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Abstract
The organic cation transporters (OCTs) OCT1, OCT2, OCT3, novel OCT (OCTN)1, OCTN2, multidrug and toxin exclusion (MATE)1, and MATE kidney-specific 2 are polyspecific transporters exhibiting broadly overlapping substrate selectivities. They transport organic cations, zwitterions, and some uncharged compounds and operate as facilitated diffusion systems and/or antiporters. OCTs are critically involved in intestinal absorption, hepatic uptake, and renal excretion of hydrophilic drugs. They modulate the distribution of endogenous compounds such as thiamine, L-carnitine, and neurotransmitters. Sites of expression and functions of OCTs have important impact on energy metabolism, pharmacokinetics, and toxicity of drugs, and on drug-drug interactions. In this work, an overview about the human OCTs is presented. Functional properties of human OCTs, including identified substrates and inhibitors of the individual transporters, are described. Sites of expression are compiled, and data on regulation of OCTs are presented. In addition, genetic variations of OCTs are listed, and data on their impact on transport, drug treatment, and diseases are reported. Moreover, recent data are summarized that indicate complex drug-drug interaction at OCTs, such as allosteric high-affinity inhibition of transport and substrate dependence of inhibitor efficacies. A hypothesis about the molecular mechanism of polyspecific substrate recognition by OCTs is presented that is based on functional studies and mutagenesis experiments in OCT1 and OCT2. This hypothesis provides a framework to imagine how observed complex drug-drug interactions at OCTs arise. Finally, preclinical in vitro tests that are performed by pharmaceutical companies to identify interaction of novel drugs with OCTs are discussed. Optimized experimental procedures are proposed that allow a gapless detection of inhibitory and transported drugs.
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Affiliation(s)
- Hermann Koepsell
- Institute of Anatomy and Cell Biology and Department of Molecular Plant Physiology and Biophysics, Julius-von-Sachs-Institute, University of Würzburg, Würzburg, Germany
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Zazuli Z, Duin NJCB, Jansen K, Vijverberg SJH, Maitland-van der Zee AH, Masereeuw R. The Impact of Genetic Polymorphisms in Organic Cation Transporters on Renal Drug Disposition. Int J Mol Sci 2020; 21:ijms21186627. [PMID: 32927790 PMCID: PMC7554776 DOI: 10.3390/ijms21186627] [Citation(s) in RCA: 19] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/20/2020] [Revised: 09/05/2020] [Accepted: 09/07/2020] [Indexed: 12/18/2022] Open
Abstract
A considerable number of drugs and/or their metabolites are excreted by the kidneys through glomerular filtration and active renal tubule secretion via transporter proteins. Uptake transporters in the proximal tubule are part of the solute carrier (SLC) superfamily, and include the organic cation transporters (OCTs). Several studies have shown that specific genetic polymorphisms in OCTs alter drug disposition and may lead to nephrotoxicity. Multiple single nucleotide polymorphisms (SNPs) have been reported for the OCT genes (SLC22A1, SLC22A2 and SLC22A3), which can influence the proteins’ structure and expression levels and affect their transport function. A gain-in-function mutation may lead to accumulation of drugs in renal proximal tubule cells, eventually leading to nephrotoxicity. This review illustrates the impact of genetic polymorphisms in OCTs on renal drug disposition and kidney injury, the clinical significances and how to personalize therapies to minimize the risk of drug toxicity.
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Affiliation(s)
- Zulfan Zazuli
- Department of Respiratory Medicine, Amsterdam UMC, University of Amsterdam, 1105 AZ Amsterdam, The Netherlands; (S.J.H.V.); (A.H.M.-v.d.Z.)
- Department of Pharmacology-Clinical Pharmacy, School of Pharmacy, Bandung Institute of Technology, Jawa Barat 40132, Indonesia
- Correspondence: (Z.Z.); (R.M.)
| | - Naut J. C. B. Duin
- Division of Pharmacology, Utrecht Institute for Pharmaceutical Sciences, Utrecht University, 3584 CG Utrecht, The Netherlands; (N.J.C.B.D.); (K.J.)
| | - Katja Jansen
- Division of Pharmacology, Utrecht Institute for Pharmaceutical Sciences, Utrecht University, 3584 CG Utrecht, The Netherlands; (N.J.C.B.D.); (K.J.)
| | - Susanne J. H. Vijverberg
- Department of Respiratory Medicine, Amsterdam UMC, University of Amsterdam, 1105 AZ Amsterdam, The Netherlands; (S.J.H.V.); (A.H.M.-v.d.Z.)
| | - Anke H. Maitland-van der Zee
- Department of Respiratory Medicine, Amsterdam UMC, University of Amsterdam, 1105 AZ Amsterdam, The Netherlands; (S.J.H.V.); (A.H.M.-v.d.Z.)
| | - Rosalinde Masereeuw
- Division of Pharmacology, Utrecht Institute for Pharmaceutical Sciences, Utrecht University, 3584 CG Utrecht, The Netherlands; (N.J.C.B.D.); (K.J.)
- Correspondence: (Z.Z.); (R.M.)
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Xhakaza L, Abrahams-October Z, Pearce B, Masilela CM, Adeniyi OV, Johnson R, Ongole JJ, Benjeddou M. Evaluation of the suitability of 19 pharmacogenomics biomarkers for individualized metformin therapy for type 2 diabetes patients. Drug Metab Pers Ther 2020; 0:/j/dmdi.ahead-of-print/dmdi-2020-0111/dmdi-2020-0111.xml. [PMID: 32609649 DOI: 10.1515/dmdi-2020-0111] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/01/2020] [Accepted: 04/14/2020] [Indexed: 12/16/2022]
Abstract
Objectives Type 2 Diabetes mellitus is a progressive metabolic disease characterized by relative insulin insufficiency and insulin resistance resulting in hyperglycemia. Despite the widespread use of metformin, there is considerable variation in treatment response; with approximately one-third of patients failing to achieve adequate glycemic control. Studies have reported the involvement of single nucleotide polymorphisms and their interactions in genetic pathways i.e., pharmacodynamics and pharmacokinetics. This study aims to investigate the association between 19 pharmacogenetics biomarkers and response to metformin treatment. Methods MassARRAY panels were designed and optimized by Inqaba Biotechnical Industries, to genotype 19 biomarkers for 140 type 2 diabetic outpatients. Results The CT genotype of the rs12752688 polymorphism was significantly associated with increased response to metformin therapy after correction (OR=0.33, 95% CI [0.16-0.68], p-value=0.006). An association was also found between the GA genotype of SLC47A2 rs12943590 and a decreased response to metformin therapy after correction (OR=2.29, 95% CI [1.01-5.21], p-value=0.01). Conclusions This is the first study investigating the association between genetic variants and responsiveness to medication for diabetic patients from the indigenous Nguni population in South Africa. It is suggested that rs12752688 and rs12943590 be included in pharmacogenomics profiling systems to individualize metformin therapy for diabetic patients from African populations.
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Affiliation(s)
- Lettilia Xhakaza
- Precision Medicine Unit, Department of Biotechnology, Faculty of Natural Sciences, University of the Western Cape, Bellville, South Africa
| | - Zainonesa Abrahams-October
- Precision Medicine Unit, Department of Biotechnology, Faculty of Natural Sciences, University of the Western Cape, Bellville, South Africa
| | - Brendon Pearce
- Precision Medicine Unit, Department of Biotechnology, Faculty of Natural Sciences, University of the Western Cape, Bellville, South Africa
| | - Charity Mandisa Masilela
- Precision Medicine Unit, Department of Biotechnology, Faculty of Natural Sciences, University of the Western Cape, Bellville, South Africa
| | | | - Rabia Johnson
- South African Medical Research Council, Parow, Cape Town, South Africa
- Division of Medical Physiology, Faculty of Medicine and Health Sciences, Stellenbosch University, Tygerberg, South Africa
| | - Joven Jebio Ongole
- Department of Family Medicine, Center for Teaching and Learning, Piet Retief Hospital, Mkhondo, Mpumalanga, South Africa
| | - Mongi Benjeddou
- Precision Medicine Unit, Department of Biotechnology, Faculty of Natural Sciences, University of the Western Cape, Bellville, South Africa
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54
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Xhakaza L, Abrahams-October Z, Pearce B, Masilela CM, Adeniyi OV, Johnson R, Ongole JJ, Benjeddou M. Evaluation of the suitability of 19 pharmacogenomics biomarkers for individualized metformin therapy for type 2 diabetes patients. Drug Metab Pers Ther 2020; 35:/j/dmdi.2020.35.issue-2/dmpt-2020-0111/dmpt-2020-0111.xml. [PMID: 32681778 DOI: 10.1515/dmpt-2020-0111] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/01/2020] [Accepted: 04/14/2020] [Indexed: 11/15/2022]
Abstract
Objectives Type 2 Diabetes mellitus is a progressive metabolic disease characterized by relative insulin insufficiency and insulin resistance resulting in hyperglycemia. Despite the widespread use of metformin, there is considerable variation in treatment response; with approximately one-third of patients failing to achieve adequate glycemic control. Studies have reported the involvement of single nucleotide polymorphisms and their interactions in genetic pathways i.e., pharmacodynamics and pharmacokinetics. This study aims to investigate the association between 19 pharmacogenetics biomarkers and response to metformin treatment. Methods MassARRAY panels were designed and optimized by Inqaba Biotechnical Industries, to genotype 19 biomarkers for 140 type 2 diabetic outpatients. Results The CT genotype of the rs12752688 polymorphism was significantly associated with increased response to metformin therapy after correction (OR=0.33, 95% CI [0.16-0.68], p-value=0.006). An association was also found between the GA genotype of SLC47A2 rs12943590 and a decreased response to metformin therapy after correction (OR=2.29, 95% CI [1.01-5.21], p-value=0.01). Conclusions This is the first study investigating the association between genetic variants and responsiveness to medication for diabetic patients from the indigenous Nguni population in South Africa. It is suggested that rs12752688 and rs12943590 be included in pharmacogenomics profiling systems to individualize metformin therapy for diabetic patients from African populations.
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Affiliation(s)
- Lettilia Xhakaza
- Precision Medicine Unit, Department of Biotechnology, Faculty of Natural Sciences, University of the Western Cape, Bellville, South Africa
| | - Zainonesa Abrahams-October
- Precision Medicine Unit, Department of Biotechnology, Faculty of Natural Sciences, University of the Western Cape, Bellville, South Africa
| | - Brendon Pearce
- Precision Medicine Unit, Department of Biotechnology, Faculty of Natural Sciences, University of the Western Cape, Bellville, South Africa
| | - Charity Mandisa Masilela
- Precision Medicine Unit, Department of Biotechnology, Faculty of Natural Sciences, University of the Western Cape, Bellville, South Africa
| | | | - Rabia Johnson
- South African Medical Research Council, Parow, Cape Town, South Africa.,Division of Medical Physiology, Faculty of Medicine and Health Sciences, Stellenbosch University, Tygerberg, South Africa
| | - Joven Jebio Ongole
- Department of Family Medicine, Center for Teaching and Learning, Piet Retief Hospital, Mkhondo, Mpumalanga, South Africa
| | - Mongi Benjeddou
- Precision Medicine Unit, Department of Biotechnology, Faculty of Natural Sciences, University of the Western Cape, Bellville, South Africa
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Schweighofer N, Genser B, Maerz W, Kleber ME, Trummer O, Pieber TR, Obermayer-Pietsch B. Intronic Variants in OCT1 are Associated with All-Cause and Cardiovascular Mortality in Metformin Users with Type 2 Diabetes. Diabetes Metab Syndr Obes 2020; 13:2069-2080. [PMID: 32606866 PMCID: PMC7308180 DOI: 10.2147/dmso.s235663] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/22/2019] [Accepted: 05/01/2020] [Indexed: 12/16/2022] Open
Abstract
PURPOSE Organic cation transporters (Octs) use cations like endogenous compounds, toxins, and drugs, such as metformin, as substrates. Therefore, these proteins determine the pharmacokinetics and -dynamics of metformin and thus its efficacy. Of note, metformin is today the most commonly used pharmaceutical in the treatment of type 2 diabetes (T2DM) with nevertheless a great variability in clinical response, which attributes to genetic variances. The aim of this study was to determine the influence of intronic OCT1 SNPs on prevalence of all-cause and cardiovascular death. PATIENTS AND METHODS Genotypes of 27 intronic SNPs in OCT1 were investigated in the LURIC study, a prospective cohort of 3316 participants scheduled for coronary angiography. We investigated whether these variants were associated with all-cause and cardiovascular death in 73 individuals with T2DM under metformin therapy, in individuals without diabetes, individuals with T2DM and individuals with T2DM without metformin therapy. RESULTS In a multivariate Cox regression analysis adjusted for classical cardiovascular risk factors, 4 intronic OCT1 SNPs were significantly associated with all-cause and cardiovascular mortality in individuals with T2DM on metformin therapy. CONCLUSION According to their OCT1 genotype, some individuals with T2DM on metformin therapy might be prone to an increased risk of cardiovascular death.
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Affiliation(s)
- Natascha Schweighofer
- Department of Internal Medicine, Division of Endocrinology and Diabetology, Medical University Graz, Graz, Austria
- CBmed GmbH, Center for Biomarker Research in Medicine, Graz, Austria
| | - Bernd Genser
- BG Stats Consulting, Vienna, Austria
- Institute of Public Health, Social and Preventive Medicine, Medical Faculty of Mannheim, University of Heidelberg, Mannheim, Germany
| | - Winfried Maerz
- Medical Clinic V (Nephrology, Hypertensiology, Rheumatology, Endocrinology, Diabetology), Medical Faculty Mannheim, University of Heidelberg, Mannheim, Germany
- SynLaboratory Academy, SynLaboratory Holding Deutschland GmbH, Mannheim and Augsburg, Germany
| | - Marcus E Kleber
- Medical Clinic V (Nephrology, Hypertensiology, Rheumatology, Endocrinology, Diabetology), Medical Faculty Mannheim, University of Heidelberg, Mannheim, Germany
| | - Olivia Trummer
- Department of Internal Medicine, Division of Endocrinology and Diabetology, Medical University Graz, Graz, Austria
| | - Thomas R Pieber
- Department of Internal Medicine, Division of Endocrinology and Diabetology, Medical University Graz, Graz, Austria
- CBmed GmbH, Center for Biomarker Research in Medicine, Graz, Austria
| | - Barbara Obermayer-Pietsch
- Department of Internal Medicine, Division of Endocrinology and Diabetology, Medical University Graz, Graz, Austria
- CBmed GmbH, Center for Biomarker Research in Medicine, Graz, Austria
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56
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Liao MZ, Flood Nichols SK, Ahmed M, Clark S, Hankins GD, Caritis S, Venkataramanan R, Haas D, Quinney SK, Haneline LS, Tita AT, Manuck T, Wang J, Thummel KE, Brown LM, Ren Z, Easterling TR, Hebert MF. Effects of Pregnancy on the Pharmacokinetics of Metformin. Drug Metab Dispos 2020; 48:264-271. [PMID: 31980499 PMCID: PMC7076518 DOI: 10.1124/dmd.119.088435] [Citation(s) in RCA: 29] [Impact Index Per Article: 7.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/24/2019] [Accepted: 12/30/2019] [Indexed: 12/22/2022] Open
Abstract
This study's primary objective was to fully characterize the pharmacokinetics of metformin in pregnant women with gestational diabetes mellitus (GDM) versus nonpregnant controls. Steady-state oral metformin pharmacokinetics in pregnant women with GDM receiving either metformin monotherapy (n = 24) or a combination with glyburide (n = 30) as well as in nonpregnant women with type 2 diabetes mellitus (T2DM) (n = 24) were determined utilizing noncompartmental techniques. Maternal and umbilical cord blood samples were collected at delivery from 38 women. With both 500- and 1000-mg doses, metformin bioavailability, volume of distribution beta (V β ), clearance, and renal clearance were significantly increased during pregnancy. In addition, in the women receiving metformin 500 mg, significantly higher metformin apparent oral clearance (CL/F) (27%), weight-adjusted renal secretion clearance (64%), and apparent oral volume of distribution beta (V β /F) (33%) were seen during pregnancy. Creatinine clearance was significantly higher during pregnancy. Increasing metformin dose from 500 to 1000 mg orally twice daily significantly increased V β /F by 28%, weight-adjusted V β /F by 32% and CL/F by 25%, and weight-adjusted CL/F by 28% during pregnancy. Mean metformin umbilical cord arterial-to-venous plasma concentration ratio was 1.0 ± 0.1, venous umbilical cord-to-maternal concentration ratio was 1.4 ± 0.5, and arterial umbilical cord-to-maternal concentration ratio was 1.5 ± 0.5. Systemic exposure after a 500-mg dose of metformin was lower during pregnancy compared with the nonpregnant women with T2DM. However, in patients receiving metformin 1000 mg, changes in estimated bioavailability during pregnancy offset the changes in clearance leading to no significant change in CL/F with the higher dose. SIGNIFICANCE STATEMENT: Gestational diabetes mellitus complicates 5%-13% of pregnancies and is often treated with metformin. Pregnant women undergo physiological changes that alter drug disposition. Preliminary data suggest that pregnancy lowers metformin concentrations, potentially affecting efficacy and safety. This study definitively describes pregnancy's effects on metformin pharmacokinetics and expands the mechanistic understanding of pharmacokinetic changes across the dosage range. Here we report the nonlinearity of metformin pharmacokinetics and the increase in bioavailability, clearance, renal clearance, and volume of distribution during pregnancy.
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Affiliation(s)
- Michael Z Liao
- University of Washington, Departments of Pharmaceutics (M.Z.L., J.W., K.E.T.), Obstetrics and Gynecology (T.R.E., M.F.H.), and Pharmacy (T.R.E., M.F.H.), Seattle, Washington; Madigan Army Medical Center, Division of Maternal-Fetal Medicine, Department of Obstetrics and Gynecology, Tacoma, Washington (S.K.F.N.); University of Texas Medical Branch in Galveston, Department of Obstetrics and Gynecology, Galveston, Texas (M.A., S.Cl., G.D.H.); University of Pittsburgh, Departments of Obstetrics and Gynecology (S.Ca.), Pharmacy and Pharmaceutical Sciences (R.V.), Pittsburgh, Pennsylvania; Indiana University, Departments of Obstetrics and Gynecology (D.H., S.K.Q.) and Pediatrics (L.S.H.), Indianapolis, Indiana; University of Alabama at Birmingham, Department of Obstetrics and Gynecology, Birmingham, Alabama (A.T.T.); University of North Carolina, Department of Obstetrics and Gynecology, Chapel Hill, North Carolina (T.M.); Biostatistics and Epidemiology Division, Environmental and Health Science Unit, RTI International, Rockville, Maryland (L.M.B.); and Obstetric and Pediatric Pharmacology and Therapeutic Branch, Eunice Kennedy Shriver National Institute of Child Health and Human Development, Bethesda, Maryland (Z.R.)
| | - Shannon K Flood Nichols
- University of Washington, Departments of Pharmaceutics (M.Z.L., J.W., K.E.T.), Obstetrics and Gynecology (T.R.E., M.F.H.), and Pharmacy (T.R.E., M.F.H.), Seattle, Washington; Madigan Army Medical Center, Division of Maternal-Fetal Medicine, Department of Obstetrics and Gynecology, Tacoma, Washington (S.K.F.N.); University of Texas Medical Branch in Galveston, Department of Obstetrics and Gynecology, Galveston, Texas (M.A., S.Cl., G.D.H.); University of Pittsburgh, Departments of Obstetrics and Gynecology (S.Ca.), Pharmacy and Pharmaceutical Sciences (R.V.), Pittsburgh, Pennsylvania; Indiana University, Departments of Obstetrics and Gynecology (D.H., S.K.Q.) and Pediatrics (L.S.H.), Indianapolis, Indiana; University of Alabama at Birmingham, Department of Obstetrics and Gynecology, Birmingham, Alabama (A.T.T.); University of North Carolina, Department of Obstetrics and Gynecology, Chapel Hill, North Carolina (T.M.); Biostatistics and Epidemiology Division, Environmental and Health Science Unit, RTI International, Rockville, Maryland (L.M.B.); and Obstetric and Pediatric Pharmacology and Therapeutic Branch, Eunice Kennedy Shriver National Institute of Child Health and Human Development, Bethesda, Maryland (Z.R.)
| | - Mahmoud Ahmed
- University of Washington, Departments of Pharmaceutics (M.Z.L., J.W., K.E.T.), Obstetrics and Gynecology (T.R.E., M.F.H.), and Pharmacy (T.R.E., M.F.H.), Seattle, Washington; Madigan Army Medical Center, Division of Maternal-Fetal Medicine, Department of Obstetrics and Gynecology, Tacoma, Washington (S.K.F.N.); University of Texas Medical Branch in Galveston, Department of Obstetrics and Gynecology, Galveston, Texas (M.A., S.Cl., G.D.H.); University of Pittsburgh, Departments of Obstetrics and Gynecology (S.Ca.), Pharmacy and Pharmaceutical Sciences (R.V.), Pittsburgh, Pennsylvania; Indiana University, Departments of Obstetrics and Gynecology (D.H., S.K.Q.) and Pediatrics (L.S.H.), Indianapolis, Indiana; University of Alabama at Birmingham, Department of Obstetrics and Gynecology, Birmingham, Alabama (A.T.T.); University of North Carolina, Department of Obstetrics and Gynecology, Chapel Hill, North Carolina (T.M.); Biostatistics and Epidemiology Division, Environmental and Health Science Unit, RTI International, Rockville, Maryland (L.M.B.); and Obstetric and Pediatric Pharmacology and Therapeutic Branch, Eunice Kennedy Shriver National Institute of Child Health and Human Development, Bethesda, Maryland (Z.R.)
| | - Shannon Clark
- University of Washington, Departments of Pharmaceutics (M.Z.L., J.W., K.E.T.), Obstetrics and Gynecology (T.R.E., M.F.H.), and Pharmacy (T.R.E., M.F.H.), Seattle, Washington; Madigan Army Medical Center, Division of Maternal-Fetal Medicine, Department of Obstetrics and Gynecology, Tacoma, Washington (S.K.F.N.); University of Texas Medical Branch in Galveston, Department of Obstetrics and Gynecology, Galveston, Texas (M.A., S.Cl., G.D.H.); University of Pittsburgh, Departments of Obstetrics and Gynecology (S.Ca.), Pharmacy and Pharmaceutical Sciences (R.V.), Pittsburgh, Pennsylvania; Indiana University, Departments of Obstetrics and Gynecology (D.H., S.K.Q.) and Pediatrics (L.S.H.), Indianapolis, Indiana; University of Alabama at Birmingham, Department of Obstetrics and Gynecology, Birmingham, Alabama (A.T.T.); University of North Carolina, Department of Obstetrics and Gynecology, Chapel Hill, North Carolina (T.M.); Biostatistics and Epidemiology Division, Environmental and Health Science Unit, RTI International, Rockville, Maryland (L.M.B.); and Obstetric and Pediatric Pharmacology and Therapeutic Branch, Eunice Kennedy Shriver National Institute of Child Health and Human Development, Bethesda, Maryland (Z.R.)
| | - Gary D Hankins
- University of Washington, Departments of Pharmaceutics (M.Z.L., J.W., K.E.T.), Obstetrics and Gynecology (T.R.E., M.F.H.), and Pharmacy (T.R.E., M.F.H.), Seattle, Washington; Madigan Army Medical Center, Division of Maternal-Fetal Medicine, Department of Obstetrics and Gynecology, Tacoma, Washington (S.K.F.N.); University of Texas Medical Branch in Galveston, Department of Obstetrics and Gynecology, Galveston, Texas (M.A., S.Cl., G.D.H.); University of Pittsburgh, Departments of Obstetrics and Gynecology (S.Ca.), Pharmacy and Pharmaceutical Sciences (R.V.), Pittsburgh, Pennsylvania; Indiana University, Departments of Obstetrics and Gynecology (D.H., S.K.Q.) and Pediatrics (L.S.H.), Indianapolis, Indiana; University of Alabama at Birmingham, Department of Obstetrics and Gynecology, Birmingham, Alabama (A.T.T.); University of North Carolina, Department of Obstetrics and Gynecology, Chapel Hill, North Carolina (T.M.); Biostatistics and Epidemiology Division, Environmental and Health Science Unit, RTI International, Rockville, Maryland (L.M.B.); and Obstetric and Pediatric Pharmacology and Therapeutic Branch, Eunice Kennedy Shriver National Institute of Child Health and Human Development, Bethesda, Maryland (Z.R.)
| | - Steve Caritis
- University of Washington, Departments of Pharmaceutics (M.Z.L., J.W., K.E.T.), Obstetrics and Gynecology (T.R.E., M.F.H.), and Pharmacy (T.R.E., M.F.H.), Seattle, Washington; Madigan Army Medical Center, Division of Maternal-Fetal Medicine, Department of Obstetrics and Gynecology, Tacoma, Washington (S.K.F.N.); University of Texas Medical Branch in Galveston, Department of Obstetrics and Gynecology, Galveston, Texas (M.A., S.Cl., G.D.H.); University of Pittsburgh, Departments of Obstetrics and Gynecology (S.Ca.), Pharmacy and Pharmaceutical Sciences (R.V.), Pittsburgh, Pennsylvania; Indiana University, Departments of Obstetrics and Gynecology (D.H., S.K.Q.) and Pediatrics (L.S.H.), Indianapolis, Indiana; University of Alabama at Birmingham, Department of Obstetrics and Gynecology, Birmingham, Alabama (A.T.T.); University of North Carolina, Department of Obstetrics and Gynecology, Chapel Hill, North Carolina (T.M.); Biostatistics and Epidemiology Division, Environmental and Health Science Unit, RTI International, Rockville, Maryland (L.M.B.); and Obstetric and Pediatric Pharmacology and Therapeutic Branch, Eunice Kennedy Shriver National Institute of Child Health and Human Development, Bethesda, Maryland (Z.R.)
| | - Raman Venkataramanan
- University of Washington, Departments of Pharmaceutics (M.Z.L., J.W., K.E.T.), Obstetrics and Gynecology (T.R.E., M.F.H.), and Pharmacy (T.R.E., M.F.H.), Seattle, Washington; Madigan Army Medical Center, Division of Maternal-Fetal Medicine, Department of Obstetrics and Gynecology, Tacoma, Washington (S.K.F.N.); University of Texas Medical Branch in Galveston, Department of Obstetrics and Gynecology, Galveston, Texas (M.A., S.Cl., G.D.H.); University of Pittsburgh, Departments of Obstetrics and Gynecology (S.Ca.), Pharmacy and Pharmaceutical Sciences (R.V.), Pittsburgh, Pennsylvania; Indiana University, Departments of Obstetrics and Gynecology (D.H., S.K.Q.) and Pediatrics (L.S.H.), Indianapolis, Indiana; University of Alabama at Birmingham, Department of Obstetrics and Gynecology, Birmingham, Alabama (A.T.T.); University of North Carolina, Department of Obstetrics and Gynecology, Chapel Hill, North Carolina (T.M.); Biostatistics and Epidemiology Division, Environmental and Health Science Unit, RTI International, Rockville, Maryland (L.M.B.); and Obstetric and Pediatric Pharmacology and Therapeutic Branch, Eunice Kennedy Shriver National Institute of Child Health and Human Development, Bethesda, Maryland (Z.R.)
| | - David Haas
- University of Washington, Departments of Pharmaceutics (M.Z.L., J.W., K.E.T.), Obstetrics and Gynecology (T.R.E., M.F.H.), and Pharmacy (T.R.E., M.F.H.), Seattle, Washington; Madigan Army Medical Center, Division of Maternal-Fetal Medicine, Department of Obstetrics and Gynecology, Tacoma, Washington (S.K.F.N.); University of Texas Medical Branch in Galveston, Department of Obstetrics and Gynecology, Galveston, Texas (M.A., S.Cl., G.D.H.); University of Pittsburgh, Departments of Obstetrics and Gynecology (S.Ca.), Pharmacy and Pharmaceutical Sciences (R.V.), Pittsburgh, Pennsylvania; Indiana University, Departments of Obstetrics and Gynecology (D.H., S.K.Q.) and Pediatrics (L.S.H.), Indianapolis, Indiana; University of Alabama at Birmingham, Department of Obstetrics and Gynecology, Birmingham, Alabama (A.T.T.); University of North Carolina, Department of Obstetrics and Gynecology, Chapel Hill, North Carolina (T.M.); Biostatistics and Epidemiology Division, Environmental and Health Science Unit, RTI International, Rockville, Maryland (L.M.B.); and Obstetric and Pediatric Pharmacology and Therapeutic Branch, Eunice Kennedy Shriver National Institute of Child Health and Human Development, Bethesda, Maryland (Z.R.)
| | - Sara K Quinney
- University of Washington, Departments of Pharmaceutics (M.Z.L., J.W., K.E.T.), Obstetrics and Gynecology (T.R.E., M.F.H.), and Pharmacy (T.R.E., M.F.H.), Seattle, Washington; Madigan Army Medical Center, Division of Maternal-Fetal Medicine, Department of Obstetrics and Gynecology, Tacoma, Washington (S.K.F.N.); University of Texas Medical Branch in Galveston, Department of Obstetrics and Gynecology, Galveston, Texas (M.A., S.Cl., G.D.H.); University of Pittsburgh, Departments of Obstetrics and Gynecology (S.Ca.), Pharmacy and Pharmaceutical Sciences (R.V.), Pittsburgh, Pennsylvania; Indiana University, Departments of Obstetrics and Gynecology (D.H., S.K.Q.) and Pediatrics (L.S.H.), Indianapolis, Indiana; University of Alabama at Birmingham, Department of Obstetrics and Gynecology, Birmingham, Alabama (A.T.T.); University of North Carolina, Department of Obstetrics and Gynecology, Chapel Hill, North Carolina (T.M.); Biostatistics and Epidemiology Division, Environmental and Health Science Unit, RTI International, Rockville, Maryland (L.M.B.); and Obstetric and Pediatric Pharmacology and Therapeutic Branch, Eunice Kennedy Shriver National Institute of Child Health and Human Development, Bethesda, Maryland (Z.R.)
| | - Laura S Haneline
- University of Washington, Departments of Pharmaceutics (M.Z.L., J.W., K.E.T.), Obstetrics and Gynecology (T.R.E., M.F.H.), and Pharmacy (T.R.E., M.F.H.), Seattle, Washington; Madigan Army Medical Center, Division of Maternal-Fetal Medicine, Department of Obstetrics and Gynecology, Tacoma, Washington (S.K.F.N.); University of Texas Medical Branch in Galveston, Department of Obstetrics and Gynecology, Galveston, Texas (M.A., S.Cl., G.D.H.); University of Pittsburgh, Departments of Obstetrics and Gynecology (S.Ca.), Pharmacy and Pharmaceutical Sciences (R.V.), Pittsburgh, Pennsylvania; Indiana University, Departments of Obstetrics and Gynecology (D.H., S.K.Q.) and Pediatrics (L.S.H.), Indianapolis, Indiana; University of Alabama at Birmingham, Department of Obstetrics and Gynecology, Birmingham, Alabama (A.T.T.); University of North Carolina, Department of Obstetrics and Gynecology, Chapel Hill, North Carolina (T.M.); Biostatistics and Epidemiology Division, Environmental and Health Science Unit, RTI International, Rockville, Maryland (L.M.B.); and Obstetric and Pediatric Pharmacology and Therapeutic Branch, Eunice Kennedy Shriver National Institute of Child Health and Human Development, Bethesda, Maryland (Z.R.)
| | - Alan T Tita
- University of Washington, Departments of Pharmaceutics (M.Z.L., J.W., K.E.T.), Obstetrics and Gynecology (T.R.E., M.F.H.), and Pharmacy (T.R.E., M.F.H.), Seattle, Washington; Madigan Army Medical Center, Division of Maternal-Fetal Medicine, Department of Obstetrics and Gynecology, Tacoma, Washington (S.K.F.N.); University of Texas Medical Branch in Galveston, Department of Obstetrics and Gynecology, Galveston, Texas (M.A., S.Cl., G.D.H.); University of Pittsburgh, Departments of Obstetrics and Gynecology (S.Ca.), Pharmacy and Pharmaceutical Sciences (R.V.), Pittsburgh, Pennsylvania; Indiana University, Departments of Obstetrics and Gynecology (D.H., S.K.Q.) and Pediatrics (L.S.H.), Indianapolis, Indiana; University of Alabama at Birmingham, Department of Obstetrics and Gynecology, Birmingham, Alabama (A.T.T.); University of North Carolina, Department of Obstetrics and Gynecology, Chapel Hill, North Carolina (T.M.); Biostatistics and Epidemiology Division, Environmental and Health Science Unit, RTI International, Rockville, Maryland (L.M.B.); and Obstetric and Pediatric Pharmacology and Therapeutic Branch, Eunice Kennedy Shriver National Institute of Child Health and Human Development, Bethesda, Maryland (Z.R.)
| | - Tracy Manuck
- University of Washington, Departments of Pharmaceutics (M.Z.L., J.W., K.E.T.), Obstetrics and Gynecology (T.R.E., M.F.H.), and Pharmacy (T.R.E., M.F.H.), Seattle, Washington; Madigan Army Medical Center, Division of Maternal-Fetal Medicine, Department of Obstetrics and Gynecology, Tacoma, Washington (S.K.F.N.); University of Texas Medical Branch in Galveston, Department of Obstetrics and Gynecology, Galveston, Texas (M.A., S.Cl., G.D.H.); University of Pittsburgh, Departments of Obstetrics and Gynecology (S.Ca.), Pharmacy and Pharmaceutical Sciences (R.V.), Pittsburgh, Pennsylvania; Indiana University, Departments of Obstetrics and Gynecology (D.H., S.K.Q.) and Pediatrics (L.S.H.), Indianapolis, Indiana; University of Alabama at Birmingham, Department of Obstetrics and Gynecology, Birmingham, Alabama (A.T.T.); University of North Carolina, Department of Obstetrics and Gynecology, Chapel Hill, North Carolina (T.M.); Biostatistics and Epidemiology Division, Environmental and Health Science Unit, RTI International, Rockville, Maryland (L.M.B.); and Obstetric and Pediatric Pharmacology and Therapeutic Branch, Eunice Kennedy Shriver National Institute of Child Health and Human Development, Bethesda, Maryland (Z.R.)
| | - Joanne Wang
- University of Washington, Departments of Pharmaceutics (M.Z.L., J.W., K.E.T.), Obstetrics and Gynecology (T.R.E., M.F.H.), and Pharmacy (T.R.E., M.F.H.), Seattle, Washington; Madigan Army Medical Center, Division of Maternal-Fetal Medicine, Department of Obstetrics and Gynecology, Tacoma, Washington (S.K.F.N.); University of Texas Medical Branch in Galveston, Department of Obstetrics and Gynecology, Galveston, Texas (M.A., S.Cl., G.D.H.); University of Pittsburgh, Departments of Obstetrics and Gynecology (S.Ca.), Pharmacy and Pharmaceutical Sciences (R.V.), Pittsburgh, Pennsylvania; Indiana University, Departments of Obstetrics and Gynecology (D.H., S.K.Q.) and Pediatrics (L.S.H.), Indianapolis, Indiana; University of Alabama at Birmingham, Department of Obstetrics and Gynecology, Birmingham, Alabama (A.T.T.); University of North Carolina, Department of Obstetrics and Gynecology, Chapel Hill, North Carolina (T.M.); Biostatistics and Epidemiology Division, Environmental and Health Science Unit, RTI International, Rockville, Maryland (L.M.B.); and Obstetric and Pediatric Pharmacology and Therapeutic Branch, Eunice Kennedy Shriver National Institute of Child Health and Human Development, Bethesda, Maryland (Z.R.)
| | - Kenneth E Thummel
- University of Washington, Departments of Pharmaceutics (M.Z.L., J.W., K.E.T.), Obstetrics and Gynecology (T.R.E., M.F.H.), and Pharmacy (T.R.E., M.F.H.), Seattle, Washington; Madigan Army Medical Center, Division of Maternal-Fetal Medicine, Department of Obstetrics and Gynecology, Tacoma, Washington (S.K.F.N.); University of Texas Medical Branch in Galveston, Department of Obstetrics and Gynecology, Galveston, Texas (M.A., S.Cl., G.D.H.); University of Pittsburgh, Departments of Obstetrics and Gynecology (S.Ca.), Pharmacy and Pharmaceutical Sciences (R.V.), Pittsburgh, Pennsylvania; Indiana University, Departments of Obstetrics and Gynecology (D.H., S.K.Q.) and Pediatrics (L.S.H.), Indianapolis, Indiana; University of Alabama at Birmingham, Department of Obstetrics and Gynecology, Birmingham, Alabama (A.T.T.); University of North Carolina, Department of Obstetrics and Gynecology, Chapel Hill, North Carolina (T.M.); Biostatistics and Epidemiology Division, Environmental and Health Science Unit, RTI International, Rockville, Maryland (L.M.B.); and Obstetric and Pediatric Pharmacology and Therapeutic Branch, Eunice Kennedy Shriver National Institute of Child Health and Human Development, Bethesda, Maryland (Z.R.)
| | - Linda Morris Brown
- University of Washington, Departments of Pharmaceutics (M.Z.L., J.W., K.E.T.), Obstetrics and Gynecology (T.R.E., M.F.H.), and Pharmacy (T.R.E., M.F.H.), Seattle, Washington; Madigan Army Medical Center, Division of Maternal-Fetal Medicine, Department of Obstetrics and Gynecology, Tacoma, Washington (S.K.F.N.); University of Texas Medical Branch in Galveston, Department of Obstetrics and Gynecology, Galveston, Texas (M.A., S.Cl., G.D.H.); University of Pittsburgh, Departments of Obstetrics and Gynecology (S.Ca.), Pharmacy and Pharmaceutical Sciences (R.V.), Pittsburgh, Pennsylvania; Indiana University, Departments of Obstetrics and Gynecology (D.H., S.K.Q.) and Pediatrics (L.S.H.), Indianapolis, Indiana; University of Alabama at Birmingham, Department of Obstetrics and Gynecology, Birmingham, Alabama (A.T.T.); University of North Carolina, Department of Obstetrics and Gynecology, Chapel Hill, North Carolina (T.M.); Biostatistics and Epidemiology Division, Environmental and Health Science Unit, RTI International, Rockville, Maryland (L.M.B.); and Obstetric and Pediatric Pharmacology and Therapeutic Branch, Eunice Kennedy Shriver National Institute of Child Health and Human Development, Bethesda, Maryland (Z.R.)
| | - Zhaoxia Ren
- University of Washington, Departments of Pharmaceutics (M.Z.L., J.W., K.E.T.), Obstetrics and Gynecology (T.R.E., M.F.H.), and Pharmacy (T.R.E., M.F.H.), Seattle, Washington; Madigan Army Medical Center, Division of Maternal-Fetal Medicine, Department of Obstetrics and Gynecology, Tacoma, Washington (S.K.F.N.); University of Texas Medical Branch in Galveston, Department of Obstetrics and Gynecology, Galveston, Texas (M.A., S.Cl., G.D.H.); University of Pittsburgh, Departments of Obstetrics and Gynecology (S.Ca.), Pharmacy and Pharmaceutical Sciences (R.V.), Pittsburgh, Pennsylvania; Indiana University, Departments of Obstetrics and Gynecology (D.H., S.K.Q.) and Pediatrics (L.S.H.), Indianapolis, Indiana; University of Alabama at Birmingham, Department of Obstetrics and Gynecology, Birmingham, Alabama (A.T.T.); University of North Carolina, Department of Obstetrics and Gynecology, Chapel Hill, North Carolina (T.M.); Biostatistics and Epidemiology Division, Environmental and Health Science Unit, RTI International, Rockville, Maryland (L.M.B.); and Obstetric and Pediatric Pharmacology and Therapeutic Branch, Eunice Kennedy Shriver National Institute of Child Health and Human Development, Bethesda, Maryland (Z.R.)
| | - Thomas R Easterling
- University of Washington, Departments of Pharmaceutics (M.Z.L., J.W., K.E.T.), Obstetrics and Gynecology (T.R.E., M.F.H.), and Pharmacy (T.R.E., M.F.H.), Seattle, Washington; Madigan Army Medical Center, Division of Maternal-Fetal Medicine, Department of Obstetrics and Gynecology, Tacoma, Washington (S.K.F.N.); University of Texas Medical Branch in Galveston, Department of Obstetrics and Gynecology, Galveston, Texas (M.A., S.Cl., G.D.H.); University of Pittsburgh, Departments of Obstetrics and Gynecology (S.Ca.), Pharmacy and Pharmaceutical Sciences (R.V.), Pittsburgh, Pennsylvania; Indiana University, Departments of Obstetrics and Gynecology (D.H., S.K.Q.) and Pediatrics (L.S.H.), Indianapolis, Indiana; University of Alabama at Birmingham, Department of Obstetrics and Gynecology, Birmingham, Alabama (A.T.T.); University of North Carolina, Department of Obstetrics and Gynecology, Chapel Hill, North Carolina (T.M.); Biostatistics and Epidemiology Division, Environmental and Health Science Unit, RTI International, Rockville, Maryland (L.M.B.); and Obstetric and Pediatric Pharmacology and Therapeutic Branch, Eunice Kennedy Shriver National Institute of Child Health and Human Development, Bethesda, Maryland (Z.R.)
| | - Mary F Hebert
- University of Washington, Departments of Pharmaceutics (M.Z.L., J.W., K.E.T.), Obstetrics and Gynecology (T.R.E., M.F.H.), and Pharmacy (T.R.E., M.F.H.), Seattle, Washington; Madigan Army Medical Center, Division of Maternal-Fetal Medicine, Department of Obstetrics and Gynecology, Tacoma, Washington (S.K.F.N.); University of Texas Medical Branch in Galveston, Department of Obstetrics and Gynecology, Galveston, Texas (M.A., S.Cl., G.D.H.); University of Pittsburgh, Departments of Obstetrics and Gynecology (S.Ca.), Pharmacy and Pharmaceutical Sciences (R.V.), Pittsburgh, Pennsylvania; Indiana University, Departments of Obstetrics and Gynecology (D.H., S.K.Q.) and Pediatrics (L.S.H.), Indianapolis, Indiana; University of Alabama at Birmingham, Department of Obstetrics and Gynecology, Birmingham, Alabama (A.T.T.); University of North Carolina, Department of Obstetrics and Gynecology, Chapel Hill, North Carolina (T.M.); Biostatistics and Epidemiology Division, Environmental and Health Science Unit, RTI International, Rockville, Maryland (L.M.B.); and Obstetric and Pediatric Pharmacology and Therapeutic Branch, Eunice Kennedy Shriver National Institute of Child Health and Human Development, Bethesda, Maryland (Z.R.)
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57
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Khatami F, Mohajeri-Tehrani MR, Tavangar SM. The Importance of Precision Medicine in Type 2 Diabetes Mellitus (T2DM): From Pharmacogenetic and Pharmacoepigenetic Aspects. Endocr Metab Immune Disord Drug Targets 2020; 19:719-731. [PMID: 31122183 DOI: 10.2174/1871530319666190228102212] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/28/2018] [Revised: 10/18/2018] [Accepted: 11/21/2018] [Indexed: 12/13/2022]
Abstract
BACKGROUND Type 2 Diabetes Mellitus (T2DM) is a worldwide disorder as the most important challenges of health-care systems. Controlling the normal glycaemia greatly profit long-term prognosis and gives explanation for early, effective, constant, and safe intervention. MATERIAL AND METHODS Finding the main genetic and epigenetic profile of T2DM and the exact molecular targets of T2DM medications can shed light on its personalized management. The comprehensive information of T2DM was earned through the genome-wide association study (GWAS) studies. In the current review, we represent the most important candidate genes of T2DM like CAPN10, TCF7L2, PPAR-γ, IRSs, KCNJ11, WFS1, and HNF homeoboxes. Different genetic variations of a candidate gene can predict the efficacy of T2DM personalized strategy medication. RESULTS SLCs and AMPK variations are considered for metformin, CYP2C9, KATP channel, CDKAL1, CDKN2A/2B and KCNQ1 for sulphonylureas, OATP1B, and KCNQ1 for repaglinide and the last but not the least ADIPOQ, PPAR-γ, SLC, CYP2C8, and SLCO1B1 for thiazolidinediones response prediction. CONCLUSION Taken everything into consideration, there is an extreme need to determine the genetic status of T2DM patients in some known genetic region before planning the medication strategies.
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Affiliation(s)
- Fatemeh Khatami
- Chronic Diseases Research Center, Endocrinology and Metabolism Population Sciences Institute, Tehran University of Medical Sciences, Tehran, Iran
| | - Mohammad R Mohajeri-Tehrani
- Endocrinology and Metabolism Research Center, Endocrinology and Metabolism Clinical Sciences Institute, Tehran University of Medical Sciences, Tehran, Iran
| | - Seyed M Tavangar
- Chronic Diseases Research Center, Endocrinology and Metabolism Population Sciences Institute, Tehran University of Medical Sciences, Tehran, Iran.,Department of Pathology, Shariati Hospital, Tehran University of Medical Sciences, Tehran, Iran
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58
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Jensen O, Matthaei J, Blome F, Schwab M, Tzvetkov MV, Brockmöller J. Variability and Heritability of Thiamine Pharmacokinetics With Focus on OCT1 Effects on Membrane Transport and Pharmacokinetics in Humans. Clin Pharmacol Ther 2019; 107:628-638. [PMID: 31593619 DOI: 10.1002/cpt.1666] [Citation(s) in RCA: 16] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/27/2019] [Accepted: 09/08/2019] [Indexed: 12/21/2022]
Abstract
Thiamine is substrate of the hepatic uptake transporter organic cation transporter 1 (OCT1), and pathological lipid metabolism was associated with OCT1-dependent thiamine transport. However, it is unknown whether clinical pharmacokinetics of thiamine is modulated by OCT1 genotype. We analyzed thiamine transport in vitro, thiamine blood concentrations after high-dose and low-dose (nutritional) intake, and heritability of thiamine and thiamine-phosphate blood concentrations. The variant OCT1*2 had reduced and OCT1*3 to OCT1*6 had deficient thiamine uptake activity. However, pharmacokinetics of thiamine did not differ depending on OCT1 genotype. Further studies in primary human hepatocytes indicated that several cation transporters, including OCT1, OCT3, and THTR-2, contribute to hepatic uptake of thiamine. As much as 54% of the variation in thiamine and 75% in variation of thiamine monophosphate plasma concentrations was determined by heritable factors. Apparently, thiamine is not useful as a probe drug for OCT1 activity, but the high heritability, particularly of thiamine monophosphate, may stimulate further genomic research.
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Affiliation(s)
- Ole Jensen
- Department of Clinical Pharmacology, University Medical Center, Georg August University, Goettingen, Germany
| | - Johannes Matthaei
- Department of Clinical Pharmacology, University Medical Center, Georg August University, Goettingen, Germany
| | - Felix Blome
- Department of Clinical Pharmacology, University Medical Center, Georg August University, Goettingen, Germany
| | - Matthias Schwab
- Dr. Margarete Fischer-Bosch Institute of Clinical Pharmacology, University of Tübingen, Stuttgart, Germany.,iFIT Cluster of Excellence, University of Tübingen, Tübingen, Germany.,Departments of Clinical Pharmacology, Pharmacy, and Biochemistry, University Tübingen, Tübingen, Germany
| | - Mladen V Tzvetkov
- Department of Clinical Pharmacology, University Medical Center, Georg August University, Goettingen, Germany.,Department of Pharmacology, University Medical Center, Ernst-Moritz-Arndt-University, Greifswald, Germany
| | - Jürgen Brockmöller
- Department of Clinical Pharmacology, University Medical Center, Georg August University, Goettingen, Germany
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59
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Altall RM, Qusti SY, Filimban N, Alhozali AM, Alotaibi NA, Dallol A, Chaudhary AG, Bakhashab S. SLC22A1 And ATM Genes Polymorphisms Are Associated With The Risk Of Type 2 Diabetes Mellitus In Western Saudi Arabia: A Case-Control Study. APPLICATION OF CLINICAL GENETICS 2019; 12:213-219. [PMID: 31814751 PMCID: PMC6863135 DOI: 10.2147/tacg.s229952] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Received: 09/07/2019] [Accepted: 11/03/2019] [Indexed: 01/05/2023]
Abstract
Introduction Type 2 diabetes mellitus (T2DM) is a major global health problem that is progressively affected by genetic and environmental factors. The aim of this study is to determine the influence of solute carrier family 22 member 1 (SLC22A1) rs628031 and rs461473, and ataxia telangiectasia mutated (ATM) rs11212617 polymorphisms on the risk of T2DM in Saudi Arabia by considering many parameters associated with glycemic control of T2DM, such as body mass index (BMI), fasting blood glucose, glycated hemoglobin (HbA1c), and triglyceride. Methods In a case-control study, genomic DNA from controls and diabetic groups was isolated and genotyped for each single-nucleotide polymorphism. Results There were significant correlations between T2DM and both BMI and HbA1c. Significant associations between G/G and A/G genotypes of rs628031 and rs461473 variants of SLC22A1 and high levels of HbA1c were detected. Therefore, G was predicted to be the risk allele among the assessed SLC22A1 variants. A significant correlation was observed between A/A and A/C genotypes of the rs11212617 polymorphism of ATM and elevated HbA1c. Relative risk calculation confirmed A to be the risk allele in the T2DM population. Conclusion Our study showed the risk of the assessed SLC22A1 and ATM variants on glycemic control parameters in diabetic patients.
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Affiliation(s)
- Rana M Altall
- Department of Biochemistry, Faculty of Science, King Abdulaziz University, Jeddah 21589, Kingdom of Saudi Arabia
| | - Safaa Y Qusti
- Department of Biochemistry, Faculty of Science, King Abdulaziz University, Jeddah 21589, Kingdom of Saudi Arabia
| | - Najlaa Filimban
- KACST Technology Innovation Center in Personalized Medicine, King Abdulaziz University, Jeddah 21589, Kingdom of Saudi Arabia
| | - Amani M Alhozali
- Department of Internal Medicine, Faculty of Medicine, King Abdulaziz University, Jeddah 21589, Kingdom of Saudi Arabia
| | - Najat A Alotaibi
- Department of Family and Community Medicine, Faculty of Medicine, King Abdulaziz University Hospital, Jeddah 21589, Kingdom of Saudi Arabia
| | - Ashraf Dallol
- KACST Technology Innovation Center in Personalized Medicine, King Abdulaziz University, Jeddah 21589, Kingdom of Saudi Arabia
| | - Adeel G Chaudhary
- KACST Technology Innovation Center in Personalized Medicine, King Abdulaziz University, Jeddah 21589, Kingdom of Saudi Arabia
| | - Sherin Bakhashab
- Department of Biochemistry, Faculty of Science, King Abdulaziz University, Jeddah 21589, Kingdom of Saudi Arabia.,KACST Technology Innovation Center in Personalized Medicine, King Abdulaziz University, Jeddah 21589, Kingdom of Saudi Arabia
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60
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Fodor A, Cozma A, Suharoschi R, Sitar-Taut A, Roman G. Clinical and genetic predictors of diabetes drug's response. Drug Metab Rev 2019; 51:408-427. [PMID: 31456442 DOI: 10.1080/03602532.2019.1656226] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/13/2022]
Abstract
Diabetes is a major health problem worldwide. Glycemic control is the main goal in the management of type 2 diabetes. While many anti-diabetic drugs and guidelines are available, almost half of diabetic patients do not reach their treatment goal and develop complications. The glucose-lowering response to anti-diabetic drug differs significantly between individuals. Relatively little is known about the factors that might underlie this response. The identification of predictors of response to anti-diabetic drugs is essential for treatment personalization. Unfortunately, the evidence on predictors of drugs response in type 2 diabetes is scarce. Only a few trials were designed for specific groups of patients (e.g. patients with renal impairment or older patients), while subgroup analyses of larger trials are frequently unreported. Physicians need help in picking the drug which provides the maximal benefit, with minimal side effects, in the right dose, for a specific patient, using an omics-based approach besides the phenotypic characteristics.
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Affiliation(s)
- Adriana Fodor
- Department of Diabetes and Metabolic Diseases, University of Medicine and Pharmacy "Iuliu Hatieganu", Cluj-Napoca, Romania.,Clinical Center of Diabetes, Nutrition and Metabolic Disease, Cluj-Napoca, Romania
| | - Angela Cozma
- 4th Internal Medicine Department, University of Medicine and Pharmacy "Iuliu Hatieganu", Cluj-Napoca, Romania
| | - Ramona Suharoschi
- Department of Food Science, University of Agricultural Sciences and Veterinary Medicine of Cluj-Napoca, Cluj-Napoca, Romania
| | - Adela Sitar-Taut
- 4th Internal Medicine Department, University of Medicine and Pharmacy "Iuliu Hatieganu", Cluj-Napoca, Romania
| | - Gabriela Roman
- Department of Diabetes and Metabolic Diseases, University of Medicine and Pharmacy "Iuliu Hatieganu", Cluj-Napoca, Romania.,Clinical Center of Diabetes, Nutrition and Metabolic Disease, Cluj-Napoca, Romania
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Garfunkel D, Anagnostou EA, Aman MG, Handen BL, Sanders KB, Macklin EA, Chan J, Veenstra-VanderWeele J. Pharmacogenetics of Metformin for Medication-Induced Weight Gain in Autism Spectrum Disorder. J Child Adolesc Psychopharmacol 2019; 29:448-455. [PMID: 31188026 DOI: 10.1089/cap.2018.0171] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/20/2022]
Abstract
Objectives: We recently found that metformin attenuated weight gain due to mixed dopamine and serotonin receptor antagonists, commonly termed atypical antipsychotics, in children and adolescents with autism spectrum disorder (ASD). Previous studies have found that genetic variation predicts response to metformin in diabetes. In this study, we aimed to assess whether response to metformin for weight gain in this population is associated with variants in five genes previously implicated in metformin response in diabetes. Methods: Youth with ASD who experienced significant weight gain while taking mixed receptor antagonist medications were randomly assigned to metformin or placebo for 16 weeks, followed by open-label metformin treatment for 16 weeks. In the 53 participants with available DNA samples, we used a linear, mixed model analysis to assess response in the first 16 weeks of metformin treatment, whether in the randomized or open-label period, based upon genotypes at polymorphisms in five genes previously associated with metformin response in diabetes: ATM, SLC2A2, MATE1, MATE2, and OCT1. Results: In the primary analysis, both ATM and OCT1 showed significant effects of genotype on change in body mass index z-scores, the primary outcome measure, during the first 16 weeks of treatment with metformin. No other polymorphism showed a significant difference. Conclusion: As has been shown for metformin treatment in diabetes, genetic variation may predict response to metformin for weight gain in youth with ASD treated with mixed receptor antagonists. Further work is needed to replicate these findings and evaluate whether they can be used prospectively to improve outcomes.
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Affiliation(s)
- Danielle Garfunkel
- 1Department of Psychiatry, Columbia University Medical Center, New York, New York
| | - Evdokia A Anagnostou
- 2Bloorview Research Institute, Holland Bloorview Kids Rehabilitation Hospital, Toronto, Canada.,3Department of Pediatrics, University of Toronto, Toronto, Canada
| | - Michael G Aman
- 4Nisonger Center, The Ohio State University, Columbus, Ohio
| | - Benjamin L Handen
- 5Department of Psychiatry, University of Pittsburgh Medical Center, Pittsburgh, Pennsylvania
| | - Kevin B Sanders
- 6Department of Psychiatry, Vanderbilt University, Nashville, Tennessee
| | - Eric A Macklin
- 7Biostatistics Center, Massachusetts General Hospital, Boston, Massachusetts.,8Department of Medicine, Massachusetts General Hospital, Boston, Massachusetts
| | - James Chan
- 7Biostatistics Center, Massachusetts General Hospital, Boston, Massachusetts
| | - Jeremy Veenstra-VanderWeele
- 1Department of Psychiatry, Columbia University Medical Center, New York, New York.,9Center for Autism and the Developing Brain, NewYork-Presbyterian Hospital, White Plains, New York.,10New York State Psychiatric Institute, New York, New York
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62
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Overgaard MD, Duvald CS, Vendelbo MH, Pedersen SB, Jakobsen S, Alstrup AKO, Mikkelsen E, Ovesen PG, Pedersen M. Biodistribution of [ 11C]-Metformin and mRNA Expression of Placentae Metformin Transporters in the Pregnant Chinchilla. CONTRAST MEDIA & MOLECULAR IMAGING 2019; 2019:9787340. [PMID: 31182937 PMCID: PMC6515019 DOI: 10.1155/2019/9787340] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 01/03/2019] [Revised: 03/18/2019] [Accepted: 04/03/2019] [Indexed: 01/18/2023]
Abstract
Background While metformin is the first-line pharmacological treatment of diabetes mellitus type 2, this drug is not considered safe to use in pregnant women because of its unknown consequences for the fetus. In this study, we aimed to investigate the biodistribution of metformin in the pregnant chinchilla, a species exhibiting placental characteristics comparable with the pregnant woman. Furthermore, we aimed to investigate the expression of metformin transporters in humans and chinchillas, respectively, in order to evaluate the pregnant chinchilla as a novel animal model for the use of metformin in pregnancy. Methods Three chinchillas in the last part of gestation were injected with [11C]-metformin and scanned by PET/CT for 70 minutes to visualize the distribution. To investigate the difference in expression of placenta transporters between humans and chinchillas, PCR was performed on samples from five chinchilla placentae and seven human placentae. Results Dynamic PET with [11C]-metformin showed that the metformin distribution in chinchillas was similar to that in nonpregnant humans, with signal from kidneys, liver, bladder, and submandibular glands. Conversely, no radioactive signal was observed from the fetuses, and no metformin was accumulated in the chinchilla fetus when measuring the SUV. PCR of placental mRNA showed that the human placentae expressed OCT3, whereas the chinchilla placentae expressed OCT1. Conclusion Since metformin did not pass the placenta barrier in the pregnant chinchilla, as it is known to do in humans, we do not suggest the chinchilla as a future animal model of metformin in pregnancies.
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Affiliation(s)
| | | | - Mikkel Holm Vendelbo
- Department of Nuclear Medicine and PET Centre, Aarhus University Hospital, Aarhus, Denmark
- Department of Biomedicine, Aarhus University Hospital, Aarhus, Denmark
| | | | - Steen Jakobsen
- Department of Nuclear Medicine and PET Centre, Aarhus University Hospital, Aarhus, Denmark
| | | | - Emmeli Mikkelsen
- Comparative Medicine Lab, Aarhus University Hospital, Aarhus, Denmark
| | - Per Glud Ovesen
- Department of Obstetrics and Gynecology, Aarhus University Hospital, Aarhus, Denmark
| | - Michael Pedersen
- Comparative Medicine Lab, Aarhus University Hospital, Aarhus, Denmark
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63
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Chang HH, Hsueh YS, Cheng YW, Ou HT, Wu MH. Association between Polymorphisms of OCT1 and Metabolic Response to Metformin in Women with Polycystic Ovary Syndrome. Int J Mol Sci 2019; 20:E1720. [PMID: 30959948 PMCID: PMC6479575 DOI: 10.3390/ijms20071720] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/14/2019] [Revised: 04/03/2019] [Accepted: 04/04/2019] [Indexed: 02/06/2023] Open
Abstract
Insulin-sensitizer treatment with metformin is widely used in polycystic ovary syndrome (PCOS). However, the treatment effectiveness shows individual differences in PCOS patients. Organic cation transporter (OCT) 1 and 2 have been reported to mediate metformin transport in the liver and kidney, respectively. In this study, we investigated the association between the polymorphisms of OCT1 and OCT2 and the treatment effectiveness of metformin in PCOS patients. The single nucleotide polymorphisms (SNPs) of OCT1 (rs683369 and rs628031) and OCT2 (rs316019) were analyzed in 87 PCOS and 113 control women. Oral glucose tolerance tests (OGTTs), which represented metformin treatment response, were conducted at the start of treatment and after six-month treatment. The results demonstrated that the SNP frequencies of OCT1 and OCT2 were not associated with PCOS pathophysiology, and that the polymorphisms of OCT1 and OCT2 were not associated with the OGTT parameters at baseline. However, PCOS patients with the G allele of OCT1 rs683369 and/or with the A allele of OCT1 rs628031 had increased insulin sensitivity compared to those with wild-type genotype after receiving metformin treatment. Moreover, the interactions of metformin*SNP were significant in both OCT1 rs683369 (p < 0.001) and rs628031 (p = 0.001) during the treatment period. Taken together, genetic polymorphisms of OCT1 contributed to different metformin treatment responses, and further study is needed to establish personalized treatment programs using a pharmacogenomic algorithm approach in PCOS patients.
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Affiliation(s)
- Hui Hua Chang
- Institute of Clinical Pharmacy and Pharmaceutical Sciences, College of Medicine, National Cheng Kung University, Tainan 701, Taiwan.
- School of Pharmacy, College of Medicine, National Cheng Kung University, Tainan 701, Taiwan.
- Department of Pharmacy, National Cheng Kung University Hospital, Dou-Liou Branch, Yunlin 640, Taiwan.
| | - Yuan-Shuo Hsueh
- International Center for Wound Repair and Regeneration, National Cheng Kung University, Tainan 701, Taiwan.
| | - Yung Wen Cheng
- Institute of Clinical Pharmacy and Pharmaceutical Sciences, College of Medicine, National Cheng Kung University, Tainan 701, Taiwan.
| | - Huang-Tz Ou
- Institute of Clinical Pharmacy and Pharmaceutical Sciences, College of Medicine, National Cheng Kung University, Tainan 701, Taiwan.
- School of Pharmacy, College of Medicine, National Cheng Kung University, Tainan 701, Taiwan.
- Department of Pharmacy, National Cheng Kung University Hospital, Tainan 704, Taiwan.
| | - Meng-Hsing Wu
- Department of Obstetrics and Gynecology, College of Medicine and Hospital, National Cheng Kung University, Tainan 704, Taiwan.
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Metformin Pharmacogenetics: Effects of SLC22A1, SLC22A2, and SLC22A3 Polymorphisms on Glycemic Control and HbA1c Levels. J Pers Med 2019; 9:jpm9010017. [PMID: 30934600 PMCID: PMC6462993 DOI: 10.3390/jpm9010017] [Citation(s) in RCA: 22] [Impact Index Per Article: 4.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/04/2019] [Revised: 03/13/2019] [Accepted: 03/20/2019] [Indexed: 12/23/2022] Open
Abstract
Type 2 diabetes mellitus (T2DM) constitutes a major portion of Jordan’s disease burden, and incidence rates are rising at a rapid rate. Due to variability in the drug’s response between ethnic groups, it is imperative that the pharmacogenetics of metformin be investigated in the Jordanian population. The objective of this study was to investigate the relationship between twenty-one single nucleotide polymorphisms (SNPs) in the SLC22A1, SLC22A2, and SLC22A3 genes and their effects on metformin pharmacogenetics in Jordanian patients diagnosed with type 2 diabetes mellitus. Blood samples were collected from 212 Jordanian diabetics who fulfilled the inclusion criteria, which were then used in SNP genotyping and determination of HbA1c levels. The rs12194182 SNP in the SLC22A3 gene was found to have a significant association (p < 0.05) with lower mean HbA1c levels, and this association more pronounced in patients with the CC genotype (i.e., p-value was significant before correcting for multiple testing). Moreover, the multinomial logistic regression analysis showed that SNP genotypes within the SLC22A1, SLC22A2, and SLC22A3 genes, body mass index (BMI) and age of diagnosis were significantly associated with glycemic control (p < 0.05). The results of this study can be used to predict response to metformin and other classes of T2DM drugs, making treatment more individualized and resulting in better clinical outcomes.
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Mannino GC, Andreozzi F, Sesti G. Pharmacogenetics of type 2 diabetes mellitus, the route toward tailored medicine. Diabetes Metab Res Rev 2019; 35:e3109. [PMID: 30515958 PMCID: PMC6590177 DOI: 10.1002/dmrr.3109] [Citation(s) in RCA: 41] [Impact Index Per Article: 8.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/08/2018] [Revised: 11/27/2018] [Accepted: 11/30/2018] [Indexed: 12/11/2022]
Abstract
Type 2 diabetes mellitus (T2DM) is a chronic disease that has reached the levels of a global epidemic. In order to achieve optimal glucose control, it is often necessary to rely on combination therapy of multiple drugs or insulin because uncontrolled glucose levels result in T2DM progression and enhanced risk of complications and mortality. Several antihyperglycemic agents have been developed over time, and T2DM pharmacotherapy should be prescribed based on suitability for the individual patient's characteristics. Pharmacogenetics is the branch of genetics that investigates how our genome influences individual responses to drugs, therapeutic outcomes, and incidence of adverse effects. In this review, we evaluated the pharmacogenetic evidences currently available in the literature, and we identified the top informative genetic variants associated with response to the most common anti-diabetic drugs: metformin, DPP-4 inhibitors/GLP1R agonists, thiazolidinediones, and sulfonylureas/meglitinides. Overall, we found 40 polymorphisms for each drug class in a total of 71 loci, and we examined the possibility of encouraging genetic screening of these variants/loci in order to critically implement decision-making about the therapeutic approach through precision medicine strategies. It is possible then to anticipate that when the clinical practice will take advantage of the genetic information of the diabetic patients, this will provide a useful resource for the prevention of T2DM progression, enabling the identification of the precise drug that is most likely to be effective and safe for each patient and the reduction of the economic impact on a global scale.
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Affiliation(s)
- Gaia Chiara Mannino
- Department of Medical and Surgical SciencesUniversity Magna Graecia of CatanzaroCatanzaroItaly
| | - Francesco Andreozzi
- Department of Medical and Surgical SciencesUniversity Magna Graecia of CatanzaroCatanzaroItaly
| | - Giorgio Sesti
- Department of Medical and Surgical SciencesUniversity Magna Graecia of CatanzaroCatanzaroItaly
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66
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Ningrum VDA, Istikharah R, Firmansyah R. Allele Frequency of SLC22A1 Met420del Metformin Main Transporter Encoding Gene among Javanese-Indonesian Population. Open Access Maced J Med Sci 2019; 7:378-383. [PMID: 30834005 PMCID: PMC6390162 DOI: 10.3889/oamjms.2019.087] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/10/2018] [Revised: 01/31/2019] [Accepted: 02/05/2019] [Indexed: 01/11/2023] Open
Abstract
BACKGROUND Genetic variation in the genes that encode metformin transporters has been proven to cause pharmacokinetic variability and various glycemic response to metformin. Organic Cation Transporter (OCT) 1 protein encoded by the SLC22A1 gene is primarily responsible for the process of metformin influx to the hepatocytes as the target of antihyperglycemic action as well as metformin elimination through the renal. This study aimed to determine the allele frequency distribution of the SLC22A1 Met420del gene in OCT1 among the Javanese population, the largest ethnic group in Indonesia with T2DM. METHODS The research involved 100 adult patients from 9 healthcare facilities in Yogyakarta Province. The PCR-RFLP method was employed as a genotype analysis to detect polymorphism using 5'-AGGTTCACGGACTCTGTGCT-3' forward primer and 5'-AAGCTGGAGTGTGCGATCT-3' reverse primer. RESULTS No AA variant (wild type) type was found in the SLC22A1 Met420del gene, and only 4% of the subjects had Aa heterozygote type. The allele frequencies of A and a were 2.0% and 98.0% in all subjects, respectively. CONCLUSION The allele frequencies in the Javanese-Indonesian population were almost the same as those in the studies involving Japanese, Chinese-Han, and Asian-American populations. This study recommends further research on the correlation between the influence of methionine deletion at codon 420 on the variability of pharmacokinetic profiles and the glycemic response to metformin as well as the incidence of gastrointestinal intolerance due to metformin administration.
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Affiliation(s)
- Vitarani DA Ningrum
- Laboratory of Pharmaceutical Research, Department of Pharmacy, Universitas Islam Indonesia, Yogyakarta, Indonesia
| | - Rochmy Istikharah
- Laboratory of Biochemistry, Department of Pharmacy, Universitas Islam Indonesia, Yogyakarta, Indonesia
| | - Rheza Firmansyah
- Department of Pharmacy, Universitas Islam Indonesia, Yogyakarta, Indonesia
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67
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Kheniser KG, Kashyap SR, Kasumov T. A systematic review: the appraisal of the effects of metformin on lipoprotein modification and function. Obes Sci Pract 2019; 5:36-45. [PMID: 30820329 PMCID: PMC6381305 DOI: 10.1002/osp4.309] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/16/2018] [Revised: 11/02/2018] [Accepted: 11/08/2018] [Indexed: 01/31/2023] Open
Abstract
AIMS Metformin is a commonly prescribed anti-hyperglycaemic pharmacological agent, and it remains a staple in the management of type II diabetes. In addition to metformin's glucose lowering effects, research has indicated that metformin inhibits glycation-mediated and oxidative modification of lipoprotein residues. The purpose was to discuss the effects of metformin as it relates to high-density lipoprotein (HDL) and low-density lipoprotein (LDL) modification. MATERIALS AND METHODS The purpose was to conduct a narrative and pragmatic review on the effects of metformin as it pertains to HDL and LDL modification. RESULTS High-density lipoprotein (HDL) concentration is a quantitative measure and therefore does not provide insight into its function, which is a qualitative property. Dysfunctional HDLs are unable to carry out functions normally associated with HDL because they can be modified by glycating agents. Metformin may counteract HDL dysfunction by abating HDL modification. Reductions in HDL modification may improve reverse cholesterol transport ability and thus possibly diminish cardiovascular risk. Similarly, metformin-mediated attenuations in LDL modification may reduce their atherogenic potency. CONCLUSION Metformin may partially ameliorate HDL dysfunction and reduce LDL modification by inhibiting alpha-dicarbonyl-mediated modification of apolipoprotein residues; consequently, the results are salient because cardiovascular disease incidence may be reduced given that reverse cholesterol transport activity predicts risk, and modified LDL are proatherogenic.
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Affiliation(s)
- K. G. Kheniser
- Department of Endocrinology and MetabolismCleveland ClinicClevelandOHUSA
| | - S. R. Kashyap
- Department of Endocrinology and MetabolismCleveland ClinicClevelandOHUSA
| | - T. Kasumov
- Department of Pharmaceutical SciencesNortheast Ohio Medical UniversityRootstownOHUSA
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68
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Lam YWF. Principles of Pharmacogenomics. Pharmacogenomics 2019. [DOI: 10.1016/b978-0-12-812626-4.00001-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/27/2022] Open
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69
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Bokelmann K, Brockmöller J, Tzvetkov MV. Impact of Promoter Polymorphisms on the Transcriptional Regulation of the Organic Cation Transporter OCT1 (SLC22A1). J Pers Med 2018; 8:jpm8040042. [PMID: 30544975 PMCID: PMC6313513 DOI: 10.3390/jpm8040042] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/14/2018] [Revised: 11/20/2018] [Accepted: 12/05/2018] [Indexed: 01/12/2023] Open
Abstract
The organic cation transporter 1 (OCT1, SLC22A1) is strongly expressed in the human liver and facilitates the hepatic uptake of drugs such as morphine, metformin, tropisetron, sumatriptan and fenoterol and of endogenous substances such as thiamine. OCT1 expression is inter-individually highly variable. Here, we analyzed SNPs in the OCT1 promoter concerning their potential contribution to the variability in OCT1 expression. Using electrophoretic mobility shift and luciferase reporter gene assays in HepG2, Hep3B, and Huh7 cell lines, we identified the SNPs −1795G>A (rs6935207) and −201C>G (rs58812592) as having effects on transcription factor binding and/or promoter activity. The A-allele of the −1795G>A SNP showed allele-specific binding of the transcription factor NF-Y leading to 2.5-fold increased enhancer activity of the artificial SV40 promoter. However, the −1795G>A SNP showed no significant effects on the native OCT1 promoter activity. Furthermore, the −1795G>A SNP was not associated with the pharmacokinetics of metformin, fenoterol, sumatriptan and proguanil in healthy individuals or tropisetron efficacy in patients undergoing chemotherapy. Allele-dependent differences in USF1/2 binding and nearly total loss in OCT1 promoter activity were detected for the G-allele of −201C>G, but the SNP is apparently very rare. In conclusion, common OCT1 promoter SNPs have only minor effects on OCT1 expression.
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Affiliation(s)
- Kristin Bokelmann
- Institute of Clinical Pharmacology, University Medical Center, Georg-August-University, 37075 Göttingen, Germany.
| | - Jürgen Brockmöller
- Institute of Clinical Pharmacology, University Medical Center, Georg-August-University, 37075 Göttingen, Germany.
| | - Mladen V Tzvetkov
- Institute of Pharmacology, Center of Drug Absorption and Transport (C_DAT), University Medicine Greifswald, 17487 Greifswald, Germany.
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70
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Safe S, Nair V, Karki K. Metformin-induced anticancer activities: recent insights. Biol Chem 2018; 399:321-335. [PMID: 29272251 DOI: 10.1515/hsz-2017-0271] [Citation(s) in RCA: 40] [Impact Index Per Article: 6.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/19/2017] [Accepted: 12/11/2017] [Indexed: 12/12/2022]
Abstract
Metformin is a widely used antidiabetic drug, and there is evidence among diabetic patients that metformin is a chemopreventive agent against multiple cancers. There is also evidence in human studies that metformin is a cancer chemotherapeutic agent, and several clinical trials that use metformin alone or in combination with other drugs are ongoing. In vivo and in vitro cancer cell culture studies demonstrate that metformin induces both AMPK-dependent and AMPK-independent genes/pathways that result in inhibition of cancer cell growth and migration and induction of apoptosis. The effects of metformin in cancer cells resemble the patterns observed after treatment with drugs that downregulate specificity protein 1 (Sp1), Sp3 and Sp4 or by knockdown of Sp1, Sp3 and Sp4 by RNA interference. Studies in pancreatic cancer cells clearly demonstrate that metformin decreases expression of Sp1, Sp3, Sp4 and pro-oncogenic Sp-regulated genes, demonstrating that one of the underlying mechanisms of action of metformin as an anticancer agent involves targeting of Sp transcription factors. These observations are consistent with metformin-mediated effects on genes/pathways in many other tumor types.
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Affiliation(s)
- Stephen Safe
- Department of Veterinary Physiology and Pharmacology, Texas A&M University, 4466 TAMU, College Station, TX 77843-4466, USA
| | - Vijayalekshmi Nair
- Department of Veterinary Physiology and Pharmacology, Texas A&M University, 4466 TAMU, College Station, TX 77843-4466, USA
| | - Keshav Karki
- Department of Veterinary Physiology and Pharmacology, Texas A&M University, 4466 TAMU, College Station, TX 77843-4466, USA
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71
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OCT3 promoter haplotype is associated with metformin pharmacokinetics in Koreans. Sci Rep 2018; 8:16965. [PMID: 30446679 PMCID: PMC6240047 DOI: 10.1038/s41598-018-35322-6] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/18/2018] [Accepted: 10/31/2018] [Indexed: 12/13/2022] Open
Abstract
Organic cation transporter 3 (OCT3) is expressed in various organs in humans and plays an important role in the transport of organic cations and drugs including metformin. In this study, we identified genetic variations of the OCT3 promoter and functionally characterized each variant by in vitro assays. Next, the association between the functional haplotype of the OCT3 promoter and pharmacokinetics of metformin was evaluated. In our study population, 7 variations and 2 major haplotypes were identified, of which H2 haplotype yielded a significantly higher luciferase activity than did the wild type. Two variants of H2, c.-1603G > A and c.-1547T > G, yielded significantly lower luciferase activities, whereas the luciferase activity of another variant, c.-29G > A, was significantly higher. Two transcription factors, Sp1 and USF1, were involved in the regulation of OCT3 transcription. Analysis of clinical data revealed that 25 subjects, either homozygous or heterozygous for H2, showed increased AUCinf and Cmax by 17.2% and 15.9%, respectively [P = 0.016 and 0.031, GMR (90% CI) = 1.17 (1.06–1.29) and 1.17 (1.04–1.31), respectively], compared to the 20 subjects in the control group. Our study suggests that an OCT3 promoter haplotype affects the pharmacokinetics of metformin in Koreans as well as the OCT3 transcription rate.
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72
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Chan P, Shao L, Tomlinson B, Zhang Y, Liu ZM. Metformin transporter pharmacogenomics: insights into drug disposition-where are we now? Expert Opin Drug Metab Toxicol 2018; 14:1149-1159. [PMID: 30375241 DOI: 10.1080/17425255.2018.1541981] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/27/2022]
Abstract
INTRODUCTION Metformin is recommended as first-line treatment for type 2 diabetes (T2D) by all major diabetes guidelines. With appropriate usage it is safe and effective overall, but its efficacy and tolerability show considerable variation between individuals. It is a substrate for several drug transporters and polymorphisms in these transporter genes have shown effects on metformin pharmacokinetics and pharmacodynamics. Areas covered: This article provides a review of the current status of the influence of transporter pharmacogenomics on metformin efficacy and tolerability. The transporter variants identified to have an important influence on the absorption, distribution, and elimination of metformin, particularly those in organic cation transporter 1 (OCT1, gene SLC22A1), are reviewed. Expert opinion: Candidate gene studies have shown that genetic variations in SLC22A1 and other drug transporters influence the pharmacokinetics, glycemic responses, and gastrointestinal intolerance to metformin, although results are somewhat discordant. Conversely, genome-wide association studies of metformin response have identified signals in the pharmacodynamic pathways rather than the transporters involved in metformin disposition. Currently, pharmacogenomic testing to predict metformin response and tolerability may not have a clinical role, but with additional data from larger studies and availability of safe and effective alternative antidiabetic agents, this is likely to change.
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Affiliation(s)
- Paul Chan
- a Division of Cardiology, Department of Internal Medicine, Wan Fang Hospital , Taipei Medical University , Taipei City , Taiwan
| | - Li Shao
- b The VIP Department, Shanghai East Hospital , Tongji University School of Medicine , Shanghai , China
| | - Brian Tomlinson
- c Research Center for Translational Medicine , Shanghai East Hospital Affiliated to Tongji University School of Medicine , Shanghai , China.,d Department of Medicine & Therapeutics , The Chinese University of Hong Kong , Shatin , Hong Kong
| | - Yuzhen Zhang
- c Research Center for Translational Medicine , Shanghai East Hospital Affiliated to Tongji University School of Medicine , Shanghai , China
| | - Zhong-Min Liu
- e Department of Cardiac Surgery, Shanghai East Hospital , Tongji University , Shanghai , China
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73
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Te Brake LHM, Yunivita V, Livia R, Soetedjo N, van Ewijk-Beneken Kolmer E, Koenderink JB, Burger DM, Santoso P, van Crevel R, Alisjahbana B, Aarnoutse RE, Ruslami R. Rifampicin Alters Metformin Plasma Exposure but Not Blood Glucose Levels in Diabetic Tuberculosis Patients. Clin Pharmacol Ther 2018; 105:730-737. [PMID: 30222857 PMCID: PMC6587702 DOI: 10.1002/cpt.1232] [Citation(s) in RCA: 13] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/19/2018] [Accepted: 08/26/2018] [Indexed: 12/14/2022]
Abstract
The pharmacokinetic (PK) and clinical implications of combining metformin with rifampicin are relevant to increasing numbers of patients with diabetic tuberculosis (TB) across the world and are yet unclear. We assessed the impact of rifampicin on metformin PKs and its glucose‐lowering effect in patients with diabetic TB by measuring plasma metformin and blood glucose during and after TB treatment. Rifampicin increased metformin exposure: plasma area under the plasma concentration‐time curve from time point 0 to the end of the dosing interval (AUC0–τ) and peak plasma concentration (Cmax) geometric mean ratio (GMR; during vs. after TB treatment) were 1.28 (90% confidence interval (CI) 1.13–1.44) and 1.19 (90% CI 1.02–1.38; n = 22). The metformin glucose‐lowering efficacy did not change (Δglucose − Cmax; P = 0.890; n = 18). Thus, we conclude that additional glucose monitoring in this population is not warranted. Finally, 57% of patients on metformin and rifampicin, and 38% of patients on metformin alone experienced gastrointestinal adverse effects. Considering this observation, we advise patients to take metformin and rifampicin with food and preferably separated in time. Clinicians could consider metoclopramide if gastrointestinal adverse effects occur.
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Affiliation(s)
- Lindsey H M Te Brake
- Department of Pharmacy, Radboud Institute for Health Sciences, Radboud University Medical Center, Nijmegen, The Netherlands.,Department of Pharmacology and Toxicology, Radboud Institute for Molecular Life Sciences, Radboud University Medical Center, Nijmegen, The Netherlands
| | - Vycke Yunivita
- Department of Pharmacology and Therapy, Faculty of Medicine, Universitas Padjadjaran, Bandung, Indonesia
| | - Resvi Livia
- TB-HIV Research Center, Faculty of Medicine, Universitas Padjadjaran, Bandung, Indonesia
| | - Nanny Soetedjo
- Internal Medicine, Division of Endocrinology, Faculty of Medicine, Universitas Padjadjaran, Bandung, Indonesia
| | | | - Jan B Koenderink
- Department of Pharmacology and Toxicology, Radboud Institute for Molecular Life Sciences, Radboud University Medical Center, Nijmegen, The Netherlands
| | - David M Burger
- Department of Pharmacy, Radboud Institute for Health Sciences, Radboud University Medical Center, Nijmegen, The Netherlands
| | - Prayudi Santoso
- Internal Medicine, Division of Pulmonary Medicine, Faculty of Medicine, Universitas Padjadjaran, Bandung, Indonesia
| | - Reinout van Crevel
- Department of Internal Medicine, Radboud Center for Infectious Diseases (RCI), Radboud University Medical Center, Nijmegen, The Netherlands
| | - Bachti Alisjahbana
- TB-HIV Research Center, Faculty of Medicine, Universitas Padjadjaran, Bandung, Indonesia
| | - Rob E Aarnoutse
- Department of Pharmacy, Radboud Institute for Health Sciences, Radboud University Medical Center, Nijmegen, The Netherlands
| | - Rovina Ruslami
- Department of Pharmacology and Therapy, Faculty of Medicine, Universitas Padjadjaran, Bandung, Indonesia
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74
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Zhu P, Ye Z, Guo D, Xiong Z, Huang S, Guo J, Zhang W, Polli JE, Zhou H, Li Q, Shu Y. Irinotecan Alters the Disposition of Morphine Via Inhibition of Organic Cation Transporter 1 (OCT1) and 2 (OCT2). Pharm Res 2018; 35:243. [PMID: 30361780 PMCID: PMC6294118 DOI: 10.1007/s11095-018-2526-y] [Citation(s) in RCA: 21] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/31/2018] [Accepted: 10/16/2018] [Indexed: 12/16/2022]
Abstract
PURPOSE The organic cation transporters (OCTs) and multidrug and toxin extrusions (MATEs) together are regarded as an organic cation transport system critical to the disposition and response of many organic cationic drugs. Patient response to the analgesic morphine, a characterized substrate for human OCT1, is highly variable. This study was aimed to examine whether there is any organic cation transporter-mediated drug and drug interaction (DDI) between morphine and commonly co-administrated drugs. METHODS The uptake of morphine and its inhibition by six drugs which are commonly co-administered with morphine in the clinic were assessed in human embryonic kidney 293 (HEK293) cells stably expressing OCT1, OCT2 and MATE1. The in vivo interaction between morphine and the select irinotecan was determined by comparing the disposition of morphine in the absence versus presence of irinotecan treatment in mice. RESULTS The uptake of morphine in the stable HEK293 cells expressing human OCT1 and OCT2 was significantly increased by 3.56 and 3.04 fold, respectively, than that in the control cells, with no significant uptake increase in the cells expressing human MATE1. All of the six drugs examined, including amitriptyline, fluoxetine, imipramine, irinotecan, ondansetron, and verapamil, were inhibitors of OCT1/2-mediated morphine uptake. The select irinotecan significantly increased the plasma concentrations and decreased hepatic and renal accumulation of morphine in mice. CONCLUSIONS Morphine is a substrate of OCT1 and OCT2. Clinician should be aware that the disposition of and thus the response to morphine may be altered by co-administration of an OCT1/2 inhibitor, such as irinotecan.
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Affiliation(s)
- Peng Zhu
- Department of Clinical Pharmacology, Xiangya Hospital, Central South University, 110 Xiangya Road, Changsha, 410078, Hunan, China
| | - Zhi Ye
- Department of Pharmaceutical Sciences, School of Pharmacy, University of Maryland at Baltimore, 20 Penn Street, HSFII Room 555, Baltimore, Maryland, 21201, USA
- Department of Anesthesiology, Xiangya Hospital, Central South University, Changsha, 410078, China
| | - Dong Guo
- Department of Pharmaceutical Sciences, School of Pharmacy, University of Maryland at Baltimore, 20 Penn Street, HSFII Room 555, Baltimore, Maryland, 21201, USA
- Key Laboratory of Oral Medicine, School and Hospital of Stomatology, Guangzhou Medical University, Guangzhou, 510140, China
| | - Zongping Xiong
- Department of Clinical Pharmacology, Xiangya Hospital, Central South University, 110 Xiangya Road, Changsha, 410078, Hunan, China
| | - Shiqiong Huang
- Department of Clinical Pharmacology, Xiangya Hospital, Central South University, 110 Xiangya Road, Changsha, 410078, Hunan, China
| | - Jun Guo
- Department of Clinical Pharmacology, Xiangya Hospital, Central South University, 110 Xiangya Road, Changsha, 410078, Hunan, China
| | - Wei Zhang
- Department of Clinical Pharmacology, Xiangya Hospital, Central South University, 110 Xiangya Road, Changsha, 410078, Hunan, China
| | - James E Polli
- Department of Pharmaceutical Sciences, School of Pharmacy, University of Maryland at Baltimore, 20 Penn Street, HSFII Room 555, Baltimore, Maryland, 21201, USA
| | - Honghao Zhou
- Department of Clinical Pharmacology, Xiangya Hospital, Central South University, 110 Xiangya Road, Changsha, 410078, Hunan, China
| | - Qing Li
- Department of Clinical Pharmacology, Xiangya Hospital, Central South University, 110 Xiangya Road, Changsha, 410078, Hunan, China.
- Department of Pharmaceutical Sciences, School of Pharmacy, University of Maryland at Baltimore, 20 Penn Street, HSFII Room 555, Baltimore, Maryland, 21201, USA.
| | - Yan Shu
- Department of Clinical Pharmacology, Xiangya Hospital, Central South University, 110 Xiangya Road, Changsha, 410078, Hunan, China.
- Department of Pharmaceutical Sciences, School of Pharmacy, University of Maryland at Baltimore, 20 Penn Street, HSFII Room 555, Baltimore, Maryland, 21201, USA.
- Key Laboratory of Oral Medicine, School and Hospital of Stomatology, Guangzhou Medical University, Guangzhou, 510140, China.
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Yang S, Dai Y, Liu Z, Wang C, Meng Q, Huo X, Sun H, Ma X, Peng J, Liu K. Involvement of organic cation transporter 2 in the metformin-associated increased lactate levels caused by contrast-induced nephropathy. Biomed Pharmacother 2018; 106:1760-1766. [DOI: 10.1016/j.biopha.2018.07.068] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/17/2018] [Revised: 07/10/2018] [Accepted: 07/13/2018] [Indexed: 02/06/2023] Open
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Aldobeaban S, Mzahim B, Alshehri AA. Recurrent hypoglycemia secondary to metformin toxicity in the absence of co-ingestions: a case report. J Med Case Rep 2018; 12:223. [PMID: 30119705 PMCID: PMC6098632 DOI: 10.1186/s13256-018-1758-0] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/30/2017] [Accepted: 06/28/2018] [Indexed: 01/14/2023] Open
Abstract
BACKGROUND Metformin toxicity is well known to cause lactic acidosis. Multiple cases of hypoglycemia due to isolated metformin overdose have been reported. Increased glucose consumption secondary to anaerobic metabolism has been reported as a possible explanation. CASE PRESENTATION A 23-year-old Arabic woman took 30 g of metformin. In the emergency department, 4 hours after of the event, she was fatigued but vitally stable. During her hospitalization, she had severe lactic acidosis, hypotension corrected with fluid boluses and vasopressors, and multiple episodes of hypoglycemia (6.3 mg/dL, 38 mg/dL, and 42 mg/dL), requiring multiple 50% dextrose-water boluses. The three hypoglycemic episodes occurred coincident with severe lactic acidosis. She improved after 24 hours of continuous renal replacement therapy. CONCLUSIONS Hypoglycemia can be induced by metformin toxicity in the absence of co-ingestants. A possible explanation of metformin-induced hypoglycemia is increased glucose consumption due to anaerobic metabolism, decreased oral intake, decreased liver glucose production, and decreased glucose absorption.
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Affiliation(s)
- Sarah Aldobeaban
- Princess Nourah bint Abdulrahman University, Riyadh, Saudi Arabia
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Matthaei J, Seitz T, Jensen O, Tann A, Prukop T, Tadjerpisheh S, Brockmöller J, Tzvetkov MV. OCT1 Deficiency Affects Hepatocellular Concentrations and Pharmacokinetics of Cycloguanil, the Active Metabolite of the Antimalarial Drug Proguanil. Clin Pharmacol Ther 2018; 105:190-200. [PMID: 29882324 DOI: 10.1002/cpt.1128] [Citation(s) in RCA: 26] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/23/2018] [Accepted: 05/24/2018] [Indexed: 12/28/2022]
Abstract
Cycloguanil, the active metabolite of proguanil, acts on malaria schizonts in erythrocytes and hepatocytes. We analyzed the impact of the organic cation transporter OCT1 on hepatocellular uptake and pharmacokinetics of proguanil and cycloguanil. OCT1 transported both proguanil and cycloguanil. Common variants OCT1*3 and OCT1*4 caused a substantial decrease and OCT1*5 and OCT1*6 complete abolishment of proguanil uptake. In 39 healthy subjects, low-activity variants OCT1*3 and OCT1*4 had only minor effects on proguanil pharmacokinetics. However, both, cycloguanil area under the time-concentration curve and the cycloguanil-to-proguanil ratio were significantly dependent on number of these low-functional alleles (P = 0.02 for both). Together, CYP2C19, CYP3A5, OCT1 polymorphisms, and sex accounted for 61% of the variation in the cycloguanil-to-proguanil ratio. Most importantly, in vitro OCT1 inhibition caused a fivefold decrease of intracellular cycloguanil concentrations in primary human hepatocytes. In conclusion, OCT1-mediated uptake is a limiting step in bioactivation of proguanil, and OCT1 polymorphisms may affect proguanil efficacy against hepatic malaria schizonts.
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Affiliation(s)
- Johannes Matthaei
- Institute for Clinical Pharmacology, University Medical Center Göttingen, Georg-August University, Göttingen, Germany
| | - Tina Seitz
- Institute for Clinical Pharmacology, University Medical Center Göttingen, Georg-August University, Göttingen, Germany
| | - Ole Jensen
- Institute for Clinical Pharmacology, University Medical Center Göttingen, Georg-August University, Göttingen, Germany
| | - Annabelle Tann
- Institute for Clinical Pharmacology, University Medical Center Göttingen, Georg-August University, Göttingen, Germany
| | - Thomas Prukop
- Institute for Clinical Pharmacology, University Medical Center Göttingen, Georg-August University, Göttingen, Germany
| | - Sina Tadjerpisheh
- Institute for Clinical Pharmacology, University Medical Center Göttingen, Georg-August University, Göttingen, Germany
| | - Jürgen Brockmöller
- Institute for Clinical Pharmacology, University Medical Center Göttingen, Georg-August University, Göttingen, Germany
| | - Mladen V Tzvetkov
- Institute for Clinical Pharmacology, University Medical Center Göttingen, Georg-August University, Göttingen, Germany.,Institut für Pharmakologie, Universitätsmedizin, Ernst-Moritz-Arndt-Universität Greifswald, Greifswald, Germany
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78
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Kheniser KG, Polanco Santos CM, Kashyap SR. The effects of diabetes therapy on bone: A clinical perspective. J Diabetes Complications 2018; 32:713-719. [PMID: 29747995 DOI: 10.1016/j.jdiacomp.2018.04.005] [Citation(s) in RCA: 16] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/20/2018] [Revised: 03/21/2018] [Accepted: 04/14/2018] [Indexed: 12/16/2022]
Abstract
The effects of diabetes and diabetes therapy on bone are less known among clinicians. Traditionally, the emphasis of diabetes therapy has been on reducing cardiovascular risk by facilitating reductions in weight, blood pressure, blood sugar, systemic inflammation, and lipid levels. Now, with ample research demonstrating that patients with diabetes are more susceptible to bone fractures relative to controls, there has been a greater or renewed interest in studying the effects of diabetes therapy on bone. Interestingly, the majority of antidiabetic agents positively affect bone, but a few have detrimental effects. Specifically, although insulin has been demonstrated to be anabolic to bone, the rate of hypoglycemic episodes are increased with exogenous infusion; consequently, there is an increased fall and fracture frequency. Other agents such as thiazolidinediones have more direct negative effects on bone through transcriptional regulation. Even metabolic surgery, to a varying operation-dependent extent, exacerbates bone strength and may heighten fracture rate. The remaining diabetes agents seem to have neutral or positive effects on bone. With the increasing incidence of diabetes, it is more pertinent than ever to fully comprehend the effects of diabetes-related therapeutic modalities.
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MESH Headings
- Bone Density/drug effects
- Bone Diseases, Metabolic/etiology
- Bone Diseases, Metabolic/pathology
- Bone Diseases, Metabolic/prevention & control
- Bone and Bones/drug effects
- Bone and Bones/physiology
- Diabetes Mellitus, Type 1/complications
- Diabetes Mellitus, Type 1/drug therapy
- Diabetes Mellitus, Type 1/metabolism
- Diabetes Mellitus, Type 1/pathology
- Diabetes Mellitus, Type 2/complications
- Diabetes Mellitus, Type 2/drug therapy
- Diabetes Mellitus, Type 2/metabolism
- Diabetes Mellitus, Type 2/pathology
- Fractures, Bone/etiology
- Fractures, Bone/pathology
- Humans
- Hypoglycemic Agents/pharmacology
- Hypoglycemic Agents/therapeutic use
- Osteoporosis/etiology
- Osteoporosis/metabolism
- Osteoporosis/pathology
- Risk Factors
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Affiliation(s)
- Karim G Kheniser
- Department of Endocrinology and Metabolism, Cleveland Clinic, 9500 Euclid Avenue, Cleveland, OH 44195, United States.
| | - Carmen M Polanco Santos
- Department of Endocrinology and Metabolism, Cleveland Clinic, 9500 Euclid Avenue, Cleveland, OH 44195, United States.
| | - Sangeeta R Kashyap
- Department of Endocrinology and Metabolism, Cleveland Clinic, 9500 Euclid Avenue, Cleveland, OH 44195, United States.
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79
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Yee SW, Brackman DJ, Ennis EA, Sugiyama Y, Kamdem LK, Blanchard R, Galetin A, Zhang L, Giacomini KM. Influence of Transporter Polymorphisms on Drug Disposition and Response: A Perspective From the International Transporter Consortium. Clin Pharmacol Ther 2018; 104:803-817. [PMID: 29679469 DOI: 10.1002/cpt.1098] [Citation(s) in RCA: 82] [Impact Index Per Article: 13.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/19/2018] [Revised: 04/10/2018] [Accepted: 04/11/2018] [Indexed: 12/21/2022]
Abstract
Advances in genomic technologies have led to a wealth of information identifying genetic polymorphisms in membrane transporters, specifically how these polymorphisms affect drug disposition and response. This review describes the current perspective of the International Transporter Consortium (ITC) on clinically important polymorphisms in membrane transporters. ITC suggests that, in addition to previously recommended polymorphisms in ABCG2 (BCRP) and SLCO1B1 (OATP1B1), polymorphisms in the emerging transporter, SLC22A1 (OCT1), be considered during drug development. Collectively, polymorphisms in these transporters are important determinants of interindividual differences in the levels, toxicities, and response to many drugs.
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Affiliation(s)
- Sook Wah Yee
- Department of Bioengineering and Therapeutic Sciences, Schools of Pharmacy and Medicine, University of California, San Francisco, San Francisco, California, USA
| | - Deanna J Brackman
- Department of Bioengineering and Therapeutic Sciences, Schools of Pharmacy and Medicine, University of California, San Francisco, San Francisco, California, USA
| | - Elizabeth A Ennis
- Department of Bioengineering and Therapeutic Sciences, Schools of Pharmacy and Medicine, University of California, San Francisco, San Francisco, California, USA
| | - Yuichi Sugiyama
- Sugiyama Laboratory, RIKEN Innovation Center, Research Cluster for Innovation, RIKEN, Yokohama, Japan
| | - Landry K Kamdem
- Department of Pharmaceutical Sciences, Harding University College of Pharmacy, Searcy, Arkansas, USA
| | | | - Aleksandra Galetin
- Centre for Applied Pharmacokinetic Research, School of Health Sciences, University of Manchester, UK
| | - Lei Zhang
- Office of Research and Standards, Office of Generic Drugs, Center for Drug Evaluation and Research, Food and Drug Administration, Silver Spring, Maryland, USA
| | - Kathleen M Giacomini
- Department of Bioengineering and Therapeutic Sciences, Schools of Pharmacy and Medicine, University of California, San Francisco, San Francisco, California, USA.,Institute of Human Genetics, University of California, San Francisco, San Francisco, California, USA
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80
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Hakooz N, Jarrar YB, Zihlif M, Imraish A, Hamed S, Arafat T. Effects of the genetic variants of organic cation transporters 1 and 3 on the pharmacokinetics of metformin in Jordanians. Drug Metab Pers Ther 2018; 32:157-162. [PMID: 28862982 DOI: 10.1515/dmpt-2017-0019] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/31/2017] [Accepted: 08/09/2017] [Indexed: 12/22/2022]
Abstract
BACKGROUND Human response to the antidiabetic metformin is influenced by some factors, such as genetic variants in the SLC22A genes. This study aimed to determine the frequency of main SLC22A1 and SLC22A3 genetic variants and their influence on metformin pharmacokinetics among healthy unrelated Arab Jordanians. PATIENTS AND METHODS The SLC22A1 and SLC22A3 genes were genotyped by DNA sequencing of exons 1, 3, 7, and 9 in the SLC22A1 gene and exons 6, 7, and 9 in the SLC22A3 gene. Then, a clinical pharmacokinetic study was conducted on 26 healthy volunteers. The pharmacokinetic parameters were calculated using non-compartmental model analysis. The study was an open-label, randomized study with single 1000 mg metformin administration. RESULTS Results showed that volunteers with SLC22A3 rs8187722 variant had higher (χ2, p<0.05) metformin Cmax and AUC values than the wild SLC22A3 volunteers, whereas T½ and Kel were not affected. In addition, volunteers with the heterozygote SLC22A3 rs2292334 variant had significantly higher (χ2, p<0.05) metformin Cmax and AUC and lower Kel values than the wild-type SLC22A3 genotype. CONCLUSIONS The SLC22A3 rs8187722 and rs2292334 genetic variants affected metformin pharmacokinetics among a clinical sample of Jordanians. The findings may increase our understanding of the inter-individual and inter-ethnic variations in metformin response.
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81
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Out M, Becker ML, van Schaik RH, Lehert P, Stehouwer CD, Kooy A. A gene variant near ATM affects the response to metformin and metformin plasma levels: a post hoc analysis of an RCT. Pharmacogenomics 2018; 19:715-726. [PMID: 29790415 DOI: 10.2217/pgs-2018-0010] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/20/2023] Open
Abstract
AIM To determine the influence of polymorphisms on the effects of metformin on HbA1c, daily dose of insulin and metformin plasma concentration. Methods: In a post hoc analysis of a 4.3 year placebo-controlled randomized trial with 390 patients with Type 2 diabetes already on insulin, we analyzed the influence of polymorphisms in genes coding for ATM and the transporters OCT1 and MATE1. Outcome measures were a combined HbA1c + daily dose of insulin Z score and metformin plasma concentrations. RESULTS rs11212617 (ATM) was associated with an improved Z score and a lower metformin plasma concentration. In addition, the major allele of rs2289669 (MATE1) was also associated with an improved Z score. CONCLUSION The ATM SNP rs11212617 significantly affected the effect of metformin and metformin plasma concentration. Further research is needed to determine the clinical importance of these findings, in particular the effects on metformin plasma concentration.
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Affiliation(s)
- Mattijs Out
- Department of Internal Medicine, Bethesda Hospital Hoogeveen - Care Group Treant, Hoogeveen, The Netherlands.,Bethesda Diabetes Research Center Hoogeveen, Hoogeveen, The Netherlands.,Department of Internal Medicine, Medisch Spectrum Twente, Enschede, The Netherlands
| | - Matthijs L Becker
- Department of Clinical Chemistry, Erasmus MC Rotterdam, Rotterdam, The Netherlands.,Pharmacy Foundation of Haarlem Hospitals, Haarlem, The Netherlands
| | - Ron H van Schaik
- Department of Clinical Chemistry, Erasmus MC Rotterdam, Rotterdam, The Netherlands
| | - Philippe Lehert
- Department of Statistics, Faculty of Economics, Louvain Academy, Mons, Belgium
| | - Coen D Stehouwer
- Department of Internal Medicine & Cardiovascular Research, Maastricht University Medical Centre, The Netherlands
| | - Adriaan Kooy
- Department of Internal Medicine, Bethesda Hospital Hoogeveen - Care Group Treant, Hoogeveen, The Netherlands.,Bethesda Diabetes Research Center Hoogeveen, Hoogeveen, The Netherlands.,Department of Internal Medicine, University Medical Center Groningen, Groningen, The Netherlands
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82
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Srinivasan S, Yee SW, Giacomini KM. Pharmacogenetics of Antidiabetic Drugs. ADVANCES IN PHARMACOLOGY (SAN DIEGO, CALIF.) 2018; 83:361-389. [PMID: 29801583 PMCID: PMC10999281 DOI: 10.1016/bs.apha.2018.04.005] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 02/08/2023]
Abstract
Pharmacogenetic studies of antidiabetic drugs have so far focused largely on response to metformin, which is the first-line therapy for treatment of type 2 diabetes (T2D). The first studies of metformin pharmacogenetics were focused on candidate genes that were implicated in metformin pharmacokinetics and transport. Since 2011, genome-wide association studies have been conducted in large cohorts of individuals with T2D identifying genes that are associated with glycemic response to metformin. There have been fewer pharmacogenetic studies of other antidiabetic drugs, and those have been largely limited to candidate gene studies with small sample sizes. Understanding the pharmacogenetics of antidiabetes medications is important for the integration of genetic screening into therapeutic decision making, and to achieve the goal of "precision medicine" for patients with T2D. In this chapter, we provide a review of the pharmacogenetics investigations of metformin and other antidiabetes medications. In addition, we highlight the importance of collaborative efforts with large sample size and representation from multiple ethnic groups in pharmacogenetics studies.
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Affiliation(s)
- Shylaja Srinivasan
- Department of Bioengineering and Therapeutic Sciences, University of California, San Francisco, San Francisco, CA, United States; Division of Pediatric Endocrinology and Diabetes, University of California, San Francisco, San Francisco, CA, United States
| | - Sook Wah Yee
- Department of Bioengineering and Therapeutic Sciences, University of California, San Francisco, San Francisco, CA, United States
| | - Kathleen M Giacomini
- Department of Bioengineering and Therapeutic Sciences, University of California, San Francisco, San Francisco, CA, United States.
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83
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Sanchez-Ibarra HE, Reyes-Cortes LM, Jiang XL, Luna-Aguirre CM, Aguirre-Trevino D, Morales-Alvarado IA, Leon-Cachon RB, Lavalle-Gonzalez F, Morcos F, Barrera-Saldaña HA. Genotypic and Phenotypic Factors Influencing Drug Response in Mexican Patients With Type 2 Diabetes Mellitus. Front Pharmacol 2018; 9:320. [PMID: 29681852 PMCID: PMC5898372 DOI: 10.3389/fphar.2018.00320] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/19/2018] [Accepted: 03/20/2018] [Indexed: 12/17/2022] Open
Abstract
The treatment of Type 2 Diabetes Mellitus (T2DM) consists primarily of oral antidiabetic drugs (OADs) that stimulate insulin secretion, such as sulfonylureas (SUs) and reduce hepatic glucose production (e.g., biguanides), among others. The marked inter-individual differences among T2DM patients’ response to these drugs have become an issue on prescribing and dosing efficiently. In this study, fourteen polymorphisms selected from Genome-wide association studies (GWAS) were screened in 495 T2DM Mexican patients previously treated with OADs to find the relationship between the presence of these polymorphisms and response to the OADs. Then, a novel association screening method, based on global probabilities, was used to globally characterize important relationships between the drug response to OADs and genetic and clinical parameters, including polymorphisms, patient information, and type of treatment. Two polymorphisms, ABCC8-Ala1369Ser and KCNJ11-Glu23Lys, showed a significant impact on response to SUs. Heterozygous ABCC8-Ala1369Ser variant (A/C) carriers exhibited a higher response to SUs compared to homozygous ABCC8-Ala1369Ser variant (A/A) carriers (p-value = 0.029) and to homozygous wild-type genotypes (C/C) (p-value = 0.012). The homozygous KCNJ11-Glu23Lys variant (C/C) and wild-type (T/T) genotypes had a lower response to SUs compared to heterozygous (C/T) carriers (p-value = 0.039). The screening of OADs response related genetic and clinical factors could help improve the prescribing and dosing of OADs for T2DM patients and thus contribute to the design of personalized treatments.
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Affiliation(s)
| | | | - Xian-Li Jiang
- Evolutionary Information Laboratory, Department of Biological Sciences, University of Texas at Dallas, Richardson, TX, United States
| | | | | | | | - Rafael B Leon-Cachon
- Departamento de Ciencias Básicas, Centro de Diagnóstico Molecular y Medicina Personalizada, Vicerrectoría de Ciencias de la Salud, Universidad de Monterrey, Monterrey, Mexico
| | - Fernando Lavalle-Gonzalez
- Servicio de Endocrinología, Hospital Universitario Dr. José E. González, Universidad Autónoma de Nuevo León, Monterrey, Mexico
| | - Faruck Morcos
- Evolutionary Information Laboratory, Department of Biological Sciences, University of Texas at Dallas, Richardson, TX, United States.,Center for Systems Biology, University of Texas at Dallas, Richardson, TX, United States
| | - Hugo A Barrera-Saldaña
- Molecular Genetics Laboratory, Vitagénesis, S.A. de C.V., Monterrey, Mexico.,Tecnológico de Monterrey, Monterrey, Mexico
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84
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Santoro AB, Botton MR, Struchiner CJ, Suarez-Kurtz G. Influence of pharmacogenetic polymorphisms and demographic variables on metformin pharmacokinetics in an admixed Brazilian cohort. Br J Clin Pharmacol 2018; 84:987-996. [PMID: 29352482 DOI: 10.1111/bcp.13522] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/24/2017] [Revised: 12/07/2017] [Accepted: 01/12/2018] [Indexed: 12/15/2022] Open
Abstract
AIMS To identify pharmacogenetic and demographic variables that influence the systemic exposure to metformin in an admixed Brazilian cohort. METHODS The extreme discordant phenotype was used to select 106 data sets from nine metformin bioequivalence trials, comprising 256 healthy adults. Eleven single-nucleotide polymorphisms in SLC22A1, SLC22A2, SLC47A1 SLC47A2 and in transcription factor SP1 were genotyped and a validated panel of ancestry informative markers was used to estimate the individual proportions of biogeographical ancestry. Two-step (univariate followed by multivariate) regression modelling was developed to identify covariates associated with systemic exposure to metformin, accessed by the area under the plasma concentration-time curve, between 0 and 48 h (AUC0-48h ), after single oral doses of metformin (500 or 1000 mg). RESULTS The individual proportions of African, Amerindian and European ancestry varied widely, as anticipated from the structure of the Brazilian population The dose-adjusted, log-transformed AUC0-48h 's (ng h ml-1 mg-1 ) differed largely in the two groups at the opposite ends of the distribution histogram, namely 0.82, 0.79-0.85 and 1.08, 1.06-1.11 (mean, 95% confidence interval; P = 6.10-26 , t test). Multivariate modelling revealed that metformin AUC0-48h increased with age, food and carriage of rs12208357 in SLC22A1 but was inversely associated with body surface area and individual proportions of African ancestry. CONCLUSIONS A pharmacogenetic marker in OCT1 (SLC22A1 rs12208357), combined with demographic covariates (age, body surface area and individual proportion of African ancestry) and a food effect explained 29.7% of the variability in metformin AUC0-48h .
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85
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A reappraisal on metformin. Regul Toxicol Pharmacol 2018; 92:324-332. [DOI: 10.1016/j.yrtph.2017.12.023] [Citation(s) in RCA: 48] [Impact Index Per Article: 8.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/08/2017] [Revised: 12/23/2017] [Accepted: 12/27/2017] [Indexed: 12/14/2022]
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86
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van Rongen A, van der Aa MP, Matic M, van Schaik RHN, Deneer VHM, van der Vorst MM, Knibbe CAJ. Increased Metformin Clearance in Overweight and Obese Adolescents: A Pharmacokinetic Substudy of a Randomized Controlled Trial. Paediatr Drugs 2018; 20:365-374. [PMID: 29748932 PMCID: PMC6028885 DOI: 10.1007/s40272-018-0293-1] [Citation(s) in RCA: 19] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/02/2023]
Abstract
BACKGROUND In view of the increased use of metformin in obese adolescents, the aim of this study was to determine the pharmacokinetics of metformin in overweight and obese adolescents. METHODS In overweight and obese adolescents receiving metformin 500 or 1000 mg twice daily for 37 weeks during a clinical trial, blood samples were collected over 8 h during an oral glucose tolerance test. Population pharmacokinetic modeling was performed using NONMEM. RESULTS Data for 22 overweight and obese adolescents with a mean total body weight (TBW) of 79.3 kg (range 54.7-104.9), body mass index (BMI) of 29.1 kg/m2 (range 22.9-39.3), and age of 15.9 years (range 11.1-17.5) were analysed. In the model, oral clearance (CL/F) of metformin (1.17 l/min [relative standard error of 6%]) increased significantly with TBW (p < 0.01). More specifically, CL/F increased with both developmental weight (WTfor age and length) and excess body weight (WTexcess), for which an excess weight covariate model was proposed. CONCLUSION The CL/F of metformin in obese adolescents (1.17 l/min) is larger than that in non-obese children (0.55 l/min) and similar to that in adults (1.3 l/min) as reported in the literature. This increase may potentially be explained by increased tubular secretion of metformin. These results appear to indicate that adult dosages of metformin could be considered in obese adolescents if pediatric dosages have been therapeutically ineffective. CLINICALTRIALS.GOV: NCT01487993.
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Affiliation(s)
- Anne van Rongen
- Department of Clinical Pharmacy, St. Antonius Hospital, Nieuwegein, The Netherlands ,Division of Pharmacology, Leiden Academic Centre for Drug Research, Leiden University, Leiden, The Netherlands ,Present Address: Department of Clinical Pharmacy, Reinier de Graaf Hospital, Delft, The Netherlands
| | | | - Maja Matic
- Department of Clinical Chemistry, Erasmus Medical Center, Rotterdam, The Netherlands
| | - Ron H. N. van Schaik
- Department of Clinical Chemistry, Erasmus Medical Center, Rotterdam, The Netherlands
| | - Vera H. M. Deneer
- Department of Clinical Pharmacy, St. Antonius Hospital, Nieuwegein, The Netherlands ,Present Address: Department of Clinical Pharmacy, University Medical Center Utrecht, Utrecht, The Netherlands
| | | | - Catherijne A. J. Knibbe
- Department of Clinical Pharmacy, St. Antonius Hospital, Nieuwegein, The Netherlands ,Division of Pharmacology, Leiden Academic Centre for Drug Research, Leiden University, Leiden, The Netherlands
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87
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Meyer MJ, Seitz T, Brockmöller J, Tzvetkov MV. Effects of genetic polymorphisms on the OCT1 and OCT2-mediated uptake of ranitidine. PLoS One 2017; 12:e0189521. [PMID: 29236753 PMCID: PMC5728534 DOI: 10.1371/journal.pone.0189521] [Citation(s) in RCA: 29] [Impact Index Per Article: 4.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/10/2017] [Accepted: 11/27/2017] [Indexed: 02/08/2023] Open
Abstract
Background Ranitidine (Zantac®) is a H2-receptor antagonist commonly used for the treatment of acid-related gastrointestinal diseases. Ranitidine was reported to be a substrate of the organic cation transporters OCT1 and OCT2. The hepatic transporter OCT1 is highly genetically variable. Twelve major alleles confer partial or complete loss of OCT1 activity. The effects of these polymorphisms are highly substrate-specific and therefore difficult to predict. The renal transporter OCT2 has a common polymorphism, Ala270Ser, which was reported to affect OCT2 activity. Aim In this study we analyzed the effects of genetic polymorphisms in OCT1 and OCT2 on the uptake of ranitidine and on its potency to inhibit uptake of other drugs. Methods and results We characterized ranitidine uptake using HEK293 and CHO cells stably transfected to overexpress wild type OCT1, OCT2, or their naturally occurring allelic variants. Ranitidine was transported by wild-type OCT1 with a Km of 62.9 μM and a vmax of 1125 pmol/min/mg protein. Alleles OCT1*5, *6, *12, and *13 completely lacked ranitidine uptake. Alleles OCT1*2, *3, *4, and *10 had vmax values decreased by more than 50%. In contrast, OCT1*8 showed an increase of vmax by 25%. The effects of OCT1 alleles on ranitidine uptake strongly correlated with the effects on morphine uptake suggesting common interaction mechanisms of both drugs with OCT1. Ranitidine inhibited the OCT1-mediated uptake of metformin and morphine at clinically relevant concentrations. The inhibitory potency for morphine uptake was affected by the OCT1*2 allele. OCT2 showed only a limited uptake of ranitidine that was not significantly affected by the Ala270Ser polymorphism. Conclusions We confirmed ranitidine as an OCT1 substrate and demonstrated that common genetic polymorphisms in OCT1 strongly affect ranitidine uptake and modulate ranitidine’s potential to cause drug-drug interactions. The effects of the frequent OCT1 polymorphisms on ranitidine pharmacokinetics in humans remain to be analyzed.
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Affiliation(s)
- Marleen Julia Meyer
- Institute of Clinical Pharmacology, University Medical Center Göttingen, Göttingen, Germany
| | - Tina Seitz
- Institute of Clinical Pharmacology, University Medical Center Göttingen, Göttingen, Germany
| | - Jürgen Brockmöller
- Institute of Clinical Pharmacology, University Medical Center Göttingen, Göttingen, Germany
| | - Mladen Vassilev Tzvetkov
- Institute of Clinical Pharmacology, University Medical Center Göttingen, Göttingen, Germany
- * E-mail:
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88
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Pearce B, Jacobs C, Hoosain N, Benjeddou M. SLC22A2 - mapping genomic variations within South African indigenous and admixed populations. Drug Metab Pers Ther 2017; 31:213-220. [PMID: 27828777 DOI: 10.1515/dmpt-2016-0022] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/15/2016] [Accepted: 09/26/2016] [Indexed: 11/15/2022]
Abstract
BACKGROUND The SLC22A2 gene is a polyspecific transporter that mediates the electrogenic transport of small organic cations with different molecular structures. Furthermore, single-nucleotide polymorphisms (SNPs) of SLC22A2 are clinically significant because they can alter the transport of substrate drugs and may, thus, influence the efficacy and toxicity thereof. Additionally, further studies have reported that SLC22A2 is responsible for 80% of the total metformin clearance. Therefore, loss-of-function variants of SLC22A2 could affect the pharmacokinetic and pharmacodynamic characteristics of metformin. Although it is widely accepted that African populations harbor a greater amount of genomic diversity compared to other populations, limited information is available regarding genetic polymorphisms in SLC genes among African populations, specifically those related to impaired functional activity of hOCT2. Therefore, the aim of this study was to map known impaired function variants in the SLC22A2 gene. METHODS Development of multiplex SNaPshot™ genotyping assay for 20 previously reported SLC22A2 nonsynonymous SNPs and the assessment of baseline allele frequencies of these variants in 140 Cape Admixed, 148 Xhosa and 152 Zulu individuals residing in Cape Town, South Africa. RESULTS We identified three nonsynonymous SNPs, namely, A270S, R400C and K432Q in the population studied at minor allele frequencies of 6.1%, 3.4% and 0.7%, respectively. The most frequently observed haplotypes across all three populations were CATAATGCGTACGCGCGACG (~85%), CATAATGATTACGCGCGACG (~7%) and CATAATGAGTACGCGCGACG (~4.5%). CONCLUSIONS In addition to SNPs, the haplotypes identified in this study can in future also aid in identifying associations between causative genetic variants and drug response. This study contributes in filling the gap that exists with regards to genetic information about important variations in organic cation transporter genes for the indigenous populations of South Africa.
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89
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Tanaka T, Hirota T, Ieiri I. Relationship between DNA Methylation in the 5' CpG Island of the SLC47A1 (Multidrug and Toxin Extrusion Protein MATE1) Gene and Interindividual Variability in MATE1 Expression in the Human Liver. Mol Pharmacol 2017; 93:1-7. [PMID: 29070695 DOI: 10.1124/mol.117.109553] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/01/2017] [Accepted: 10/18/2017] [Indexed: 01/05/2023] Open
Abstract
Multidrug and toxin extrusion protein 1 (MATE1), which is encoded by solute carrier 47A1 (SLC47A1), mediates the excretion of organic cations into bile and urine. Some genetic variants in human MATE1 altered its transport function in in vitro experiments; however, differences in the pharmacokinetics of substrate drugs cannot be explained by genetic variations in humans. In this study, we investigated whether DNA methylation was involved in interindividual variability in MATE1 expression in the human liver. Approximately 20-fold interindividual variability in MATE1 mRNA expression levels was observed in liver samples and mRNA expression levels negatively correlated with methylation levels of the CpG island in the 27 kb upstream of SLC47A1 DNA demethylation by treatment with 5-aza-2'-deoxycytidine increased MATE1 mRNA expression in MATE1-negative cell lines. The luciferase reporter assay showed that the CpG island increased the transcriptional activity of the SLC47A1 promoter. MATE1 mRNA expression levels were significantly lower in CpG island knockout HepG2 cells than in control cells. These results suggest that the 5' CpG island of SLC47A1 acts as an enhancer for SLC47A1, and DNA methylation in the CpG island plays an important role in interindividual differences in hepatic MATE1 expression.
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Affiliation(s)
- Toshihiro Tanaka
- Division of Clinical Pharmacy, Department of Clinical Pharmacokinetics, Graduate School of Pharmaceutical Sciences, Kyushu University, Fukuoka, Japan
| | - Takeshi Hirota
- Division of Clinical Pharmacy, Department of Clinical Pharmacokinetics, Graduate School of Pharmaceutical Sciences, Kyushu University, Fukuoka, Japan
| | - Ichiro Ieiri
- Division of Clinical Pharmacy, Department of Clinical Pharmacokinetics, Graduate School of Pharmaceutical Sciences, Kyushu University, Fukuoka, Japan
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90
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Kim HI, Raffler J, Lu W, Lee JJ, Abbey D, Saleheen D, Rabinowitz JD, Bennett MJ, Hand NJ, Brown C, Rader DJ. Fine Mapping and Functional Analysis Reveal a Role of SLC22A1 in Acylcarnitine Transport. Am J Hum Genet 2017; 101:489-502. [PMID: 28942964 DOI: 10.1016/j.ajhg.2017.08.008] [Citation(s) in RCA: 41] [Impact Index Per Article: 5.9] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/28/2017] [Accepted: 08/07/2017] [Indexed: 01/08/2023] Open
Abstract
Genome-wide association studies have identified a signal at the SLC22A1 locus for serum acylcarnitines, intermediate metabolites of mitochondrial oxidation whose plasma levels associate with metabolic diseases. Here, we refined the association signal, performed conditional analyses, and examined the linkage structure to find coding variants of SLC22A1 that mediate independent association signals at the locus. We also employed allele-specific expression analysis to find potential regulatory variants of SLC22A1 and demonstrated the effect of one variant on the splicing of SLC22A1. SLC22A1 encodes a hepatic plasma membrane transporter whose role in acylcarnitine physiology has not been described. By targeted metabolomics and isotope tracing experiments in loss- and gain-of-function cell and mouse models of Slc22a1, we uncovered a role of SLC22A1 in the efflux of acylcarnitines from the liver to the circulation. We further validated the impacts of human variants on SLC22A1-mediated acylcarnitine efflux in vitro, explaining their association with serum acylcarnitine levels. Our findings provide the detailed molecular mechanisms of the GWAS association for serum acylcarnitines at the SLC22A1 locus by functionally validating the impact of SLC22A1 and its variants on acylcarnitine transport.
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Affiliation(s)
- Hye In Kim
- Department of Genetics, The Perelman School of Medicine of the University of Pennsylvania, Philadelphia, PA 19104, USA
| | - Johannes Raffler
- Institute of Bioinformatics and Systems Biology, Helmholtz Zentrum München, German Research Center for Environmental Health, Neuherberg 85764, Germany
| | - Wenyun Lu
- Lewis-Sigler Institute for Integrative Genomics, Princeton University, Princeton, NJ 08544, USA
| | - Jung-Jin Lee
- Department of Biostatistics and Epidemiology, The Perelman School of Medicine of the University of Pennsylvania, Philadelphia, PA 19104, USA
| | - Deepti Abbey
- Department of Genetics, The Perelman School of Medicine of the University of Pennsylvania, Philadelphia, PA 19104, USA
| | - Danish Saleheen
- Department of Biostatistics and Epidemiology, The Perelman School of Medicine of the University of Pennsylvania, Philadelphia, PA 19104, USA
| | - Joshua D Rabinowitz
- Lewis-Sigler Institute for Integrative Genomics, Princeton University, Princeton, NJ 08544, USA
| | - Michael J Bennett
- Department of Pathology and Laboratory Medicine, The Perelman School of Medicine of the University of Pennsylvania and Children's Hospital of Philadelphia, Philadelphia, PA 19104, USA
| | - Nicholas J Hand
- Department of Genetics, The Perelman School of Medicine of the University of Pennsylvania, Philadelphia, PA 19104, USA
| | - Christopher Brown
- Department of Genetics, The Perelman School of Medicine of the University of Pennsylvania, Philadelphia, PA 19104, USA
| | - Daniel J Rader
- Department of Genetics, The Perelman School of Medicine of the University of Pennsylvania, Philadelphia, PA 19104, USA.
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91
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Abstract
Transporters in proximal renal tubules contribute to the disposition of numerous drugs. Furthermore, the molecular mechanisms of tubular secretion have been progressively elucidated during the past decades. Organic anions tend to be secreted by the transport proteins OAT1, OAT3 and OATP4C1 on the basolateral side of tubular cells, and multidrug resistance protein (MRP) 2, MRP4, OATP1A2 and breast cancer resistance protein (BCRP) on the apical side. Organic cations are secreted by organic cation transporter (OCT) 2 on the basolateral side, and multidrug and toxic compound extrusion (MATE) proteins MATE1, MATE2/2-K, P-glycoprotein, organic cation and carnitine transporter (OCTN) 1 and OCTN2 on the apical side. Significant drug-drug interactions (DDIs) may affect any of these transporters, altering the clearance and, consequently, the efficacy and/or toxicity of substrate drugs. Interactions at the level of basolateral transporters typically decrease the clearance of the victim drug, causing higher systemic exposure. Interactions at the apical level can also lower drug clearance, but may be associated with higher renal toxicity, due to intracellular accumulation. Whereas the importance of glomerular filtration in drug disposition is largely appreciated among clinicians, DDIs involving renal transporters are less well recognized. This review summarizes current knowledge on the roles, quantitative importance and clinical relevance of these transporters in drug therapy. It proposes an approach based on substrate-inhibitor associations for predicting potential tubular-based DDIs and preventing their adverse consequences. We provide a comprehensive list of known drug interactions with renally-expressed transporters. While many of these interactions have limited clinical consequences, some involving high-risk drugs (e.g. methotrexate) definitely deserve the attention of prescribers.
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Affiliation(s)
- Anton Ivanyuk
- Division of Clinical Pharmacology, Lausanne University Hospital (CHUV), Bugnon 17, 1011, Lausanne, Switzerland.
| | - Françoise Livio
- Division of Clinical Pharmacology, Lausanne University Hospital (CHUV), Bugnon 17, 1011, Lausanne, Switzerland
| | - Jérôme Biollaz
- Division of Clinical Pharmacology, Lausanne University Hospital (CHUV), Bugnon 17, 1011, Lausanne, Switzerland
| | - Thierry Buclin
- Division of Clinical Pharmacology, Lausanne University Hospital (CHUV), Bugnon 17, 1011, Lausanne, Switzerland
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92
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Li Y, Revalde J, Paxton JW. The effects of dietary and herbal phytochemicals on drug transporters. Adv Drug Deliv Rev 2017; 116:45-62. [PMID: 27637455 DOI: 10.1016/j.addr.2016.09.004] [Citation(s) in RCA: 30] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/04/2016] [Revised: 08/10/2016] [Accepted: 09/05/2016] [Indexed: 12/22/2022]
Abstract
Membrane transporter proteins (the ABC transporters and SLC transporters) play pivotal roles in drug absorption and disposition, and thus determine their efficacy and safety. Accumulating evidence suggests that the expression and activity of these transporters may be modulated by various phytochemicals (PCs) found in diets rich in plants and herbs. PC absorption and disposition are also subject to the function of membrane transporter and drug metabolizing enzymes. PC-drug interactions may involve multiple major drug transporters (and metabolizing enzymes) in the body, leading to alterations in the pharmacokinetics of substrate drugs, and thus their efficacy and toxicity. This review summarizes the reported in vitro and in vivo interactions between common dietary PCs and the major drug transporters. The oral absorption, distribution into pharmacological sanctuaries and excretion of substrate drugs and PCs are considered, along with their possible interactions with the ABC and SLC transporters which influence these processes.
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93
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Smolders EJ, Colbers A, de Kanter CTMM, Velthoven-Graafland K, Wolberink LT, van Ewijk-Beneken Kolmer N, Drenth JPH, Aarnoutse RE, Tack CJ, Burger DM. Metformin and daclatasvir: absence of a pharmacokinetic-pharmacodynamic drug interaction in healthy volunteers. Br J Clin Pharmacol 2017; 83:2225-2234. [PMID: 28474741 DOI: 10.1111/bcp.13323] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/03/2017] [Revised: 04/24/2017] [Accepted: 04/30/2017] [Indexed: 12/27/2022] Open
Abstract
AIM The aim of the present study was to evaluate the effect of the proposed organic cation transporter (OCT) inhibitor daclatasvir on the pharmacokinetics and pharmacodynamics of the OCT substrate metformin. METHODS This was an open-label, two-period, randomized, crossover trial in 20 healthy subjects. Treatment A consisted of metformin and treatment B consisted of metformin + daclatasvir. Pharmacokinetic curves were recorded at steady-state. Geometric mean ratios (GMRs) with 90% confidence intervals (CIs) were calculated for metformin area under the concentration-time curve from 0 h to 12 h (AUC0-12 ), maximum plasma concentration (Cmax ) and final plasma concentration (Clast ). An oral glucose tolerance test was performed, measuring insulin, glucose and lactate levels. RESULTS The GMRs (90% CI) of metformin AUC0-12 , Cmax and Clast (B vs. A) were 109% (102-116%), 108% (101-116%) and 112% (103-122%). The geometric mean AUC0-2 for insulin, glucose and lactate during treatments A and B were 84 h. mEl-1 and 90 h. mEl-1 , 13.6 h. mmol l-1 and 13.4 h. mmol l-1 , and 3.4 h. mmol l-1 and 3.5 h. mmol l-1 , respectively. CONCLUSIONS Bioequivalence analysis showed that daclatasvir does not influence the pharmacokinetics of metformin in healthy subjects. Pharmacodynamic parameters were also comparable between treatments.
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Affiliation(s)
- Elise J Smolders
- Department of Pharmacy and Radboud Institute for Health Sciences (RIHS), Radboud university medical center, Nijmegen, the Netherlands
| | - Angela Colbers
- Department of Pharmacy and Radboud Institute for Health Sciences (RIHS), Radboud university medical center, Nijmegen, the Netherlands
| | | | - Kirsten Velthoven-Graafland
- Department of Pharmacy and Radboud Institute for Health Sciences (RIHS), Radboud university medical center, Nijmegen, the Netherlands
| | - Leonie T Wolberink
- Department of Pharmacy and Radboud Institute for Health Sciences (RIHS), Radboud university medical center, Nijmegen, the Netherlands
| | - Noor van Ewijk-Beneken Kolmer
- Department of Pharmacy and Radboud Institute for Health Sciences (RIHS), Radboud university medical center, Nijmegen, the Netherlands
| | - Joost P H Drenth
- Department of Gastroenterology and Hepatology, Radboud university medical center, Nijmegen, the Netherlands
| | - Rob E Aarnoutse
- Department of Pharmacy and Radboud Institute for Health Sciences (RIHS), Radboud university medical center, Nijmegen, the Netherlands
| | - Cees J Tack
- Department of Internal Medicine, Radboud university medical center, Nijmegen, the Netherlands
| | - David M Burger
- Department of Pharmacy and Radboud Institute for Health Sciences (RIHS), Radboud university medical center, Nijmegen, the Netherlands
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94
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Sundelin E, Gormsen LC, Jensen JB, Vendelbo MH, Jakobsen S, Munk OL, Christensen M, Brøsen K, Frøkiaer J, Jessen N. Genetic Polymorphisms in Organic Cation Transporter 1 Attenuates Hepatic Metformin Exposure in Humans. Clin Pharmacol Ther 2017; 102:841-848. [PMID: 28380657 DOI: 10.1002/cpt.701] [Citation(s) in RCA: 66] [Impact Index Per Article: 9.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/22/2016] [Accepted: 03/28/2017] [Indexed: 12/17/2022]
Abstract
Metformin has been used successfully to treat type 2 diabetes for decades. However, the efficacy of the drug varies considerably from patient to patient and this may in part be due to its pharmacokinetic properties. The aim of this study was to examine if common polymorphisms in SLC22A1, encoding the transporter protein OCT1, affect the hepatic distribution of metformin in humans. We performed noninvasive 11 C-metformin positron emission tomography (PET)/computed tomography (CT) to determine hepatic exposure in 12 subjects genotyped for variants in SLC22A1. Hepatic distribution of metformin was significantly reduced after oral intake in carriers of M420del and R61C variants in SLC22A1 without being associated with changes in circulating levels of metformin. Our data show that genetic polymorphisms in transporter proteins cause variation in hepatic exposure to metformin, and it demonstrates the application of novel imaging techniques to investigate pharmacogenetic properties in humans.
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Affiliation(s)
- Eio Sundelin
- Research Laboratory for Biochemical Pathology, Department of Clinical Medicine, Aarhus University Hospital, Denmark
| | - L C Gormsen
- Department of Nuclear Medicine and PET Center, Aarhus University Hospital, Denmark
| | - J B Jensen
- Research Laboratory for Biochemical Pathology, Department of Clinical Medicine, Aarhus University Hospital, Denmark.,Department of Nuclear Medicine and PET Center, Aarhus University Hospital, Denmark
| | - M H Vendelbo
- Department of Nuclear Medicine and PET Center, Aarhus University Hospital, Denmark
| | - S Jakobsen
- Department of Nuclear Medicine and PET Center, Aarhus University Hospital, Denmark
| | - O L Munk
- Department of Nuclear Medicine and PET Center, Aarhus University Hospital, Denmark
| | - Mmh Christensen
- Department of Clinical Biochemistry and Pharmacology, Odense University Hospital, Denmark
| | - K Brøsen
- Department of Clinical Biochemistry and Pharmacology, Odense University Hospital, Denmark.,Department of Public Health, Clinical Pharmacology, University of Southern Denmark, Denmark
| | - J Frøkiaer
- Department of Nuclear Medicine and PET Center, Aarhus University Hospital, Denmark
| | - N Jessen
- Research Laboratory for Biochemical Pathology, Department of Clinical Medicine, Aarhus University Hospital, Denmark.,Department of Clinical Pharmacology, Aarhus University Hospital, Denmark
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95
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Balyan R, Zhang X, Chidambaran V, Martin LJ, Mizuno T, Fukuda T, Vinks AA, Sadhasivam S. OCT1 genetic variants are associated with postoperative morphine-related adverse effects in children. Pharmacogenomics 2017; 18:621-629. [PMID: 28470102 DOI: 10.2217/pgs-2017-0002] [Citation(s) in RCA: 35] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022] Open
Abstract
AIM Large interindividual variability in morphine pharmacokinetics (PK) could contribute to variability in morphine analgesia and adverse events. Respiratory depression (RD) and postoperative nausea and vomiting (PONV) are significant adverse drug response of intravenous morphine in the perioperative setting limiting its efficacy in achieving adequate surgical pain relief. OCT1 is a transporter in the liver that transports morphine from the bloodstream into hepatocytes. Earlier we reported association of genetic polymorphisms in OCT1 with morphine PK, and lower morphine clearance in Caucasian children as compared with African-American (AA) children. The aim of this study is to identify the association between common OCT1 genotypes affecting morphine's PK and clinically important postoperative morphine-related adverse outcomes. METHODS After obtaining institutional review board (IRB) approval and informed consents, 311 children ages 6-15 years, American Society of Anesthesiologists' physical status 1 or 2 scheduled for tonsillectomy who received standard anesthetic, surgical and postoperative care were recruited. Clinical data collected included postoperative pain scores, total opioid use, incidence of PONV and RD. Four nonsynonymous SNPs of the OCT1 gene (rs12208357, rs34130495, rs72552763 and rs34059508) in each patient were genotyped using commercially available TaqMan assays. We investigated the genetic association of OCT1 with incidences of postoperative RD and PONV. RESULTS Caucasian and AA children differed significantly in the incidence of obstructive sleep apnea (p < 0.001) and total morphine use (p = 0.028). There were incidences of prolonged post anesthesia care unit stay in 7% of Caucasian children, while no such incidences were observed for AA children (p = 0.05). OCT1 polymorphism rs12208357 was associated with high incidences of PONV and PONV leading to prolonged post anesthesia care unit stay (p < 0.05). A significant association was also found between rs72552763 GAT deletion and high incidence of RD (p = 0.007). CONCLUSION Children with certain OCT1 genotypes are associated with higher risk for RD and PONV following morphine administration leading to prolonged hospital stay. The OCT1 transporters' effects on morphine's PK could explain this association.
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Affiliation(s)
- Rajiv Balyan
- Department of Anesthesia, College of Medicine, University of Cincinnati, Cincinnati, OH 45229, USA.,Division of Clinical Pharmacology, Department of Pediatrics, Cincinnati Children's Hospital Medical Center, Cincinnati, OH 45229, USA
| | - Xue Zhang
- Department of Pediatrics, College of Medicine, University of Cincinnati, Cincinnati, OH 45229, USA.,Division of Human Genetics, Department of Pediatrics, Cincinnati Children's Hospital Medical Center, Cincinnati, OH 45229, USA
| | - Vidya Chidambaran
- Department of Anesthesia, College of Medicine, University of Cincinnati, Cincinnati, OH 45229, USA.,Department of Pediatrics, College of Medicine, University of Cincinnati, Cincinnati, OH 45229, USA.,Division of Clinical Pharmacology, Department of Pediatrics, Cincinnati Children's Hospital Medical Center, Cincinnati, OH 45229, USA
| | - Lisa J Martin
- Division of Human Genetics, Department of Pediatrics, Cincinnati Children's Hospital Medical Center, Cincinnati, OH 45229, USA
| | - Tomoyuki Mizuno
- Division of Clinical Pharmacology, Department of Pediatrics, Cincinnati Children's Hospital Medical Center, Cincinnati, OH 45229, USA
| | - Tsuyoshi Fukuda
- Department of Pediatrics, College of Medicine, University of Cincinnati, Cincinnati, OH 45229, USA.,Division of Clinical Pharmacology, Department of Pediatrics, Cincinnati Children's Hospital Medical Center, Cincinnati, OH 45229, USA
| | - Alexander A Vinks
- Department of Pediatrics, College of Medicine, University of Cincinnati, Cincinnati, OH 45229, USA.,Division of Clinical Pharmacology, Department of Pediatrics, Cincinnati Children's Hospital Medical Center, Cincinnati, OH 45229, USA
| | - Senthilkumar Sadhasivam
- Department of Anesthesia, College of Medicine, University of Cincinnati, Cincinnati, OH 45229, USA.,Department of Pediatrics, College of Medicine, University of Cincinnati, Cincinnati, OH 45229, USA.,Division of Clinical Pharmacology, Department of Pediatrics, Cincinnati Children's Hospital Medical Center, Cincinnati, OH 45229, USA
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96
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Fattah S, Shinde AB, Matic M, Baes M, van Schaik RHN, Allegaert K, Parmentier C, Richert L, Augustijns P, Annaert P. Inter-Subject Variability in OCT1 Activity in 27 Batches of Cryopreserved Human Hepatocytes and Association with OCT1 mRNA Expression and Genotype. Pharm Res 2017; 34:1309-1319. [PMID: 28364304 DOI: 10.1007/s11095-017-2148-9] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/28/2016] [Accepted: 03/17/2017] [Indexed: 01/11/2023]
Abstract
PURPOSE OCT1/3 (Organic Cation Transporter-1 and -3; SLC22A1/3) are transmembrane proteins localized at the basolateral membrane of hepatocytes. They mediate the uptake of cationic endogenous compounds and/or xenobiotics. The present study was set up to verify whether the previously observed variability in OCT activity in hepatocytes may be explained by inter-individual differences in OCT1/3 mRNA levels or OCT1 genotype. METHODS Twenty-seven batches of cryopreserved human hepatocytes (male and female, age 24-88 y) were characterized for OCT activity, normalized OCT1/3 mRNA expression, and OCT1 genetic mutation. ASP+ (4-[4-(dimethylamino)styryl]-N-methylpyridinium iodide) was used as probe substrate. RESULTS ASP+ uptake ranged between 75 ± 61 and 2531 ± 202 pmol/(min × million cells). The relative OCT1 and OCT3 mRNA expression ranged between 0.007-0.46 and 0.0002-0.005, respectively. The presence of one or two nonfunctional SLC22A1 alleles was observed in 13 batches and these exhibited significant (p = 0.04) association with OCT1 and OCT3 mRNA expression. However, direct association between genotype and OCT activity could not be established. CONCLUSION mRNA levels and genotype of OCT only partially explain inter-individual variability in OCT-mediated transport. Our findings illustrate the necessity of in vitro transporter activity profiling for better understanding of inter-individual drug disposition behavior.
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Affiliation(s)
- Sarinj Fattah
- Drug Delivery and Disposition, Department of Pharmaceutical and Pharmacological Sciences, KU Leuven, Campus Gasthuisberg O&N II Herestraat 49 Box 921, 3000, Leuven, Belgium
| | - Abhijit Babaji Shinde
- Laboratory of Cell Metabolism, Department of Pharmaceutical and Pharmacological Sciences, KU Leuven, Leuven, Belgium
| | - Maja Matic
- Department Clinical Chemistry, Erasmus University Medical Centre, Rotterdam, Netherlands.,Intensive Care and Department of Surgery, Erasmus MC-Sophia Children's Hospital, Rotterdam, The Netherlands
| | - Myriam Baes
- Laboratory of Cell Metabolism, Department of Pharmaceutical and Pharmacological Sciences, KU Leuven, Leuven, Belgium
| | - Ron H N van Schaik
- Department Clinical Chemistry, Erasmus University Medical Centre, Rotterdam, Netherlands
| | - Karel Allegaert
- Intensive Care and Department of Surgery, Erasmus MC-Sophia Children's Hospital, Rotterdam, The Netherlands.,Department of Development and Regeneration, KU Leuven, Leuven, Belgium
| | | | - Lysiane Richert
- KaLy-Cell, Plobsheim, France.,Université de Franche-Comté, 4267, Besançon, EA, France
| | - Patrick Augustijns
- Drug Delivery and Disposition, Department of Pharmaceutical and Pharmacological Sciences, KU Leuven, Campus Gasthuisberg O&N II Herestraat 49 Box 921, 3000, Leuven, Belgium
| | - Pieter Annaert
- Drug Delivery and Disposition, Department of Pharmaceutical and Pharmacological Sciences, KU Leuven, Campus Gasthuisberg O&N II Herestraat 49 Box 921, 3000, Leuven, Belgium.
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97
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O'Hagan S, Kell DB. Analysis of drug-endogenous human metabolite similarities in terms of their maximum common substructures. J Cheminform 2017; 9:18. [PMID: 28316656 PMCID: PMC5344883 DOI: 10.1186/s13321-017-0198-y] [Citation(s) in RCA: 22] [Impact Index Per Article: 3.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/14/2016] [Accepted: 02/09/2017] [Indexed: 12/21/2022] Open
Abstract
In previous work, we have assessed the structural similarities between marketed drugs (‘drugs’) and endogenous natural human metabolites (‘metabolites’ or ‘endogenites’), using ‘fingerprint’ methods in common use, and the Tanimoto and Tversky similarity metrics, finding that the fingerprint encoding used had a dramatic effect on the apparent similarities observed. By contrast, the maximal common substructure (MCS), when the means of determining it is fixed, is a means of determining similarities that is largely independent of the fingerprints, and also has a clear chemical meaning. We here explored the utility of the MCS and metrics derived therefrom. In many cases, a shared scaffold helps cluster drugs and endogenites, and gives insight into enzymes (in particular transporters) that they both share. Tanimoto and Tversky similarities based on the MCS tend to be smaller than those based on the MACCS fingerprint-type encoding, though the converse is also true for a significant fraction of the comparisons. While no single molecular descriptor can account for these differences, a machine learning-based analysis of the nature of the differences (MACCS_Tanimoto vs MCS_Tversky) shows that they are indeed deterministic, although the features that are used in the model to account for this vary greatly with each individual drug. The extent of its utility and interpretability vary with the drug of interest, implying that while MCS is neither ‘better’ nor ‘worse’ for every drug–endogenite comparison, it is sufficiently different to be of value. The overall conclusion is thus that the use of the MCS provides an additional and valuable strategy for understanding the structural basis for similarities between synthetic, marketed drugs and natural intermediary metabolites.
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Affiliation(s)
- Steve O'Hagan
- School of Chemistry, The University of Manchester, 131 Princess St, Manchester, M1 7DN UK.,Manchester Institute of Biotechnology, The University of Manchester, 131 Princess St, Manchester, M1 7DN UK
| | - Douglas B Kell
- School of Chemistry, The University of Manchester, 131 Princess St, Manchester, M1 7DN UK.,Manchester Institute of Biotechnology, The University of Manchester, 131 Princess St, Manchester, M1 7DN UK.,Centre for the Synthetic Biology of Fine and Speciality Chemicals (SYNBIOCHEM), The University of Manchester, 131 Princess St, Manchester, M1 7DN UK
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98
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Hosseyni-Talei SR, Mahrooz A, Hashemi-Soteh MB, Ghaffari-Cherati M, Alizadeh A. Association between the synonymous variant organic cation transporter 3 (OCT3)-1233G>A and the glycemic response following metformin therapy in patients with type 2 diabetes. IRANIAN JOURNAL OF BASIC MEDICAL SCIENCES 2017; 20:250-255. [PMID: 28392895 PMCID: PMC5378960 DOI: 10.22038/ijbms.2017.8351] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Key Words] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 06/23/2016] [Accepted: 06/30/2016] [Indexed: 01/29/2023]
Abstract
OBJECTIVES Organic cation transporter 3 (OCT3) as a high-capacity transporter contribute to the metabolism of metformin. The present study was conducted to determine the genotype frequencies of the variant OCT3-1233G>A (rs2292334) in patients with newly diagnosed type 2 diabetes (T2D) and its relationship with response to metformin. MATERIALS AND METHODS This study included 150 patients with T2D who were classified into two groups following three months of metformin therapy: responders (by more than 1% reduction in HbA1c from baseline) and nonresponders (less than 1% reduction in HbA1c from baseline). PCR-based restriction fragment length polymorphism (RFLP) served to genotype OCT3-564G>A variant. RESULTS The parameters such as HbA1c (P<0.001) and BMI (P<0.001) in both patients with GA + AA genotype and GG genotype decreased significantly following 3 months of metformin therapy compared with baseline. The mean reduction in HbA1c levels following 3 months was higher in patients with the A allele (0.77% reduction from baseline) than in those with the homozygous G allele (0.54% reduction from baseline). Also, in GA + AA genotypes compared with GG genotypes, the mean reduction in HbA1c values from baseline was 0.34% for responders and 0.14% for non-responders. CONCLUSION Considering the roles of genetic variations in the function of metformin transporters, the effect of variations such as 1233G>A in the OCT3, which is a high-capacity transporter widely expressed in various tissues cannot be ignored. Comparing the allele frequencies of OCT3-1233G>A variant in our study and different ethnic populations confirm that the variant is a highly polymorphic variant.
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Affiliation(s)
| | - Abdolkarim Mahrooz
- Immunogenetic Research Center, Mazandaran University of Medical Sciences, Sari, Iran
- Department of Clinical Biochemistry and Genetics, Faculty of Medicine, Mazandaran University of Medical Sciences, Sari, Iran
| | | | | | - Ahad Alizadeh
- Department of Epidemiology and Reproductive Health, Reproductive Epidemiology Research Center, Royan Institute for Reproductive Biomedicine, ACECR, Tehran, Iran
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99
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Wilson NC, Choudhury A, Carstens N, Mavri-Damelin D. Organic Cation Transporter 2 (OCT2/SLC22A2) Gene Variation in the South African Bantu-Speaking Population and Functional Promoter Variants. OMICS-A JOURNAL OF INTEGRATIVE BIOLOGY 2017; 21:169-176. [PMID: 28253084 DOI: 10.1089/omi.2016.0165] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/11/2022]
Abstract
SLC22A2 facilitates the transport of endogenous and exogenous cationic compounds. Many pharmacologically significant compounds are transported by SLC22A2, including the antidiabetic drug metformin, anticancer agent cisplatin, and antiretroviral lamivudine. Genetic polymorphisms in SLC22A2 can modify the pharmacokinetic profiles of such important medicines and could therefore prove useful as precision medicine biomarkers. Since the frequency of SLC22A2 polymorphisms varies among different ethnic populations, we evaluated these in South African Bantu speakers, a majority group in the South African population, who exhibit unique genetic diversity, and we subsequently functionally characterized promoter polymorphisms. We identified 11 polymorphisms within the promoter and 9 single-nucleotide polymorphisms (SNPs) within the coding region of SLC22A2. While some polymorphisms appeared with minor allele frequencies similar to other African and non-African populations, some differed considerably; this was especially notable for three missense polymorphisms. In addition, we functionally characterized two promoter polymorphisms; rs138765638, a three base-pair deletion that bioinformatics analysis suggested could alter c-Ets-1/2, Elk1, and/or STAT4 binding, and rs59695691, an SNP that could abolish TFII-I binding. Significantly higher luciferase reporter gene expression was found for rs138765638 (increase of 37%; p = 0.001) and significantly lower expression for rs59695691 (decrease of 25%; p = 0.038), in comparison to the wild-type control. These observations highlight the importance of identifying and functionally characterizing genetic variation in genes of pharmacological significance. Finally, our data for SLC22A2 attest to the importance of considering genetic variation in different populations for drug safety, response, and global pharmacogenomics, through, for example, projects such as the Human Heredity and Health in Africa initiative.
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Affiliation(s)
- Nina C Wilson
- 1 The School of Molecular and Cell Biology, University of the Witwatersrand , Johannesburg, South Africa
| | - Ananyo Choudhury
- 2 Sydney Brenner Institute for Molecular Bioscience (SBIMB), University of the Witwatersrand , Johannesburg, South Africa
| | - Nadia Carstens
- 3 Division of Human Genetics, National Health Laboratory Service , Johannesburg, South Africa
| | - Demetra Mavri-Damelin
- 1 The School of Molecular and Cell Biology, University of the Witwatersrand , Johannesburg, South Africa
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Dujic T, Zhou K, Yee SW, van Leeuwen N, de Keyser CE, Javorský M, Goswami S, Zaharenko L, Hougaard Christensen MM, Out M, Tavendale R, Kubo M, Hedderson MM, van der Heijden AA, Klimčáková L, Pirags V, Kooy A, Brøsen K, Klovins J, Semiz S, Tkáč I, Stricker BH, Palmer C, 't Hart LM, Giacomini KM, Pearson ER. Variants in Pharmacokinetic Transporters and Glycemic Response to Metformin: A Metgen Meta-Analysis. Clin Pharmacol Ther 2017; 101:763-772. [PMID: 27859023 PMCID: PMC5425333 DOI: 10.1002/cpt.567] [Citation(s) in RCA: 72] [Impact Index Per Article: 10.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/01/2016] [Revised: 09/26/2016] [Accepted: 11/06/2016] [Indexed: 12/25/2022]
Abstract
Therapeutic response to metformin, a first-line drug for type 2 diabetes (T2D), is highly variable, in part likely due to genetic factors. To date, metformin pharmacogenetic studies have mainly focused on the impact of variants in metformin transporter genes, with inconsistent results. To clarify the significance of these variants in glycemic response to metformin in T2D, we performed a large-scale meta-analysis across the cohorts of the Metformin Genetics Consortium (MetGen). Nine candidate polymorphisms in five transporter genes (organic cation transporter [OCT]1, OCT2, multidrug and toxin extrusion transporter [MATE]1, MATE2-K, and OCTN1) were analyzed in up to 7,968 individuals. None of the variants showed a significant effect on metformin response in the primary analysis, or in the exploratory secondary analyses, when patients were stratified according to possible confounding genotypes or prescribed a daily dose of metformin. Our results suggest that candidate transporter gene variants have little contribution to variability in glycemic response to metformin in T2D.
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Affiliation(s)
- T Dujic
- Department of Biochemistry and Clinical Analysis, Faculty of Pharmacy, University of Sarajevo, Sarajevo, Bosnia and Herzegovina.,Division of Molecular and Clinical Medicine, School of Medicine, University of Dundee, Dundee, UK
| | - K Zhou
- Division of Molecular and Clinical Medicine, School of Medicine, University of Dundee, Dundee, UK
| | - S W Yee
- Department of Bioengineering and Therapeutic Sciences, University of California, San Francisco, San Francisco, California, USA
| | - N van Leeuwen
- Department of Molecular Cell Biology, Leiden University Medical Center, Leiden, The Netherlands
| | - C E de Keyser
- Department of Epidemiology, Erasmus Medical Center, Rotterdam, The Netherlands.,Inspectorate of Healthcare, Utrecht, The Netherlands
| | - M Javorský
- Department of Internal Medicine 4, Faculty of Medicine, Šafárik University, Košice, Slovakia.,Pasteur University Hospital, Košice, Slovakia
| | - S Goswami
- Department of Bioengineering and Therapeutic Sciences, University of California, San Francisco, San Francisco, California, USA
| | - L Zaharenko
- Latvian Biomedical Research and Study Centre, Riga, Latvia
| | | | - M Out
- Treant Zorggroep, Location Bethesda, Hoogeveen, The Netherlands.,Bethesda Diabetes Research Centre, Hoogeveen, The Netherlands
| | - R Tavendale
- Division of Molecular and Clinical Medicine, School of Medicine, University of Dundee, Dundee, UK
| | - M Kubo
- Core for Genomic Medicine, RIKEN Center for Integrative Medical Sciences, Yokohama, Japan
| | - M M Hedderson
- Division of Research, Kaiser Permanente Northern California, Oakland, California, USA
| | - A A van der Heijden
- Department of General Practice, EMGO+ Institute for Health and Care Research, VU University Medical Center, Amsterdam, The Netherlands
| | - L Klimčáková
- Department of Medical Biology, Faculty of Medicine, Šafárik University, Košice, Slovakia
| | - V Pirags
- Latvian Biomedical Research and Study Centre, Riga, Latvia
| | - A Kooy
- Treant Zorggroep, Location Bethesda, Hoogeveen, The Netherlands.,Bethesda Diabetes Research Centre, Hoogeveen, The Netherlands
| | - K Brøsen
- Department of Public Health, Clinical Pharmacology and Pharmacy, University of Southern Denmark, Odense, Denmark
| | - J Klovins
- Latvian Biomedical Research and Study Centre, Riga, Latvia
| | - S Semiz
- Department of Biochemistry and Clinical Analysis, Faculty of Pharmacy, University of Sarajevo, Sarajevo, Bosnia and Herzegovina.,International University of Sarajevo, Faculty of Engineering and Natural Sciences, Sarajevo, Bosnia and Herzegovina
| | - I Tkáč
- Department of Internal Medicine 4, Faculty of Medicine, Šafárik University, Košice, Slovakia.,Pasteur University Hospital, Košice, Slovakia
| | - B H Stricker
- Department of Epidemiology, Erasmus Medical Center, Rotterdam, The Netherlands.,Inspectorate of Healthcare, Utrecht, The Netherlands.,Department of Internal Medicine, Erasmus Medical Center, Rotterdam, The Netherlands
| | - Cna Palmer
- Division of Molecular and Clinical Medicine, School of Medicine, University of Dundee, Dundee, UK
| | - L M 't Hart
- Department of Molecular Cell Biology, Leiden University Medical Center, Leiden, The Netherlands.,Department of Molecular Epidemiology, Leiden University Medical Center, Leiden, The Netherlands.,Department of Epidemiology and Biostatistics, EMGO+ Institute for Health and Care Research, VU University Medical Center, Amsterdam, The Netherlands
| | - K M Giacomini
- Department of Bioengineering and Therapeutic Sciences, University of California, San Francisco, San Francisco, California, USA.,Institute for Human Genetics, University of California, San Francisco, San Francisco, California, USA
| | - E R Pearson
- Division of Molecular and Clinical Medicine, School of Medicine, University of Dundee, Dundee, UK
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