mechanistic studies of this model transport protein. Second, this study casts light on a potential role for SMRGdx transporters in microbial handling of metformin and its microbial metabolic byproducts, providing insight into how native transport physiologies are co-opted to contend with new selective pressures.
Collapse
Affiliation(s)
- Rachael M. Lucero
- Program in Chemical Biology, University of Michigan, Ann Arbor, MI, USA
| | - Kemal Demirer
- Department of Molecular, Cellular, and Developmental Biology, University of Michigan, Ann Arbor, MI, USA
| | | | - Randy B. Stockbridge
- Program in Chemical Biology, University of Michigan, Ann Arbor, MI, USA
- Department of Molecular, Cellular, and Developmental Biology, University of Michigan, Ann Arbor, MI, USA
- Program in Biophysics, University of Michigan, Ann Arbor, MI, USA
| |
Collapse
|
2
|
Hurley-Kim K, Vu CH, Dao NM, Tran LC, McBane S, Lee J, Sepassi A. Effect of Metformin Use on Vitamin B12 Deficiency Over Time (EMBER): A Real-World Evidence Database Study. Endocr Pract 2023; 29:862-867. [PMID: 37611751 DOI: 10.1016/j.eprac.2023.06.013] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/16/2023] [Revised: 06/21/2023] [Accepted: 06/22/2023] [Indexed: 08/25/2023]
Abstract
OBJECTIVE To examine the extent to which metformin increases the risk of vitamin B12 deficiency and borderline deficiency over time in participants with type 2 diabetes mellitus (T2DM). METHODS Using the All of Us database, adults aged ≥18 years with T2DM and a documented history of metformin use were included for the evaluation of B12 deficiency. Those with B12 deficiency before metformin use were excluded. Adjusted logistic regression models were used to evaluate the association between metformin use and long-term metformin use (≥4 years) and the risk of B12 deficiency. We conducted a subgroup analysis comparing differences in borderline B12 deficiency in metformin and non-metformin users. RESULTS Of 36 740 participants with T2DM, 6221 (16.9%) had documented metformin use. The mean age of metformin users was 65.3 years. B12 deficiency was confirmed in 464 (7.5%) metformin users, and 1919 of 30 519 participants (6.3%) did not use metformin. Metformin users had a 4.7% increased risk of developing B12 deficiency compared with nonmetformin users (P = .44). Each additional year of metformin use was associated with 5% increased likelihood of deficiency (P < .05). Metformin use for ≥4 years resulted in a 41.0% increased odds of B12 deficiency, compared with those who used <4 years of metformin (P < .05). Metformin use increased the odds of borderline B12 deficiency by 27.0% (P < .05). CONCLUSION Long-term metformin use was associated with an increased risk of B12 deficiency in patients with T2DM, with compounding risk over time.
Collapse
Affiliation(s)
- Keri Hurley-Kim
- Department of Clinical Pharmacy Practice, University of California, Irvine School of Pharmacy & Pharmaceutical Sciences, Irvine, California
| | | | | | | | - Sarah McBane
- Department of Clinical Pharmacy Practice, University of California, Irvine School of Pharmacy & Pharmaceutical Sciences, Irvine, California
| | - Joyce Lee
- Department of Clinical Pharmacy Practice, University of California, Irvine School of Pharmacy & Pharmaceutical Sciences, Irvine, California
| | - Aryana Sepassi
- Department of Clinical Pharmacy Practice, University of California, Irvine School of Pharmacy & Pharmaceutical Sciences, Irvine, California.
| |
Collapse
|
3
|
Lucero RM, Demirer K, Yeh TJ, Stockbridge RB. Transport of metformin metabolites by guanidinium exporters of the Small Multidrug Resistance family. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2023:2023.08.10.552832. [PMID: 37645731 PMCID: PMC10461911 DOI: 10.1101/2023.08.10.552832] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 08/31/2023]
Abstract
Proteins from the Small Multidrug Resistance (SMR) family are frequently associated with horizontally transferred multidrug resistance gene arrays found in bacteria from wastewater and the human-adjacent biosphere. Recent studies suggest that a subset of SMR transporters might participate in metabolism of the common pharmaceutical metformin by bacterial consortia. Here, we show that both genomic and plasmid-associated transporters of the SMRGdx functional subtype export byproducts of microbial metformin metabolism, with particularly high export efficiency for guanylurea. We use solid supported membrane electrophysiology to evaluate the transport kinetics for guanylurea and native substrate guanidinium by four representative SMRGdx homologues. Using an internal reference to normalize independent electrophysiology experiments, we show that transport rates are comparable for genomic and plasmid-associated SMRGdx homologues, and using a proteoliposome-based transport assay, we show that 2 proton:1 substrate transport stoichiometry is maintained. Additional characterization of guanidinium and guanylurea export properties focuses on the structurally characterized homologue, Gdx-Clo, for which we examined the pH dependence and thermodynamics of substrate binding and solved an x-ray crystal structure with guanylurea bound. Together, these experiments contribute in two main ways. By providing the first detailed kinetic examination of the structurally characterized SMRGdx homologue Gdx-Clo, they provide a functional framework that will inform future mechanistic studies of this model transport protein. Second, this study casts light on a potential role for SMRGdx transporters in microbial handling of metformin and its microbial metabolic byproducts, providing insight into how native transport physiologies are co-opted to contend with new selective pressures.
Collapse
Affiliation(s)
| | - Kemal Demirer
- Department of Molecular, Cellular, and Developmental Biology
| | - Trevor Justin Yeh
- Program in Biophysics, University of Michigan, Ann Arbor, MI 48109, USA
| | - Randy B Stockbridge
- Program in Chemical Biology
- Department of Molecular, Cellular, and Developmental Biology
- Program in Biophysics, University of Michigan, Ann Arbor, MI 48109, USA
| |
Collapse
|
4
|
Drzewoski J, Hanefeld M. The Current and Potential Therapeutic Use of Metformin-The Good Old Drug. Pharmaceuticals (Basel) 2021; 14:122. [PMID: 33562458 PMCID: PMC7915435 DOI: 10.3390/ph14020122] [Citation(s) in RCA: 43] [Impact Index Per Article: 14.3] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/31/2020] [Revised: 02/02/2021] [Accepted: 02/02/2021] [Indexed: 02/07/2023] Open
Abstract
Metformin, one of the oldest oral antidiabetic agents and still recommended by almost all current guidelines as the first-line treatment for type 2 diabetes mellitus (T2DM), has become the medication with steadily increasing potential therapeutic indications. A broad spectrum of experimental and clinical studies showed that metformin has a pleiotropic activity and favorable effect in different pathological conditions, including prediabetes, type 1 diabetes mellitus (T1DM) and gestational diabetes mellitus (GDM). Moreover, there are numerous studies, meta-analyses and population studies indicating that metformin is safe and well tolerated and may be associated with cardioprotective and nephroprotective effect. Recently, it has also been reported in some studies, but not all, that metformin, besides improvement of glucose homeostasis, may possibly reduce the risk of cancer development, inhibit the incidence of neurodegenerative disease and prolong the lifespan. This paper presents some arguments supporting the initiation of metformin in patients with newly diagnosed T2DM, especially those without cardiovascular risk factors or without established cardiovascular disease or advanced kidney insufficiency at the time of new guidelines favoring new drugs with pleotropic effects complimentary to glucose control. Moreover, it focuses on the potential beneficial effects of metformin in patients with T2DM and coexisting chronic diseases.
Collapse
Affiliation(s)
- Józef Drzewoski
- Central Teaching Hospital of Medical University of Lodz, 92-213 Lodz, Poland
| | - Markolf Hanefeld
- Medical Clinic III, Department of Medicine Technical University Dresden, 01307 Dresden, Germany;
| |
Collapse
|
5
|
Engler C, Leo M, Pfeifer B, Juchum M, Chen-Koenig D, Poelzl K, Schoenherr H, Vill D, Oberdanner J, Eisendle E, Middeldorf K, Heindl B, Gaenzer H, Bode G, Kirchmeyr K, Ladner G, Rieger L, Koellensperger U, Schwaiger A, Stoeckl F, Zangerl G, Lechleitner M, Delmarko I, Oberaigner W, Rissbacher C, Tilg H, Ebenbichler C. Long-term trends in the prescription of antidiabetic drugs: real-world evidence from the Diabetes Registry Tyrol 2012-2018. BMJ Open Diabetes Res Care 2020; 8:8/1/e001279. [PMID: 32873600 PMCID: PMC7467522 DOI: 10.1136/bmjdrc-2020-001279] [Citation(s) in RCA: 36] [Impact Index Per Article: 9.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/18/2020] [Revised: 06/26/2020] [Accepted: 07/06/2020] [Indexed: 12/25/2022] Open
Abstract
INTRODUCTION Prescription patterns of antidiabetic drugs in the period from 2012 to 2018 were investigated based on the Diabetes Registry Tyrol. To validate the findings, we compared the numbers with trends of different national registries conducted in a comparable period of time. RESEARCH DESIGN AND METHODS Medication data, prescription patterns, age groups, antidiabetic therapies and quality parameters (hemoglobin A1c, body mass index, complications) of 10 875 patients with type 2 diabetes from 2012 to 2018 were retrospectively assessed and descriptively analyzed. The changes were assessed using a time series analysis with linear regression and prescription trends were plotted over time. RESULTS Sodium/glucose cotransporter 2 inhibitors (SGLT-2i) showed a significant increase in prescription from 2012 to 2018 (p<0.001), as well as metformin (p=0.002), gliptins (p=0.013) and glucagon-like peptide-1 agonists (GLP-1a) (p=0.017). Significant reduction in sulfonylurea prescriptions (p<0.001) was observed. Metformin was the most frequently prescribed antidiabetic drug (51.3%), followed by insulin/analogs (34.6%), gliptins (28.2%), SGLT-2i (11.7%), sulfonylurea (9.1%), glitazones (3.7%), GLP-1a (2.8%) and glucosidase inhibitors (0.4%). CONCLUSIONS In this long-term, real-world study on prescription changes in the Diabetes Registry Tyrol, we observed significant increase in SGLT-2i, metformin, gliptins and GLP-1a prescriptions. In contrast prescriptions for sulfonylureas declined significantly. Changes were consistent over the years 2012-2018. Changes in prescription patterns occurred even before the publication of international and national guidelines. Thus, physicians change their prescription practice not only based on published guidelines, but even earlier on publication of cardiovascular outcome trials.
Collapse
Affiliation(s)
- Clemens Engler
- Department of Internal Medicine I, Gastroenterology, Hepatology & Endocrinology, Medical University Innsbruck, Innsbruck, Austria
| | - Marco Leo
- Department of Clinical Epidemiology, Tirol Kliniken, Innsbruck, Austria
| | - Bernhard Pfeifer
- Department of Clinical Epidemiology, Tirol Kliniken, Innsbruck, Austria
- Center for Health and Bioresources, Digital Health Information Systems, Austrian Institute of Technology, Hall in Tyrol, Austria
| | | | - Di Chen-Koenig
- Department of Internal Medicine and Geriatrics, Hospital Hochzirl, Hochzirl, Austria
| | - Karin Poelzl
- Department of Internal Medicine, Hospital Hochzirl-Natters, Natters, Austria
| | - Hans Schoenherr
- Department of Internal Medicine, Hospital Zams, Zams, Austria
| | - David Vill
- Department of Internal Medicine, Hospital Hall, Hall in Tyrol, Austria
| | | | - Egon Eisendle
- Department of Internal Medicine, Hospital Lienz, Lienz, Austria
| | - Klaus Middeldorf
- Department of Internal Medicine, Hospital Reutte, Reutte, Austria
| | - Bernhard Heindl
- Department of Internal Medicine, Hospital Sankt Johann in Tyrol, Sankt Johann in Tyrol, Austria
| | - Hannes Gaenzer
- Department of Internal Medicine, Hospital Schwaz, Schwaz, Austria
| | - Gerald Bode
- Private Internal Specialist, Woergl, Austria
| | | | | | - Lisa Rieger
- Private Internal Specialist, Innsbruck, Austria
| | | | | | | | | | - Monika Lechleitner
- Department of Internal Medicine and Geriatrics, Hospital Hochzirl, Hochzirl, Austria
- Department of Internal Medicine, Hospital Hochzirl-Natters, Natters, Austria
| | - Irmgard Delmarko
- Department of Clinical Epidemiology, Tirol Kliniken, Innsbruck, Austria
| | - Wilhelm Oberaigner
- Research Unit for Diabetes Epidemiology, Department of Public Health, Health Services Research and Health Technology Assessment, University for Health Sciences, Medical Informatics and Technology, Hall in Tirol, Austria
| | | | - Herbert Tilg
- Department of Internal Medicine I, Gastroenterology, Hepatology & Endocrinology, Medical University Innsbruck, Innsbruck, Austria
| | - Christoph Ebenbichler
- Department of Internal Medicine I, Gastroenterology, Hepatology & Endocrinology, Medical University Innsbruck, Innsbruck, Austria
| |
Collapse
|
6
|
Hartmann B, Bramlage P, Lanzinger S, Danne T, Hummel M, Kaltheuner M, Raddatz D, Rathmann W, Reuter HM, Seufert J, Holl RW. Regional differences in type 2 diabetes treatment and outcomes in Germany-An analysis of the German DPV and DIVE registries. Diabetes Metab Res Rev 2018; 34:e3049. [PMID: 30051605 DOI: 10.1002/dmrr.3049] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/21/2018] [Revised: 07/16/2018] [Accepted: 07/18/2018] [Indexed: 01/08/2023]
Abstract
AIMS On the basis of the Diabetes Versorgungs-Evaluation (DIVE) and Diabetes-Patienten-Verlaufsdokumentation (DPV) datasets, we aimed to explore the impact of differences in treatment modalities on outcomes in Germany and put these into a global context. METHODS The 2014 to 2016 DIVE and DPV databases were combined, and a total of 127 838 patients 18 years and older was analysed with respect to demographics, cardiovascular risk factors, comorbidities, treatments, and outcomes, separately for each German state. Estimates were expressed as adjusted least squares means together with 95% confidence intervals. RESULTS Saarland dataset recorded the lowest mean HbA1c (6.7%; 6.6%-6.8%; 50 mmol/mol, 49-51 mmol/mol), Saxony-Anhalt showed the highest (8.3%; 8.2%-8.3%; 67 mmol/mol, 66-67 mmol/mol). The highest percentage of hypoglycaemic events was reported in Mecklenburg-West Pomerania (MWP) (4.7%; 3.9%-5.7%), the lowest in Thuringia (0.9%; 0.2%-3.4%). Metformin and sulfonylurea accounted for 36.4% to 53.3% of anti-diabetic treatments across states; other antihyperglycaemic drugs such as DPP-4 inhibitors, SGLT2 inhibitors, and GLP-1 analogues were used most often in MWP (40.0%; 37.8%-42.1%) and least in Rhineland-Palatinate (13.6%; 13.0%-14.2%). Treatment with insulin (alone or in combination) was reported most often in MWP (78.2%; 76.4%-80.0%) and least in Thuringia (26.0%; 20.1%-32.9%). CONCLUSIONS Federal states in Germany are heterogeneous concerning diabetes treatment and associated outcomes. These data should stimulate further discussion about how optimal diabetes care can be implemented in all areas of Germany, to achieve good treatment outcomes in all federal states.
Collapse
Affiliation(s)
- Bettina Hartmann
- Department of Gastroenterology and Diabetology, Klinikum Ludwigshafen, Ludwigshafen, Germany
| | - Peter Bramlage
- Institute for Pharmacology and Preventive Medicine, Mahlow, Germany
| | - Stefanie Lanzinger
- Institute of Epidemiology and Medical Biometry, ZIBMT, University of Ulm, Ulm, Germany
- German Center for Diabetes Research (DZD), Neuherberg, Germany
| | - Thomas Danne
- Diabeteszentrum für Kinder und Jugendliche, Kinderkrankenhaus auf der Bult, Hannover, Germany
| | - Michael Hummel
- Diabetes Schwerpunktpraxis Rosenheim & Helmholtz Diabetes Center, Munich, Germany
| | - Matthias Kaltheuner
- Gemeinschaftspraxis für Diabetologie, Innere Medizin und Allgemeinmedizin in Leverkusen, Leverkusen, Germany
| | - Dirk Raddatz
- Department of Gastroenterology and Endocrinology, University Medical Center Goettingen, Goettingen, Germany
| | - Wolfgang Rathmann
- Institute for Biometrics and Epidemiology, German Diabetes Center, Leibniz Center for Diabetes Research at Heinrich-Heine-University, Düsseldorf, Germany
| | - Hans-Martin Reuter
- Diabetologische Gemeinschaftspraxis Reuter, Reuter-Ehrlich, Schramm, Jena, Germany
| | - Jochen Seufert
- Division of Endocrinology and Diabetology, Department of Internal Medicine II, University Hospital of Freiburg, Faculty of Medicine, University of Freiburg, Freiburg, Germany
| | - Reinhard W Holl
- Institute of Epidemiology and Medical Biometry, ZIBMT, University of Ulm, Ulm, Germany
- German Center for Diabetes Research (DZD), Neuherberg, Germany
| |
Collapse
|
7
|
Gaviria-Mendoza A, Sánchez-Duque JA, Medina-Morales DA, Machado-Alba JE. Prescription patterns and costs of antidiabetic medications in a large group of patients. Prim Care Diabetes 2018; 12:184-191. [PMID: 29196125 DOI: 10.1016/j.pcd.2017.11.002] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/20/2017] [Revised: 11/01/2017] [Accepted: 11/10/2017] [Indexed: 12/26/2022]
Abstract
AIMS To determine the prescription patterns of antidiabetic medications and the variables associated with their use in a Colombian population. METHODS A cross-sectional study using a systematized database of approximately 3.5 million affiliates of the Colombian Health System. Patients of both genders and all ages treated uninterruptedly with antidiabetic medications for three months (June-August 2015) were included. A database was designed that included sociodemographic, pharmacological, comedication, and cost variables. RESULTS A total of 47,532 patients were identified; the mean age was 65.5 years, and 56.3% were women. Among the patients, 56.2% (n=26,691) received medication as monotherapy. The most prescribed medications were metformin, 81.3% (n=38,664), insulins, 33.3% (n=15,848), and sulfonylureas, 21.8% (n=10,370). Among the patients, 92.8% received comedications, including antihypertensives (79.7%), hypolipemiants (65.5%), antiplatelet drugs (56.3%), analgesics (33.9%), antiulcerants (33.1%), and thyroid hormone (17.3%). The cost per 1000 inhabitants/day was $1.21 USD for metformin, $3.89 USD for insulins, and $0.02 USD for glibenclamide. CONCLUSIONS Generally, rational prescription habits predominated, however in some cases an overuse of comedications (such as antiulcer drugs) and a large group of patients with high cost formulations were observed. Subsequent effectiveness and cost-benefit analyzes are required.
Collapse
Affiliation(s)
- Andrés Gaviria-Mendoza
- Grupo de Investigación en Farmacoepidemiología y Farmacovigilancia, Universidad Tecnológica de Pereira-Audifarma S.A., Pereira, Colombia
| | - Jorge Andrés Sánchez-Duque
- Grupo de Investigación en Farmacoepidemiología y Farmacovigilancia, Universidad Tecnológica de Pereira-Audifarma S.A., Pereira, Colombia
| | - Diego Alejandro Medina-Morales
- Grupo de Investigación en Farmacoepidemiología y Farmacovigilancia, Universidad Tecnológica de Pereira-Audifarma S.A., Pereira, Colombia
| | - Jorge Enrique Machado-Alba
- Grupo de Investigación en Farmacoepidemiología y Farmacovigilancia, Universidad Tecnológica de Pereira-Audifarma S.A., Pereira, Colombia.
| |
Collapse
|
8
|
Ordelheide AM, Hrabě de Angelis M, Häring HU, Staiger H. Pharmacogenetics of oral antidiabetic therapy. Pharmacogenomics 2018; 19:577-587. [PMID: 29580198 DOI: 10.2217/pgs-2017-0195] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/23/2022] Open
Abstract
Type 2 diabetes prevalence is still on the rise worldwide. Antidiabetic drugs are widely prescribed to patients with Type 2 diabetes. Most patients start with metformin which is mostly well tolerated. However, a high percentage of patients fail to achieve glycemic control. The effectiveness of metformin as well as most other antidiabetic drugs depends among other factors on interindividual genetic differences that are up to now ignored in the treatment of Type 2 diabetes. Interestingly, many genes influencing the effectiveness of antidiabetic drugs are Type 2 diabetes risk genes making matters worse. Here, we shed light on these interindividual genetic differences.
Collapse
Affiliation(s)
- Anna-Maria Ordelheide
- Institute for Diabetes Research & Metabolic Diseases of the Helmholtz Centre Munich at the Eberhard Karls University Tübingen, Germany.,German Center for Diabetes Research (DZD), Neuherberg, Germany
| | - Martin Hrabě de Angelis
- German Center for Diabetes Research (DZD), Neuherberg, Germany.,Institute of Experimental Genetics, Helmholtz Zentrum München, German Research Center for Environmental Health GmbH, Neuherberg, Germany.,Chair for Experimental Genetics, Technical University Munich, Neuherberg, Germany
| | - Hans-Ulrich Häring
- Institute for Diabetes Research & Metabolic Diseases of the Helmholtz Centre Munich at the Eberhard Karls University Tübingen, Germany.,German Center for Diabetes Research (DZD), Neuherberg, Germany.,Department of Internal Medicine IV, Division of Endocrinology, Diabetology, Angiology, Nephrology & Clinical Chemistry, University Hospital Tübingen, Germany.,Interfaculty Center for Pharmacogenomics & PharmaResearch at the Eberhard Karls University Tübingen, Germany
| | - Harald Staiger
- Institute for Diabetes Research & Metabolic Diseases of the Helmholtz Centre Munich at the Eberhard Karls University Tübingen, Germany.,German Center for Diabetes Research (DZD), Neuherberg, Germany.,Interfaculty Center for Pharmacogenomics & PharmaResearch at the Eberhard Karls University Tübingen, Germany.,Institute of Pharmaceutical Sciences, Department of Pharmacy & Biochemistry, Eberhard Karls University Tübingen, Germany
| |
Collapse
|