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Alés-Palmer ML, Andújar-Vera F, Iglesias-Baena I, Muñoz-de-Rueda P, Ocete-Hita E. N-acetyltransferase Gene Variants Involved in Pediatric Idiosyncratic Drug-Induced Liver Injury. Biomedicines 2024; 12:1288. [PMID: 38927494 PMCID: PMC11201799 DOI: 10.3390/biomedicines12061288] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/07/2024] [Revised: 05/21/2024] [Accepted: 05/23/2024] [Indexed: 06/28/2024] Open
Abstract
Idiosyncratic drug-induced liver injury (DILI) is a complex multifactorial disease in which the toxic potential of the drug, together with genetic and acquired factors and deficiencies in adaptive processes, which limit the extent of damage, may determine susceptibility and make individuals unique in their development of hepatotoxicity. In our study, we sequenced the exomes of 43 pediatric patients diagnosed with DILI to identify important gene variations associated with this pathology. The result showed the presence of two variations in the NAT2 gene: c.590G>A (p.Arg197Gln) and c.341T>C (p.Ile114Thr). These variations could be found separately or together in 41 of the 43 patients studied. The presence of these variations as a risk factor for DILI could confirm the importance of the acetylation pathway in drug metabolism.
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Affiliation(s)
- María Luisa Alés-Palmer
- Department of Pediatrics, University of Granada, 18016 Granada, Spain;
- Department of Pediatrics, “Virgen de las Nieves” University Hospital, 18014 Granada, Spain
| | - Francisco Andújar-Vera
- Bioinformatic Unit, Instituto de Investigación Biosanitaria ibs.GRANADA, 18012 Granada, Spain;
| | | | - Paloma Muñoz-de-Rueda
- Research Support Unit, Instituto de Investigación Biosanitaria ibs.GRANADA, 18012 Granada, Spain;
| | - Esther Ocete-Hita
- Department of Pediatrics, University of Granada, 18016 Granada, Spain;
- Department of Pediatrics, “Virgen de las Nieves” University Hospital, 18014 Granada, Spain
- Instituto de Investigación Biosanitaria ibs.GRANADA, 18012 Granada, Spain
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Robles-Bañuelos B, Romo-Perez A, Dominguez-Gomez G, Chavez-Blanco A, Gonzalez-Fierro A, Duenas-Gonzalez A. Selection of clinically relevant drug concentrations for in vitro studies of candidates drugs for cancer repurposing: a proposal. Clin Transl Oncol 2024; 26:1077-1088. [PMID: 38064014 DOI: 10.1007/s12094-023-03352-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/21/2023] [Accepted: 11/04/2023] [Indexed: 04/20/2024]
Abstract
Drug repurposing of widely prescribed patent-off and cheap drugs may provide affordable drugs for cancer treatment. Nevertheless, many preclinical studies of cancer drug repurposing candidates use in vitro drug concentrations too high to have clinical relevance. Hence, preclinical studies must use clinically achievable drug concentrations. In this work, several FDA-approved cancer drugs are analyzed regarding the correlation between the drug inhibitory concentrations 50% (IC50) tested in cancer cell lines and their corresponding peak serum concentration (Cmax) and area under the curve (AUC) reported in clinical studies of these drugs. We found that for most targeted cancer drugs, the AUC and not the Cmax is closest to the IC50; therefore, we suggest that the initial testing of candidate drugs for repurposing could select the AUC pharmacokinetic parameter and not the Cmax as the translated drug concentration for in vitro testing. Nevertheless, this is a suggestion only as experimental evidence does not exist to prove this concept. Studies on this issue are required to advance in cancer drug repurposing.
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Affiliation(s)
- Benjamin Robles-Bañuelos
- Instituto de Investigaciones Biomédicas, Universidad Nacional Autónoma de México, Mexico City, Mexico
| | - Adriana Romo-Perez
- Instituto de Química, Universidad Nacional Autónoma de México, Mexico City, Mexico
| | - Guadalupe Dominguez-Gomez
- Subdirección de Investigación Básica, Instituto Nacional de Cancerología, San Fernando 22, Belisario Domínguez Secc 16, Tlalpan, 14080, Mexico City, Mexico
| | - Alma Chavez-Blanco
- Subdirección de Investigación Básica, Instituto Nacional de Cancerología, San Fernando 22, Belisario Domínguez Secc 16, Tlalpan, 14080, Mexico City, Mexico
| | - Aurora Gonzalez-Fierro
- Subdirección de Investigación Básica, Instituto Nacional de Cancerología, San Fernando 22, Belisario Domínguez Secc 16, Tlalpan, 14080, Mexico City, Mexico
| | - Alfonso Duenas-Gonzalez
- Instituto de Investigaciones Biomédicas, Universidad Nacional Autónoma de México, Mexico City, Mexico.
- Subdirección de Investigación Básica, Instituto Nacional de Cancerología, San Fernando 22, Belisario Domínguez Secc 16, Tlalpan, 14080, Mexico City, Mexico.
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Shen Y, Luo X, Qin N, Hu L, Luo L, Wang Z, Sun Y, Wang R, Li W. Effects of plateau hypoxia on population pharmacokinetics and pharmacodynamics of metformin in patients with Type 2 diabetes. ZHONG NAN DA XUE XUE BAO. YI XUE BAN = JOURNAL OF CENTRAL SOUTH UNIVERSITY. MEDICAL SCIENCES 2023; 48:481-490. [PMID: 37385610 PMCID: PMC10930255 DOI: 10.11817/j.issn.1672-7347.2023.220267] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Subscribe] [Scholar Register] [Received: 05/06/2022] [Indexed: 07/01/2023]
Abstract
OBJECTIVES Metformin is the basic drug for treating diabetes, and the plateau hypoxic environment is an important factor affecting the pharmacokinetics of metformin, but there have been no reports of metformin pharmacokinetic parameters in patients with diabetes mellitus type 2 (T2DM) in the high-altitude hypoxic environment. This study aims to investigate the effect of the hypoxic environment on the pharmacokinetics and assess the efficacy and safety of metformin administration in patients with Type 2 diabetes mellitus (T2DM). METHODS A total of 85 patients with T2DM taking metformin tablets in the plateau group (n=32, altitude: 1 500 m) and control group (n=53, altitude: 3 800 m) were enrolled according to the inclusion and exclusion criteria, and 172 blood samples were collected in the plateau group and the control Group. A ultra-performance liquid chromatography/tandem mass spectrometry (UFLC-MS/MS) method was established to determine the blood concentration of metformin, and Phoenix NLME software was used to establish a model of pharmacokinetics of metformin in the Chinese T2DM population. The efficacy and serious adverse effects of metformin were compared between the 2 groups. RESULTS The population pharmacokinetic modeling results showed that plateau hypoxia and age were the main covariates for model building, and the pharmacokinetic parameters were significantly different between the plateau and control groups (all P<0.05), including distribution volume (V), clearance (CL), elimination rate constant (Ke), half-life(T1/2), area under the curve (AUC), time to reach maximum concentration (Tmax). Compared with the control group, AUC was increased by 23.5%, Tmax and T1/2 were prolonged by 35.8% and 11.7%, respectively, and CL was decreased by 31.9% in the plateau group. The pharmacodynamic results showed that the hypoglycaemic effect of T2DM patients in the plateau group was similar to that in the control group, the concentration of lactic acid was higher in the plateau group than that in the control group, and the risk of lactic acidosis was increased after taking metformin in the plateau population. CONCLUSIONS Metformin metabolism is slowed down in T2DM patients in the hypoxic environment of the plateau; the glucose-lowering effect of the plateau is similar, and the attainment rate is low, the possibility of having serious adverse effects of lactic acidosis is higher in T2DM patients on the plateau than on the control one. It is probably suggested that patients with T2DM on the plateau can achieve glucose lowering effect by extending the interval between medication doses and enhancing medication education to improve patient compliance.
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Affiliation(s)
- Yike Shen
- Department of Pharmacy, 940th Hospital of Joint Logistics Support Force of Chinese People's Liberation Army, Lanzhou 730020.
- School of Pharmacy, Lanzhou University, Lanzhou 730020.
| | - Xiaohong Luo
- Department of Endocrinology, 940th Hospital of Joint Logistics Support force of Chinese People's Liberation Army, Lanzhou 730050
| | - Ningning Qin
- Department of Pharmacy, 940th Hospital of Joint Logistics Support Force of Chinese People's Liberation Army, Lanzhou 730020
- School of Pharmacy, Lanzhou University, Lanzhou 730020
| | - Lin Hu
- Department of Pharmacy, 940th Hospital of Joint Logistics Support Force of Chinese People's Liberation Army, Lanzhou 730020
- School of Pharmacy, Lanzhou University, Lanzhou 730020
| | - Lin Luo
- Department of Pharmacy, 940th Hospital of Joint Logistics Support Force of Chinese People's Liberation Army, Lanzhou 730020
- School of Pharmacy, Lanzhou University, Lanzhou 730020
| | - Zhen Wang
- Department of Internal Medicine, Yushu Bayi Hospital, Yushu Qinghai 815000, China
| | - Yuemei Sun
- Department of Pharmacy, 940th Hospital of Joint Logistics Support Force of Chinese People's Liberation Army, Lanzhou 730020
| | - Rong Wang
- Department of Pharmacy, 940th Hospital of Joint Logistics Support Force of Chinese People's Liberation Army, Lanzhou 730020.
- School of Pharmacy, Lanzhou University, Lanzhou 730020.
| | - Wenbin Li
- Department of Pharmacy, 940th Hospital of Joint Logistics Support Force of Chinese People's Liberation Army, Lanzhou 730020
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Zubiaga L, Briand O, Auger F, Touche V, Hubert T, Thevenet J, Marciniak C, Quenon A, Bonner C, Peschard S, Raverdy V, Daoudi M, Kerr-Conte J, Pasquetti G, Koepsell H, Zdzieblo D, Mühlemann M, Thorens B, Delzenne ND, Bindels LB, Deprez B, Vantyghem MC, Laferrère B, Staels B, Huglo D, Lestavel S, Pattou F. Oral metformin transiently lowers post-prandial glucose response by reducing the apical expression of sodium-glucose co-transporter 1 in enterocytes. iScience 2023; 26:106057. [PMID: 36942050 PMCID: PMC10024157 DOI: 10.1016/j.isci.2023.106057] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/12/2022] [Revised: 12/18/2022] [Accepted: 01/20/2023] [Indexed: 01/26/2023] Open
Abstract
Metformin (MET) is the most prescribed antidiabetic drug, but its mechanisms of action remain elusive. Recent data point to the gut as MET's primary target. Here, we explored the effect of MET on the gut glucose transport machinery. Using human enterocytes (Caco-2/TC7 cells) in vitro, we showed that MET transiently reduced the apical density of sodium-glucose transporter 1 (SGLT1) and decreased the absorption of glucose, without changes in the mRNA levels of the transporter. Administered 1 h before a glucose challenge in rats (Wistar, GK), C57BL6 mice and mice pigs, oral MET reduced the post-prandial glucose response (PGR). This effect was abrogated in SGLT1-KO mice. MET also reduced the luminal clearance of 2-(18F)-fluoro-2-deoxy-D-glucose after oral administration in rats. In conclusion, oral metformin transiently lowers post-prandial glucose response by reducing the apical expression of SGLT1 in enterocytes, which may contribute to the clinical effects of the drug.
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Affiliation(s)
- Lorea Zubiaga
- University of Lille, Centre Hospitalier Universitaire de Lille, European Genomic Institute for Diabetes, Inserm UMR-1190, 59000 Lille, France
| | - Olivier Briand
- University of Lille, Inserm, Centre Hospitalier Universitaire de Lille, Institut Pasteur de Lille, U1011-EGID, 59000 Lille, France
| | - Florent Auger
- University of Lille, Preclinical Imaging Core Facility, 59000 Lille, France
| | - Veronique Touche
- University of Lille, Inserm, Centre Hospitalier Universitaire de Lille, Institut Pasteur de Lille, U1011-EGID, 59000 Lille, France
| | - Thomas Hubert
- University of Lille, Centre Hospitalier Universitaire de Lille, European Genomic Institute for Diabetes, Inserm UMR-1190, 59000 Lille, France
| | - Julien Thevenet
- University of Lille, Centre Hospitalier Universitaire de Lille, European Genomic Institute for Diabetes, Inserm UMR-1190, 59000 Lille, France
| | - Camille Marciniak
- University of Lille, Centre Hospitalier Universitaire de Lille, European Genomic Institute for Diabetes, Inserm UMR-1190, 59000 Lille, France
| | - Audrey Quenon
- University of Lille, Centre Hospitalier Universitaire de Lille, European Genomic Institute for Diabetes, Inserm UMR-1190, 59000 Lille, France
| | - Caroline Bonner
- University of Lille, Centre Hospitalier Universitaire de Lille, European Genomic Institute for Diabetes, Inserm UMR-1190, 59000 Lille, France
- Institut Pasteur de Lille, 59000 Lille, France
| | - Simon Peschard
- University of Lille, Inserm, Centre Hospitalier Universitaire de Lille, Institut Pasteur de Lille, U1011-EGID, 59000 Lille, France
| | - Violeta Raverdy
- University of Lille, Centre Hospitalier Universitaire de Lille, European Genomic Institute for Diabetes, Inserm UMR-1190, 59000 Lille, France
| | - Mehdi Daoudi
- University of Lille, Centre Hospitalier Universitaire de Lille, European Genomic Institute for Diabetes, Inserm UMR-1190, 59000 Lille, France
| | - Julie Kerr-Conte
- University of Lille, Centre Hospitalier Universitaire de Lille, European Genomic Institute for Diabetes, Inserm UMR-1190, 59000 Lille, France
| | - Gianni Pasquetti
- University of Lille, Centre Hospitalier Universitaire de Lille, European Genomic Institute for Diabetes, Inserm UMR-1190, 59000 Lille, France
| | - Hermann Koepsell
- Institute of Anatomy and Cell Biology, University of Würzburg, 97070 Würzburg, Germany
| | - Daniela Zdzieblo
- Institute of Anatomy and Cell Biology, University of Würzburg, 97070 Würzburg, Germany
| | - Markus Mühlemann
- Institute of Anatomy and Cell Biology, University of Würzburg, 97070 Würzburg, Germany
| | - Bernard Thorens
- University of Lausanne, Center for Integrative Genomics, Lausanne, Switzerland
| | - Nathalie D. Delzenne
- Université catholique de Louvain, Metabolism and Nutrition Research Group, Louvain Drug Research Institute, Brussels, Belgium
| | - Laure B. Bindels
- Université catholique de Louvain, Metabolism and Nutrition Research Group, Louvain Drug Research Institute, Brussels, Belgium
| | - Benoit Deprez
- University of Lille, Centre Hospitalier Universitaire de Lille, European Genomic Institute for Diabetes, Inserm UMR-1177, 59000 Lille, France
| | - Marie C. Vantyghem
- University of Lille, Centre Hospitalier Universitaire de Lille, European Genomic Institute for Diabetes, Inserm UMR-1190, 59000 Lille, France
| | - Blandine Laferrère
- Department of Medicine, New York Nutrition Obesity Research Center, Columbia University College of Physicians and Surgeons, New York, NY, USA
| | - Bart Staels
- University of Lille, Inserm, Centre Hospitalier Universitaire de Lille, Institut Pasteur de Lille, U1011-EGID, 59000 Lille, France
| | - Damien Huglo
- University of Lille, Preclinical Imaging Core Facility, 59000 Lille, France
| | - Sophie Lestavel
- University of Lille, Inserm, Centre Hospitalier Universitaire de Lille, Institut Pasteur de Lille, U1011-EGID, 59000 Lille, France
| | - François Pattou
- University of Lille, Centre Hospitalier Universitaire de Lille, European Genomic Institute for Diabetes, Inserm UMR-1190, 59000 Lille, France
- Corresponding author
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5
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Abdou A, Taha N, El-Ashmawy A, Elsayed E, Mahmoud K, Emara L. Pharmacodynamic assessment of gliclazide multiparticulate system: single-dose and multiple-dose studies. EGYPTIAN PHARMACEUTICAL JOURNAL 2022. [DOI: 10.4103/epj.epj_46_22] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/15/2022]
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6
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Shirasaka Y, Seki M, Hatakeyama M, Kurokawa Y, Uchiyama H, Takemura M, Yasugi Y, Kishimoto H, Tamai I, Wang J, Inoue K. Multiple Transport Mechanisms Involved in the Intestinal Absorption of Metformin: Impact on the Nonlinear Absorption Kinetics. J Pharm Sci 2022; 111:1531-1541. [DOI: 10.1016/j.xphs.2022.01.008] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/27/2021] [Revised: 01/07/2022] [Accepted: 01/07/2022] [Indexed: 01/11/2023]
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Favela-Mendoza AF, Fricke-Galindo I, Cuevas-Sánchez WF, Aguilar-Velázquez JA, Martínez-Cortés G, Rangel-Villalobos H. Population diversity of three variants of the SLC47A2 gene (MATE2-K transporter) in Mexican Mestizos and Native Americans. Mol Biol Rep 2021; 48:6343-6348. [PMID: 34383246 DOI: 10.1007/s11033-021-06628-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/22/2021] [Accepted: 08/05/2021] [Indexed: 11/25/2022]
Abstract
BACKGROUND MATE2-K is an efflux transporter protein of organic cation expressed mainly in the kidney and encoded by the SLC47A2 gene. Different variants of this gene have shown an impact on the pharmacokinetics of various drugs, including metformin, which represents one of the most widely used drugs in treating type 2 diabetes. The SLC47A2 gene variants have been scarcely studied in Mexican populations, especially in Native American groups. For this reason, we analyzed the distribution of the variants rs12943590, rs35263947, and rs9900497 within the SLC47A2 gene in 173 Native Americans (Tarahumara, Huichol, Maya, Puerépecha) and 182 Mestizos (admixed) individuals from Mexico. METHODS AND RESULTS Genotypes were determined through TaqMan probes (qPCR). The Hardy-Weinberg agreement was confirmed for all three SLC47A2 gene variants in all the Mexican populations analyzed. When worldwide populations were included for comparison purposes, for alleles and genotypes a relative interpopulation homogeneity was observed for rs35263947 (T allele; range 23.3-51.1%) and rs9900497 (T allele; range 18.6-40.9%). Conversely, heterogeneity was evident for rs12943590 (A allele, range 22.1-59.1%), where the most differentiated population was the Huichol, with high frequencies of the risk genotype associated with decreased response to metformin treatment (A/A = 40.9%). CONCLUSIONS Although the SLC47A2 gene variants allow predicting favorable response to the metformin treatment in Mexican populations, the probable high frequency of ineffectiveness should be discarded in Huichols.
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Affiliation(s)
- Alma Faviola Favela-Mendoza
- Instituto de Investigación en Genética Molecular, Centro Universitario de la Ciénega, Universidad de Guadalajara (CUCiénega-UdeG), Av. Universidad, No. 1115, Col. Lindavista, CP. 47810, Ocotlán, Jalisco, Mexico.
| | - Ingrid Fricke-Galindo
- HLA Laboratory, Instituto Nacional de Enfermedades Respiratorias Ismael Cosío Villega, Mexico City, Mexico
| | - Wendy Fernanda Cuevas-Sánchez
- Instituto de Investigación en Genética Molecular, Centro Universitario de la Ciénega, Universidad de Guadalajara (CUCiénega-UdeG), Av. Universidad, No. 1115, Col. Lindavista, CP. 47810, Ocotlán, Jalisco, Mexico
| | - José Alonso Aguilar-Velázquez
- Instituto de Investigación en Genética Molecular, Centro Universitario de la Ciénega, Universidad de Guadalajara (CUCiénega-UdeG), Av. Universidad, No. 1115, Col. Lindavista, CP. 47810, Ocotlán, Jalisco, Mexico
| | - Gabriela Martínez-Cortés
- Instituto de Investigación en Genética Molecular, Centro Universitario de la Ciénega, Universidad de Guadalajara (CUCiénega-UdeG), Av. Universidad, No. 1115, Col. Lindavista, CP. 47810, Ocotlán, Jalisco, Mexico
| | - Héctor Rangel-Villalobos
- Instituto de Investigación en Genética Molecular, Centro Universitario de la Ciénega, Universidad de Guadalajara (CUCiénega-UdeG), Av. Universidad, No. 1115, Col. Lindavista, CP. 47810, Ocotlán, Jalisco, Mexico.
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8
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Liu C, Cleton A, Sui Y, Liu Y, Li J, Yuan F, Sheng L, Xu H, Li X. Bioequivalence Evaluation Between Acarbose and Metformin Fixed-Dose Combination and Corresponding Individual Components in Healthy Chinese Male and Female Subjects. Clin Pharmacol Drug Dev 2021; 11:173-184. [PMID: 34255938 DOI: 10.1002/cpdd.994] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/26/2021] [Accepted: 06/08/2021] [Indexed: 11/09/2022]
Abstract
Acarbose and metformin have been recommended both as monotherapy and add-on therapy in type 2 diabetes mellitus. A novel fixed-dose combination (FDC) of acarbose and metformin has been developed to improve compliance and patient adherence to therapy. The current study investigated the bioequivalence (BE) between acarbose/metformin FDC (50 mg/500 mg) with corresponding loose combination of individual components under fasting conditions in healthy Chinese male and female subjects, using a randomized, 2-period, 2-way crossover study design. Pharmacodynamic parameters of serum glucose ratio between treatment day and baseline (ratio of maximum concentration [Cmax ], day 1/Cmax , day -1 and ratio of area under the concentration-time curve [AUC] from time 0 to 4 hours, day 1/AUC from time 0 to 4 hours, day -1) were used as the primary variables to evaluate BE of acarbose. Pharmacokinetic parameters Cmax , AUC from time 0 to the last data point greater than the lower limit of quantification, and AUC were used to evaluate BE of metformin. The results showed that the 90% confidence intervals of the ratios of all primary target variables including ratio of Cmax , day 1/Cmax , day -1 and ratio of AUC from time 0 to 4 hours, day 1/AUC from time 0 to 4 hours, day -1 for acarbose, and Cmax , AUC from time 0 to the last data point greater than the lower limit of quantification, and AUC for metformin all fell within the acceptance limits of 0.8 to 1.25. Thus, BE between 50-mg acarbose and 500-mg metformin as an FDC and loose combination was established. Furthermore, different kinds of exploratory pharmacodynamic parameters (based on either serum glucose or insulin) including several newly proposed parameters were also investigated for acarbose BE evaluation in this study, and inconsistent results were observed.
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Affiliation(s)
- Chao Liu
- Department of Clinical Pharmacology, Zhongshan Hospital, Fudan University, Shanghai, China
| | - Adriaan Cleton
- Translational Sciences Asia, Research & Development Beijing, Pharmaceuticals, Bayer Healthcare Co. Ltd., Beijing, China
| | - Yubin Sui
- Translational Sciences Asia, Research & Development Beijing, Pharmaceuticals, Bayer Healthcare Co. Ltd., Beijing, China
| | - Yuwang Liu
- Translational Sciences Asia, Research & Development Beijing, Pharmaceuticals, Bayer Healthcare Co. Ltd., Beijing, China
| | - Jinyi Li
- Data Sciences & Analytics Beijing, Research & Development Beijing, Pharmaceuticals, Bayer Healthcare Co. Ltd., Beijing, China
| | - Fei Yuan
- Department of Clinical Pharmacology, Zhongshan Hospital, Fudan University, Shanghai, China
| | - Lei Sheng
- Department of Clinical Pharmacology, Zhongshan Hospital, Fudan University, Shanghai, China
| | - Hongrong Xu
- Department of Clinical Pharmacology, Zhongshan Hospital, Fudan University, Shanghai, China
| | - Xuening Li
- Department of Clinical Pharmacology, Zhongshan Hospital, Fudan University, Shanghai, China
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9
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Kim E, Kim AH, Lee Y, Ji SC, Cho JY, Yu KS, Chung JY. Effects of vancomycin-induced gut microbiome alteration on the pharmacodynamics of metformin in healthy male subjects. Clin Transl Sci 2021; 14:1955-1966. [PMID: 33982376 PMCID: PMC8504811 DOI: 10.1111/cts.13051] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/08/2021] [Revised: 03/30/2021] [Accepted: 04/08/2021] [Indexed: 12/14/2022] Open
Abstract
Metformin is a major treatment for type 2 diabetes. This study was conducted to investigate the impact of gut microbiome dysbiosis on the pharmacokinetics and antihyperglycemic effects of metformin. Healthy adult males aged 19-45 years with no defecation abnormalities were recruited for this 4-period clinical study: baseline; post-metformin (i.e., multiple oral doses of 1000 mg metformin on days 1-4); post-vancomycin (i.e., multiple oral doses of 500 mg vancomycin on days 11-17 inducing gut microbiome changes); and post-metformin + vancomycin (i.e., multiple oral doses of 1000 mg metformin on days 16-19). In each period, serum glucose and insulin concentrations following an oral glucose tolerance test, fecal samples for gut microbiome composition, and safety data were obtained. Following metformin dosing, plasma and urine samples for pharmacokinetics were collected. Nine subjects completed the study. The pharmacokinetics of metformin remained unchanged, and the antihyperglycemic effect was significantly decreased after vancomycin administration (p value = 0.039), demonstrating the weak relationship between the pharmacokinetics and pharmacodynamics of metformin. Relative abundances of some genus were changed after vancomycin administration, and tended to correlate with the antihyperglycemic effects of metformin (p value = 0.062 for Erysipelatoclostridium; p value = 0.039 for Enterobacter; and p value = 0.086 for Faecalibacterium). Adverse events occurred in all subjects and were resolved without sequelae. In conclusion, a decrease in the antihyperglycemic effect of metformin was observed after concomitant administration with vancomycin, without changes in metformin pharmacokinetics. The antihyperglycemic effect was tended to correlate with the relative abundance of several genus, suggesting that the effect of metformin is partly attributable to the gut microbiome (ClinicalTrials.gov, NCT03809260).
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Affiliation(s)
- Eunwoo Kim
- Department of Clinical Pharmacology and Therapeutics, Seoul National University College of Medicine and Hospital, Seoul, South Korea
| | - Andrew Hyoungjin Kim
- Department of Clinical Pharmacology and Therapeutics, Seoul National University College of Medicine and Hospital, Seoul, South Korea
| | - Yujin Lee
- Department of Clinical Pharmacology and Therapeutics, Seoul National University College of Medicine and Hospital, Seoul, South Korea
| | - Sang Chun Ji
- Department of Clinical Pharmacology and Therapeutics, Seoul National University College of Medicine and Hospital, Seoul, South Korea
| | - Joo-Youn Cho
- Department of Clinical Pharmacology and Therapeutics, Seoul National University College of Medicine and Hospital, Seoul, South Korea.,Department of Biomedical Sciences, Seoul National University College of Medicine and Hospital, Seoul, South Korea
| | - Kyung-Sang Yu
- Department of Clinical Pharmacology and Therapeutics, Seoul National University College of Medicine and Hospital, Seoul, South Korea.,Department of Biomedical Sciences, Seoul National University College of Medicine and Hospital, Seoul, South Korea
| | - Jae-Yong Chung
- Department of Clinical Pharmacology and Therapeutics, Seoul National University College of Medicine and Bundang Hospital, Seongnam, South Korea
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10
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Physiologically based metformin pharmacokinetics model of mice and scale-up to humans for the estimation of concentrations in various tissues. PLoS One 2021; 16:e0249594. [PMID: 33826656 PMCID: PMC8026019 DOI: 10.1371/journal.pone.0249594] [Citation(s) in RCA: 20] [Impact Index Per Article: 6.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/21/2020] [Accepted: 03/20/2021] [Indexed: 01/06/2023] Open
Abstract
Metformin is the primary drug for type 2 diabetes treatment and a promising candidate for other disease treatment. It has significant deviations between individuals in therapy efficiency and pharmacokinetics, leading to the administration of an unnecessary overdose or an insufficient dose. There is a lack of data regarding the concentration-time profiles in various human tissues that limits the understanding of pharmacokinetics and hinders the development of precision therapies for individual patients. The physiologically based pharmacokinetic (PBPK) model developed in this study is based on humans’ known physiological parameters (blood flow, tissue volume, and others). The missing tissue-specific pharmacokinetics parameters are estimated by developing a PBPK model of metformin in mice where the concentration time series in various tissues have been measured. Some parameters are adapted from human intestine cell culture experiments. The resulting PBPK model for metformin in humans includes 21 tissues and body fluids compartments and can simulate metformin concentration in the stomach, small intestine, liver, kidney, heart, skeletal muscle adipose, and brain depending on the body weight, dose, and administration regimen. Simulations for humans with a bodyweight of 70kg have been analyzed for doses in the range of 500-1500mg. Most tissues have a half-life (T1/2) similar to plasma (3.7h) except for the liver and intestine with shorter T1/2 and muscle, kidney, and red blood cells that have longer T1/2. The highest maximal concentrations (Cmax) turned out to be in the intestine (absorption process) and kidney (excretion process), followed by the liver. The developed metformin PBPK model for mice does not have a compartment for red blood cells and consists of 20 compartments. The developed human model can be personalized by adapting measurable values (tissue volumes, blood flow) and measuring metformin concentration time-course in blood and urine after a single dose of metformin. The personalized model can be used as a decision support tool for precision therapy development for individuals.
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Baeza-Flores GDC, Guzmán-Priego CG, Parra-Flores LI, Murbartián J, Torres-López JE, Granados-Soto V. Metformin: A Prospective Alternative for the Treatment of Chronic Pain. Front Pharmacol 2020; 11:558474. [PMID: 33178015 PMCID: PMC7538784 DOI: 10.3389/fphar.2020.558474] [Citation(s) in RCA: 22] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/05/2020] [Accepted: 09/02/2020] [Indexed: 12/15/2022] Open
Abstract
Metformin (biguanide) is a drug widely used for the treatment of type 2 diabetes. This drug has been used for 60 years as a highly effective antihyperglycemic agent. The search for the mechanism of action of metformin has produced an enormous amount of research to explain its effects on gluconeogenesis, protein metabolism, fatty acid oxidation, oxidative stress, glucose uptake, autophagy and pain, among others. It was only up the end of the 1990s and beginning of this century that some of its mechanisms were revealed. Metformin induces its beneficial effects in diabetes through the activation of a master switch kinase named AMP-activated protein kinase (AMPK). Two upstream kinases account for the physiological activation of AMPK: liver kinase B1 and calcium/calmodulin-dependent protein kinase kinase 2. Once activated, AMPK inhibits the mechanistic target of rapamycin complex 1 (mTORC1), which in turn avoids the phosphorylation of p70 ribosomal protein S6 kinase 1 and phosphatidylinositol 3-kinase/protein kinase B signaling pathways and reduces cap-dependent translation initiation. Since metformin is a disease-modifying drug in type 2 diabetes, which reduces the mTORC1 signaling to induce its effects on neuronal plasticity, it was proposed that these mechanisms could also explain the antinociceptive effect of this drug in several models of chronic pain. These studies have highlighted the efficacy of this drug in chronic pain, such as that from neuropathy, insulin resistance, diabetic neuropathy, and fibromyalgia-type pain. Mounting evidence indicates that chronic pain may induce anxiety, depression and cognitive impairment in rodents and humans. Interestingly, metformin is able to reverse some of these consequences of pathological pain in rodents. The purpose of this review was to analyze the current evidence about the effects of metformin in chronic pain and three of its comorbidities (anxiety, depression and cognitive impairment).
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Affiliation(s)
- Guadalupe Del Carmen Baeza-Flores
- Laboratorio de Mecanismos de Dolor, División Académica de Ciencias de la Salud, Universidad Juárez Autónoma de Tabasco, Villahermosa, Mexico
| | - Crystell Guadalupe Guzmán-Priego
- Laboratorio de Mecanismos de Dolor, División Académica de Ciencias de la Salud, Universidad Juárez Autónoma de Tabasco, Villahermosa, Mexico
| | - Leonor Ivonne Parra-Flores
- Laboratorio de Mecanismos de Dolor, División Académica de Ciencias de la Salud, Universidad Juárez Autónoma de Tabasco, Villahermosa, Mexico
| | - Janet Murbartián
- Departamento de Farmacobiología, Cinvestav, South Campus, Mexico City, Mexico
| | - Jorge Elías Torres-López
- Laboratorio de Mecanismos de Dolor, División Académica de Ciencias de la Salud, Universidad Juárez Autónoma de Tabasco, Villahermosa, Mexico.,Departamento de Anestesiología, Hospital Regional de Alta Especialidad "Dr. Juan Graham Casasús", Villahermosa, Mexico
| | - Vinicio Granados-Soto
- Neurobiology of Pain Laboratory, Departamento de Farmacobiología, Cinvestav, South Campus, Mexico City, Mexico
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Kuhlmann I, Arnspang Pedersen S, Skov Esbech P, Bjerregaard Stage T, Hougaard Christensen MM, Brøsen K. Using a limited sampling strategy to investigate the interindividual pharmacokinetic variability in metformin: A large prospective trial. Br J Clin Pharmacol 2020; 87:1963-1969. [PMID: 33118168 DOI: 10.1111/bcp.14591] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/07/2020] [Revised: 09/10/2020] [Accepted: 09/27/2020] [Indexed: 01/26/2023] Open
Abstract
AIMS Recently a limited sampling strategy (LSS) for determination of metformin' pharmacokinetics was developed. The LSS utilizes the plasma concentration of metformin 3 and 10 hours after oral intake of a single dose to estimate the area under the concentration-time curve up to 24 hours (AUC0-24h ). The main purpose of this study was to support the feasibility of this strategy in a large prospective trial. METHODS Volunteers orally ingested two 500-mg tablets of metformin hydrochloride. A blood sample was drawn three and ten hours after the ingestion. Urine was collected for 0-10 and 10-24 hours and urine volumes recorded. The AUC0-24h was calculated using the equation AUC0-24h = 4.779 * C3 + 13.174 * C10 . Additionally, all participants were genotyped for the single-nucleotide polymorphism A270S in OCT2, g.-66 T > C in MATE1, R61C, G465R, G401S and the deletion M420del in OCT1. RESULTS In total, 212 healthy volunteers participated. The median (25th - 75th interquartile range) AUC0 - 24h , CLrenal , C3 and C10 , were 10 600 (8470-12 500) ng* hr* mL-1 , 29 (24-34) L* hour-1 , 1460 (1180-1770) and 260 (200-330) ng* mL-1 , respectively, which is in agreement with our previous results. GFRi was correlated with metformin AUC and CLrenal (P < .001). As expected, we found a great pharmacokinetic interindividual variability among the volunteers and no effect of the OCT1 genotype on the AUC0 - 24h . We were unable to reproduce our previous finding of a gene-gene interaction (OCT2 and MATE1) effect on CLrenal in this cohort. CONCLUSION This study further supports the use of the 2-point LSS algorithm in large pharmacokinetic trials.
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Affiliation(s)
- Ida Kuhlmann
- Clinical Pharmacology and Pharmacy, Department of Public Health, University of Southern Denmark, Odense, Denmark
| | | | - Peter Skov Esbech
- Department of Clinical Biochemistry and Pharmacology, Odense University Hospital, Odense, Denmark
| | - Tore Bjerregaard Stage
- Clinical Pharmacology and Pharmacy, Department of Public Health, University of Southern Denmark, Odense, Denmark
| | - Mette Marie Hougaard Christensen
- Department of Clinical Biochemistry and Pharmacology, Odense University Hospital, Odense, Denmark.,Department of Clinical Research, University of Southern Denmark, Odense, Denmark
| | - Kim Brøsen
- Clinical Pharmacology and Pharmacy, Department of Public Health, University of Southern Denmark, Odense, Denmark.,OPEN, Odense Patient data Explorative Network, Odense University Hospital, Odense, Denmark
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13
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Pharmacology of metformin - An update. Eur J Pharmacol 2019; 865:172782. [PMID: 31705902 DOI: 10.1016/j.ejphar.2019.172782] [Citation(s) in RCA: 38] [Impact Index Per Article: 7.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/28/2019] [Revised: 10/24/2019] [Accepted: 11/04/2019] [Indexed: 02/06/2023]
Abstract
Despite being a successful diabetes type 2 drug for more than a half-century in Europe, the mode of action of metformin is still debated. It is the purpose of this review to inform the reader about most recent findings for metformin with respect to its antidiabetic activity as well as proposed benefits beyond glucose control in humans. Clinical evidence now suggests that most of metformin benefits originate from its actions in the gut, involving hormone signaling by glucagon-like peptide 1 and peptide YY. Growth differentiation factor 15, also mainly produced in the gut, was first identified as a biomarker for metformin use but is now suggested to play a significant role in e.g. weight loss of prediabetics. The pharmacokinetics of the drug in humans as basis for pharmacodynamics, resulting in high tissue levels of the intestinal wall, including the colon, proven by biopsies, is presented. A critical survey of metformin actions on mitochondria, increasing the AMP/ATP ratio but also acting as a mild uncoupler, and of postulated new cellular targets (lysosomes) is included.
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Zilov AV, Abdelaziz SI, AlShammary A, Al Zahrani A, Amir A, Assaad Khalil SH, Brand K, Elkafrawy N, Hassoun AA, Jahed A, Jarrah N, Mrabeti S, Paruk I. Mechanisms of action of metformin with special reference to cardiovascular protection. Diabetes Metab Res Rev 2019; 35:e3173. [PMID: 31021474 PMCID: PMC6851752 DOI: 10.1002/dmrr.3173] [Citation(s) in RCA: 46] [Impact Index Per Article: 9.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/30/2018] [Revised: 04/01/2019] [Accepted: 04/18/2019] [Indexed: 12/17/2022]
Abstract
Management guidelines continue to identify metformin as initial pharmacologic antidiabetic therapy of choice for people with type 2 diabetes without contraindications, despite recent randomized trials that have demonstrated significant improvements in cardiovascular outcomes with newer classes of antidiabetic therapies. The purpose of this review is to summarize the current state of knowledge of metformin's therapeutic actions on blood glucose and cardiovascular clinical evidence and to consider the mechanisms that underlie them. The effects of metformin on glycaemia occur mainly in the liver, but metformin-stimulated glucose disposal by the gut has emerged as an increasingly import site of action of metformin. Additionally, metformin induces increased secretion of GLP-1 from intestinal L-cells. Clinical cardiovascular protection with metformin is supported by three randomized outcomes trials (in newly diagnosed and late stage insulin-treated type 2 diabetes patients) and a wealth of observational data. Initial evidence suggests that cotreatment with metformin may enhance the impact of newer incretin-based therapies on cardiovascular outcomes, an important observation as metformin can be combined with any other antidiabetic agent. Multiple potential mechanisms support the concept of cardiovascular protection with metformin beyond those provided by reduced blood glucose, including weight loss, improvements in haemostatic function, reduced inflammation, and oxidative stress, and inhibition of key steps in the process of atherosclerosis. Accordingly, metformin remains well placed to support improvements in cardiovascular outcomes, from diagnosis and throughout the course of type 2 diabetes, even in this new age of improved outcomes in type 2 diabetes.
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Affiliation(s)
- Alexey V. Zilov
- Department of EndocrinologySechenov's First Moscow State Medical UniversityMoscowRussia
| | | | - Afaf AlShammary
- Diabetes Center, Department of MedicineKing Abdulaziz Medical CityRiyadhKingdom of Saudi Arabia
| | - Ali Al Zahrani
- Department of Medicine, Molecular Endocrinology Section, Department of Molecular Oncology, Research CenterKing Faisal Specialist Hospital & Research CentreRiyadhKingdom of Saudi Arabia
| | - Ashraf Amir
- Department of Family MedicineInternational Medical CenterJeddahKingdom of Saudi Arabia
| | - Samir Helmy Assaad Khalil
- Department of Internal Medicine, Unit of Diabetology, Lipidology & Metabolism, Alexandria Faculty of MedicineAlexandria UniversityAlexandriaEgypt
| | - Kerstin Brand
- Global Medical AffairsMerck Healthcare KGaADarmstadtGermany
| | - Nabil Elkafrawy
- Diabetes and Endocrinology UnitMenoufia UniversityAl MinufyaEgypt
| | | | - Adel Jahed
- Gabric Diabetes Education Association, Tehran, Iran and Consultant EndocrinologistTehran General HospitalTehranIran
| | - Nadim Jarrah
- Internal Medicine DepartmentThe Specialty HospitalAmmanJordan
| | - Sanaa Mrabeti
- General Medicine and EndocrinologyMedical Affairs EMEA Merck Serono Middle East FZ‐LLCDubaiUnited Arab Emirates
| | - Imran Paruk
- Department of Diabetes and Endocrinology, Nelson R Mandela School of MedicineUniversity of KwaZulu‐NatalDurbanSouth Africa
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Abstract
Diabetes is a common complication of pregnancy associated with both short- and long-term adverse maternal and offspring effects. All types of diabetes in pregnancy are increasing in prevalence. Treatment of diabetes in pregnancy, targeting glycemic control, improves both maternal and offspring outcomes, albeit imperfectly for many women. Pharmacologic treatment recommendations differ between pregestational and gestational diabetes. Improved treatment of diabetes in pregnancy will need to consider maternal disease heterogeneity and comorbidities as well as long-term offspring outcomes. In this review, the authors summarize recent clinical studies to highlight established pharmacologic treatments for diabetes in pregnancy and provide suggestions for further research.
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Affiliation(s)
- Maisa N Feghali
- Department of Obstetrics, Gynecology and Reproductive Sciences, Magee Women's Research Institute, University of Pittsburgh School of Medicine, 300 Halket Street, Pittsburgh, PA 15213, USA.
| | - Jason G Umans
- Department of Medicine, Georgetown-Howard Universities Center for Clinical and Translational Science, Georgetown University, 3800 Reservoir Rd NW, Washington, DC 20007, USA; Department of Obstetrics and Gynecology, Georgetown-Howard Universities Center for Clinical and Translational Science, Georgetown University, 3800 Reservoir Rd NW, Washington, DC 20007, USA
| | - Patrick M Catalano
- Maternal Infant Research Institute, Obstetrics and Gynecology Research, Tufts University School of Medicine, Friedman School of Nutrition Science and Policy, 800 Washington Street, Box 394, Boston, MA 02111, USA
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Glossmann HH, Lutz OMD. Commentary: Lactate-Induced Glucose Output Is Unchanged by Metformin at a Therapeutic Concentration-A Mass Spectrometry Imaging Study of the Perfused Rat Liver. Front Pharmacol 2019; 10:90. [PMID: 30837871 PMCID: PMC6389785 DOI: 10.3389/fphar.2019.00090] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/06/2018] [Accepted: 01/23/2019] [Indexed: 11/17/2022] Open
Affiliation(s)
- Hartmut H Glossmann
- Institute for Biochemical Pharmacology, Medical University of Innsbruck, Innsbruck, Austria
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Jacob S, Dötsch A, Knoll S, Köhler HR, Rogall E, Stoll D, Tisler S, Huhn C, Schwartz T, Zwiener C, Triebskorn R. Does the antidiabetic drug metformin affect embryo development and the health of brown trout ( Salmo trutta f. fario)? ENVIRONMENTAL SCIENCES EUROPE 2018; 30:48. [PMID: 30595998 PMCID: PMC6290717 DOI: 10.1186/s12302-018-0179-4] [Citation(s) in RCA: 18] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/24/2018] [Accepted: 11/24/2018] [Indexed: 05/03/2023]
Abstract
BACKGROUND Due to the rising number of type 2 diabetes patients, the antidiabetic drug, metformin is currently among those pharmaceuticals with the highest consumption rates worldwide. Via sewage-treatment plants, metformin enters surface waters where it is frequently detected in low concentrations (µg/L). Since possible adverse effects of this substance in aquatic organisms have been insufficiently explored to date, the aim of this study was to investigate the impact of metformin on health and development in brown trout (Salmo trutta f. fario) and its microbiome. RESULTS Brown trout embryos were exposed to 0, 1, 10, 100 and 1000 µg/L metformin over a period from 48 days post fertilisation (dpf) until 8 weeks post-yolk sac consumption at 7 °C (156 dpf) and 11 °C (143 dpf). Chemical analyses in tissues of exposed fish showed the concentration-dependent presence of metformin in the larvae. Mortality, embryonic development, body length, liver tissue integrity, stress protein levels and swimming behaviour were not influenced. However, compared to the controls, the amount of hepatic glycogen was higher in larvae exposed to metformin, especially in fish exposed to the lowest metformin concentration of 1 µg/L, which is environmentally relevant. At higher metformin concentrations, the glycogen content in the liver showed a high variability, especially for larvae exposed to 1000 µg/L metformin. Furthermore, the body weight of fish exposed to 10 and 100 µg/L metformin at 7 °C and to 1 µg/L metformin at 11 °C was decreased compared with the respective controls. The results of the microbiome analyses indicated a shift in the bacteria distribution in fish exposed to 1 and 10 µg/L metformin at 7 °C and to 100 µg/L metformin at 11 °C, leading to an increase of Proteobacteria and a reduction of Firmicutes and Actinobacteria. CONCLUSIONS Overall, weight reduction and the increased glycogen content belong to the described pharmaceutical effects of the drug in humans, but this study showed that they also occur in brown trout larvae. The impact of a shift in the intestinal microbiome caused by metformin on the immune system and vitality of the host organism should be the subject of further research before assessing the environmental relevance of the pharmaceutical.
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Affiliation(s)
- Stefanie Jacob
- Animal Physiological Ecology, University of Tübingen, Auf der Morgenstelle 5, 72076 Tübingen, Germany
| | - Andreas Dötsch
- Department of Physiology and Biochemistry of Nutrition, Max Rubner-Institut, Haid-und-Neu-Straße 9, 76131 Karlsruhe, Germany
- Interface Microbiology, Karlsruhe Institute of Technology, Hermann-von-Helmholtz-Platz 1, 76344 Eggenstein-Leopoldshafen, Germany
| | - Sarah Knoll
- Effect-based Environmental Analysis, University of Tübingen, Auf der Morgenstelle 18, 72076 Tübingen, Germany
| | - Heinz-R. Köhler
- Animal Physiological Ecology, University of Tübingen, Auf der Morgenstelle 5, 72076 Tübingen, Germany
| | - Eike Rogall
- Interface Microbiology, Karlsruhe Institute of Technology, Hermann-von-Helmholtz-Platz 1, 76344 Eggenstein-Leopoldshafen, Germany
| | - Dominic Stoll
- Department of Safety and Quality of Fruit and Vegetables, Max Rubner-Institut, Haid-und-Neu-Straße 9, 76131 Karlsruhe, Germany
| | - Selina Tisler
- Environmental Analytical Chemistry, University of Tübingen, Hölderlinstr.12, 72074 Tübingen, Germany
| | - Carolin Huhn
- Effect-based Environmental Analysis, University of Tübingen, Auf der Morgenstelle 18, 72076 Tübingen, Germany
| | - Thomas Schwartz
- Interface Microbiology, Karlsruhe Institute of Technology, Hermann-von-Helmholtz-Platz 1, 76344 Eggenstein-Leopoldshafen, Germany
| | - Christian Zwiener
- Environmental Analytical Chemistry, University of Tübingen, Hölderlinstr.12, 72074 Tübingen, Germany
| | - Rita Triebskorn
- Animal Physiological Ecology, University of Tübingen, Auf der Morgenstelle 5, 72076 Tübingen, Germany
- Steinbeis Transfer Center for Ecotoxicology and Ecophysiology, Blumenstr. 13, 72108 Rottenburg, Germany
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