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Zhai Q, van der Lee M, van Gelder T, Swen JJ. Why We Need to Take a Closer Look at Genetic Contributions to CYP3A Activity. Front Pharmacol 2022; 13:912618. [PMID: 35784699 PMCID: PMC9243486 DOI: 10.3389/fphar.2022.912618] [Citation(s) in RCA: 15] [Impact Index Per Article: 7.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/05/2022] [Accepted: 05/30/2022] [Indexed: 11/13/2022] Open
Abstract
Cytochrome P450 3A (CYP3A) subfamily enzymes are involved in the metabolism of 40% of drugs in clinical use. Twin studies have indicated that 66% of the variability in CYP3A4 activity is hereditary. Yet, the complexity of the CYP3A locus and the lack of distinct drug metabolizer phenotypes has limited the identification and clinical application of CYP3A genetic variants compared to other Cytochrome P450 enzymes. In recent years evidence has emerged indicating that a substantial part of the missing heritability is caused by low frequency genetic variation. In this review, we outline the current pharmacogenomics knowledge of CYP3A activity and discuss potential future directions to improve our genetic knowledge and ability to explain CYP3A variability.
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2
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Meng CL, Zhao W, Zhong DN. Epigenetics and microRNAs in UGT1As. Hum Genomics 2021; 15:30. [PMID: 34034810 PMCID: PMC8147421 DOI: 10.1186/s40246-021-00331-6] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/16/2020] [Accepted: 05/10/2021] [Indexed: 11/10/2022] Open
Abstract
UDP-glucuronosyltransferases (UGTs) are the main phase II drug-metabolizing enzymes mediating the most extensive glucuronidation-binding reaction in the human body. The UGT1A family is involved in more than half of glucuronidation reactions. However, significant differences exist in the distribution of UGT1As in vivo and the expression of UGT1As among individuals, and these differences are related to the occurrence of disease and differences in metabolism. In addition to genetic polymorphisms, there is now interest in the contribution of epigenetics and noncoding RNAs (especially miRNAs) to this differential change. Epigenetics regulates UGT1As pretranscriptionally through DNA methylation and histone modification, and miRNAs are considered the key mechanism of posttranscriptional regulation of UGT1As. Both epigenetic inheritance and miRNAs are involved in the differences in sex expression and in vivo distribution of UGT1As. Moreover, epigenetic changes early in life have been shown to affect gene expression throughout life. Here, we review and summarize the current regulatory role of epigenetics in the UGT1A family and discuss the relationship among epigenetics and UGT1A-related diseases and treatment, with references for future research.
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Affiliation(s)
- Cui-Lan Meng
- Department of Pediatrics, The First Affiliated Hospital of Guangxi Medical University, No. 6 Shuangyong Road, Nanning City, Guangxi, China
| | - Wei Zhao
- Department of Pediatrics, The First Affiliated Hospital of Guangxi Medical University, No. 6 Shuangyong Road, Nanning City, Guangxi, China
| | - Dan-Ni Zhong
- Department of Pediatrics, The First Affiliated Hospital of Guangxi Medical University, No. 6 Shuangyong Road, Nanning City, Guangxi, China.
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3
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Banerjee A, Mukherjee S, Maji BK. Worldwide flavor enhancer monosodium glutamate combined with high lipid diet provokes metabolic alterations and systemic anomalies: An overview. Toxicol Rep 2021; 8:938-961. [PMID: 34026558 PMCID: PMC8120859 DOI: 10.1016/j.toxrep.2021.04.009] [Citation(s) in RCA: 34] [Impact Index Per Article: 11.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/24/2020] [Revised: 04/20/2021] [Accepted: 04/25/2021] [Indexed: 12/13/2022] Open
Abstract
Flavor enhancing high lipid diet acts as silent killer. Monosodium glutamate mixed with high lipid diet alters redox-status. Monosodium glutamate mixed with high lipid diet induces systemic anomalies.
In this fast-food era, people depend on ready-made foods and engage in minimal physical activities that ultimately change their food habits. Majorities of such foods have harmful effects on human health due to higher percentages of saturated fatty acids, trans-fatty acids, and hydrogenated fats in the form of high lipid diet (HLD). Moreover, food manufacturers add monosodium glutamate (MSG) to enhance the taste and palatability of the HLD. Both MSG and HLD induce the generation of reactive oxygen species (ROS) and thereby alter the redox-homeostasis to cause systemic damage. However, MSG mixed HLD (MH) consumption leads to dyslipidemia, silently develops non-alcoholic fatty liver disease followed by metabolic alterations and systemic anomalies, even malignancies, via modulating different signaling pathways. This comprehensive review formulates health care strategies to create global awareness about the harmful impact of MH on the human body and recommends the daily consumption of more natural foods rich in antioxidants instead of toxic ingredients to counterbalance the MH-induced systemic anomalies.
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de Jong LM, Jiskoot W, Swen JJ, Manson ML. Distinct Effects of Inflammation on Cytochrome P450 Regulation and Drug Metabolism: Lessons from Experimental Models and a Potential Role for Pharmacogenetics. Genes (Basel) 2020; 11:genes11121509. [PMID: 33339226 PMCID: PMC7766585 DOI: 10.3390/genes11121509] [Citation(s) in RCA: 59] [Impact Index Per Article: 14.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/13/2020] [Revised: 12/07/2020] [Accepted: 12/14/2020] [Indexed: 12/18/2022] Open
Abstract
Personalized medicine strives to optimize drug treatment for the individual patient by taking into account both genetic and non-genetic factors for drug response. Inflammation is one of the non-genetic factors that has been shown to greatly affect the metabolism of drugs—primarily through inhibition of cytochrome P450 (CYP450) drug-metabolizing enzymes—and hence contribute to the mismatch between the genotype predicted drug response and the actual phenotype, a phenomenon called phenoconversion. This review focuses on inflammation-induced drug metabolism alterations. In particular, we discuss the evidence assembled through human in-vitro models on the effect of inflammatory mediators on clinically relevant CYP450 isoform levels and their metabolizing capacity. We also present an overview of the current understanding of the mechanistic pathways via which inflammation in hepatocytes may modulate hepatic functions that are critical for drug metabolism. Furthermore, since large inter-individual variability in response to inflammation is observed in human in-vitro models and clinical studies, we evaluate the potential role of pharmacogenetic variability in the inflammatory signaling cascade and how this can modulate the outcome of inflammation on drug metabolism and response.
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Affiliation(s)
- Laura M. de Jong
- Division of BioTherapeutics, Leiden Academic Centre for Drug Research (LACDR), Leiden University, 2333 CC Leiden, The Netherlands; (L.M.d.J.); (W.J.)
| | - Wim Jiskoot
- Division of BioTherapeutics, Leiden Academic Centre for Drug Research (LACDR), Leiden University, 2333 CC Leiden, The Netherlands; (L.M.d.J.); (W.J.)
| | - Jesse J. Swen
- Department of Clinical Pharmacy & Toxicology, Leiden University Medical Center (LUMC), 2333 ZA Leiden, The Netherlands;
- Leiden Network for Personalised Therapeutics, Leiden University Medical Center, 2333 ZA Leiden, The Netherlands
| | - Martijn L. Manson
- Division of BioTherapeutics, Leiden Academic Centre for Drug Research (LACDR), Leiden University, 2333 CC Leiden, The Netherlands; (L.M.d.J.); (W.J.)
- Leiden Network for Personalised Therapeutics, Leiden University Medical Center, 2333 ZA Leiden, The Netherlands
- Correspondence:
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5
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Chen S, Wu Q, Li X, Li D, Fan M, Ren Z, Bryant M, Mei N, Ning B, Guo L. The role of hepatic cytochrome P450s in the cytotoxicity of sertraline. Arch Toxicol 2020; 94:2401-2411. [PMID: 32372212 DOI: 10.1007/s00204-020-02753-y] [Citation(s) in RCA: 15] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/16/2020] [Accepted: 04/16/2020] [Indexed: 12/19/2022]
Abstract
Sertraline, an antidepressant, is commonly used to manage mental health symptoms related to depression, anxiety disorders, and obsessive-compulsive disorder. The use of sertraline has been associated with rare but severe hepatotoxicity. Previous research demonstrated that mitochondrial dysfunction, apoptosis, and endoplasmic reticulum stress were involved in sertraline-associated cytotoxicity. In this study, we reported that after a 24-h treatment in HepG2 cells, sertraline caused cytotoxicity, suppressed topoisomerase I and IIα, and damaged DNA in a concentration-dependent manner. We also investigated the role of cytochrome P450 (CYP)-mediated metabolism in sertraline-induced toxicity using our previously established HepG2 cell lines individually expressing 14 CYPs (1A1, 1A2, 1B1, 2A6, 2B6, 2C8, 2C9, 2C18, 2C19, 2D6, 2E1, 3A4, 3A5, and 3A7). We demonstrated that CYP2D6, 2C19, 2B6, and 2C9 metabolize sertraline, and sertraline-induced cytotoxicity was significantly decreased in the cells expressing these CYPs. Western blot analysis demonstrated that the induction of ɣH2A.X (a hallmark of DNA damage) and topoisomerase inhibition were partially reversed in CYP2D6-, 2C19-, 2B6-, and 2C9-overexpressing HepG2 cells. These data indicate that DNA damage and topoisomerase inhibition are involved in sertraline-induced cytotoxicity and that CYPs-mediated metabolism plays a role in decreasing the toxicity of sertraline.
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Affiliation(s)
- Si Chen
- Divisions of Biochemical Toxicology, National Center for Toxicological Research (NCTR)/U.S. Food and Drug Administration (FDA), Jefferson, AR, 72079, USA.
| | - Qiangen Wu
- Divisions of Biochemical Toxicology, National Center for Toxicological Research (NCTR)/U.S. Food and Drug Administration (FDA), Jefferson, AR, 72079, USA
| | - Xilin Li
- Genetic and Molecular Toxicology, National Center for Toxicological Research (NCTR)/U.S. Food and Drug Administration (FDA), Jefferson, AR, 72079, USA
| | - Dongying Li
- Bioinformatics and Biostatistics, HFT-110, National Center for Toxicological Research (NCTR)/U.S. Food and Drug Administration (FDA), 3900 NCTR Road, Jefferson, AR, 72079, USA
| | - Michelle Fan
- Life Health and Medical Sciences, Brown University, Providence, RI, 02912, USA
| | - Zhen Ren
- Divisions of Biochemical Toxicology, National Center for Toxicological Research (NCTR)/U.S. Food and Drug Administration (FDA), Jefferson, AR, 72079, USA
| | - Matthew Bryant
- Divisions of Biochemical Toxicology, National Center for Toxicological Research (NCTR)/U.S. Food and Drug Administration (FDA), Jefferson, AR, 72079, USA
| | - Nan Mei
- Genetic and Molecular Toxicology, National Center for Toxicological Research (NCTR)/U.S. Food and Drug Administration (FDA), Jefferson, AR, 72079, USA
| | - Baitang Ning
- Bioinformatics and Biostatistics, HFT-110, National Center for Toxicological Research (NCTR)/U.S. Food and Drug Administration (FDA), 3900 NCTR Road, Jefferson, AR, 72079, USA
| | - Lei Guo
- Divisions of Biochemical Toxicology, National Center for Toxicological Research (NCTR)/U.S. Food and Drug Administration (FDA), Jefferson, AR, 72079, USA.
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6
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Jahn SC, Gay LA, Weaver CJ, Renne R, Langaee TY, Stacpoole PW, James MO. Age-Related Changes in miRNA Expression Influence GSTZ1 and Other Drug Metabolizing Enzymes. Drug Metab Dispos 2020; 48:563-569. [PMID: 32357971 DOI: 10.1124/dmd.120.090639] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/01/2020] [Accepted: 04/07/2020] [Indexed: 11/22/2022] Open
Abstract
Previous work has shown that hepatic levels of human glutathione transferase zeta 1 (GSTZ1) protein, involved in tyrosine catabolism and responsible for metabolism of the investigational drug dichloroacetate, increase in cytosol after birth before reaching a plateau around age 7. However, the mechanism regulating this change of expression is still unknown, and previous studies showed that GSTZ1 mRNA levels did not correlate with GSTZ1 protein expression. In this study, we addressed the hypothesis that microRNAs (miRNAs) could regulate expression of GSTZ1. We obtained liver samples from donors aged less than 1 year or older than 13 years and isolated total RNA for use in a microarray to identify miRNAs that were downregulated in the livers of adults compared with children. From a total of 2578 human miRNAs tested, 63 miRNAs were more than 2-fold down-regulated in adults, of which miR-376c-3p was predicted to bind to the 3' untranslated region of GSTZ1 mRNA. There was an inverse correlation of miR-376c-3p and GSTZ1 protein expression in the liver samples. Using cell culture, we confirmed that miR-376c-3p could downregulate GSTZ1 protein expression. Our findings suggest that miR-376c-3p prevents production of GSTZ1 through inhibition of translation. These experiments further our understanding of GSTZ1 regulation. Furthermore, our array results provide a database resource for future studies on mechanisms regulating human hepatic developmental expression. SIGNIFICANCE STATEMENT: Hepatic glutathione transferase zeta 1 (GSTZ1) is responsible for metabolism of the tyrosine catabolite maleylacetoacetate as well as the investigational drug dichloroacetate. Through examination of microRNA (miRNA) expression in liver from infants and adults and studies in cells, we showed that expression of GSTZ1 is controlled by miRNA. This finding has application to the dosing regimen of the drug dichloroacetate. The miRNA expression profiles are provided and will prove useful for future studies of drug-metabolizing enzymes in infants and adults.
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Affiliation(s)
- Stephan C Jahn
- Departments of Medicinal Chemistry (S.C.J., C.J.W., M.O.J.), Pharmacotherapy and Translational Research (T.Y.L.), Medicine (P.W.S.), Biochemistry and Molecular Biology (P.W.S.), and Molecular Genetics and Microbiology (L.A.G., R.R.), University of Florida, Gainesville, Florida
| | - Lauren A Gay
- Departments of Medicinal Chemistry (S.C.J., C.J.W., M.O.J.), Pharmacotherapy and Translational Research (T.Y.L.), Medicine (P.W.S.), Biochemistry and Molecular Biology (P.W.S.), and Molecular Genetics and Microbiology (L.A.G., R.R.), University of Florida, Gainesville, Florida
| | - Claire J Weaver
- Departments of Medicinal Chemistry (S.C.J., C.J.W., M.O.J.), Pharmacotherapy and Translational Research (T.Y.L.), Medicine (P.W.S.), Biochemistry and Molecular Biology (P.W.S.), and Molecular Genetics and Microbiology (L.A.G., R.R.), University of Florida, Gainesville, Florida
| | - Rolf Renne
- Departments of Medicinal Chemistry (S.C.J., C.J.W., M.O.J.), Pharmacotherapy and Translational Research (T.Y.L.), Medicine (P.W.S.), Biochemistry and Molecular Biology (P.W.S.), and Molecular Genetics and Microbiology (L.A.G., R.R.), University of Florida, Gainesville, Florida
| | - Taimour Y Langaee
- Departments of Medicinal Chemistry (S.C.J., C.J.W., M.O.J.), Pharmacotherapy and Translational Research (T.Y.L.), Medicine (P.W.S.), Biochemistry and Molecular Biology (P.W.S.), and Molecular Genetics and Microbiology (L.A.G., R.R.), University of Florida, Gainesville, Florida
| | - Peter W Stacpoole
- Departments of Medicinal Chemistry (S.C.J., C.J.W., M.O.J.), Pharmacotherapy and Translational Research (T.Y.L.), Medicine (P.W.S.), Biochemistry and Molecular Biology (P.W.S.), and Molecular Genetics and Microbiology (L.A.G., R.R.), University of Florida, Gainesville, Florida
| | - Margaret O James
- Departments of Medicinal Chemistry (S.C.J., C.J.W., M.O.J.), Pharmacotherapy and Translational Research (T.Y.L.), Medicine (P.W.S.), Biochemistry and Molecular Biology (P.W.S.), and Molecular Genetics and Microbiology (L.A.G., R.R.), University of Florida, Gainesville, Florida
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Swart M, Dandara C. MicroRNA Mediated Changes in Drug Metabolism and Target Gene Expression by Efavirenz and Rifampicin In Vitro: Clinical Implications. OMICS-A JOURNAL OF INTEGRATIVE BIOLOGY 2019; 23:496-507. [PMID: 31526233 PMCID: PMC6806364 DOI: 10.1089/omi.2019.0122] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 12/15/2022]
Abstract
Efavirenz (EFV) and rifampicin (RMP) are widely prescribed in Africa for treatment of HIV/AIDS and tuberculosis epidemics. Exposure to medicines can alter drug metabolism, for example, through changes in expression of microRNAs. We report, in this study, novel observations on the ways in which EFV and RMP change microRNA expression signatures in vitro in HepaRG cells. Additionally, we discuss the clinical implications of changes in expression of drug-metabolizing enzyme genes, such as CYP3A4, CYP3A5, UGT1A1, CYP2B6, and NR1I3. Differentiated HepaRG cells were treated with EFV (6.4 μM) or RMP (24.4 μM) for 24 h. Treatment of HepaRG cells with EFV resulted in a significant increase in messenger RNA (mRNA) expression for CYP3A4 (12.51-fold, p = 0.002), CYP3A5 (2.10-fold, p = 0.019), and UGT1A1 (2.52-fold, p = 0.005), whereas NR1I3 expression decreased (0.41-fold, p = 0.02). On the other hand, treatment of HepaRG cells with RMP resulted in a significant increase in mRNA expression for CYP2B6 (6.68-fold, p = 0.007) and CYP3A4 (111.96-fold, p = 0.001), whereas NR1I3 expression decreased (0.46-fold, p = 0.033). These data point to several important clinical implications through changes in drug/drug interaction risks and achieving optimal therapeutics. All in all, this study shows that differential expression of microRNAs after treatment with EFV and RMP adds another layer of complexity that should be incorporated in pharmacogenomic algorithms to render drug response more predictable.
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Affiliation(s)
- Marelize Swart
- Division of Human Genetics, Department of Pathology, University of Cape Town, Cape Town, South Africa.,Institute of Infectious Disease and Molecular Medicine, Faculty of Health Sciences, University of Cape Town, Cape Town, South Africa
| | - Collet Dandara
- Division of Human Genetics, Department of Pathology, University of Cape Town, Cape Town, South Africa.,Institute of Infectious Disease and Molecular Medicine, Faculty of Health Sciences, University of Cape Town, Cape Town, South Africa
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Zanfirescu A, Ungurianu A, Tsatsakis AM, Nițulescu GM, Kouretas D, Veskoukis A, Tsoukalas D, Engin AB, Aschner M, Margină D. A review of the alleged health hazards of monosodium glutamate. Compr Rev Food Sci Food Saf 2019; 18:1111-1134. [PMID: 31920467 PMCID: PMC6952072 DOI: 10.1111/1541-4337.12448] [Citation(s) in RCA: 83] [Impact Index Per Article: 16.6] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/07/2019] [Accepted: 03/15/2019] [Indexed: 12/11/2022]
Abstract
Monosodium glutamate (MSG) is an umami substance widely used as flavor enhancer. Although it is generally recognized as being safe by food safety regulatory agencies, several studies have questioned its long-term safety. The purpose of this review was to survey the available literature on preclinical studies and clinical trials regarding the alleged adverse effects of MSG. Here, we aim to provide a comprehensive overview of the reported possible risks that may potentially arise following chronic exposure. Furthermore, we intend to critically evaluate the relevance of this data for dietary human intake. Preclinical studies have associated MSG administration with cardiotoxicity, hepatotoxicity, neurotoxicity, low-grade inflammation, metabolic disarray and premalignant alterations, along with behavioral changes. Moreover, links between MSG consumption and tumorigenesis, increased oxidative stress and apoptosis in thymocytes, as well as genotoxic effects in lymphocytes have been reported. However, in reviewing the available literature, we detected several methodological flaws, which led us to conclude that these studies have limited relevance for extrapolation to dietary human intakes of MSG risk exposure. Clinical trials have focused mainly on the effects of MSG on food intake and energy expenditure. Besides its well-known impact on food palatability, MSG enhances salivary secretion and interferes with carbohydrate metabolism, while the impact on satiety and post-meal recovery of hunger varied in relation to meal composition. Reports on MSG hypersensitivity, also known as 'Chinese restaurant syndrome', or links of its use to increased pain sensitivity and atopic dermatitis were found to have little supporting evidence. Based on the available literature, we conclude that further clinical and epidemiological studies are needed, with an appropriate design, accounting for both added and naturally occurring dietary MSG. Critical analysis of existing literature, establishes that many of the reported negative health effects of MSG have little relevance for chronic human exposure and are poorly informative as they are based on excessive dosing that does not meet with levels normally consumed in food products.
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Affiliation(s)
- Anca Zanfirescu
- Faculty of Pharmacy, “Carol Davila” University of Medicine and Pharmacy, Traian Vuia 6, Bucharest 020956, Romania
| | - Anca Ungurianu
- Faculty of Pharmacy, “Carol Davila” University of Medicine and Pharmacy, Traian Vuia 6, Bucharest 020956, Romania
| | - Aristides M. Tsatsakis
- Department of Forensic Sciences and Toxicology, Faculty of Medicine, University of Crete, Heraklion 71409, Crete, Greece
| | - George M. Nițulescu
- Faculty of Pharmacy, “Carol Davila” University of Medicine and Pharmacy, Traian Vuia 6, Bucharest 020956, Romania
| | - Demetrios Kouretas
- Department of Biochemistry and Biotechnology, University of Thessaly, Larissa 41500, Greece
| | - Aris Veskoukis
- Department of Biochemistry and Biotechnology, University of Thessaly, Larissa 41500, Greece
| | - Dimitrios Tsoukalas
- Department of Forensic Sciences and Toxicology, Faculty of Medicine, University of Crete, Heraklion 71409, Crete, Greece
- Metabolomic Medicine Clinic, Athens 10674, Greece
| | - Ayse B. Engin
- Gazi University, Faculty of Pharmacy, Department of Toxicology, Ankara 06330, Turkey
| | - Michael Aschner
- Department of Molecular Pharmacology, Albert Einstein College of Medicine, Bronx NY 10463, USA
| | - Denisa Margină
- Faculty of Pharmacy, “Carol Davila” University of Medicine and Pharmacy, Traian Vuia 6, Bucharest 020956, Romania
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Gufford BT, Robarge JD, Eadon MT, Gao H, Lin H, Liu Y, Desta Z, Skaar TC. Rifampin modulation of xeno- and endobiotic conjugating enzyme mRNA expression and associated microRNAs in human hepatocytes. Pharmacol Res Perspect 2018; 6:e00386. [PMID: 29610665 PMCID: PMC5869567 DOI: 10.1002/prp2.386] [Citation(s) in RCA: 17] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/11/2017] [Accepted: 01/12/2018] [Indexed: 01/06/2023] Open
Abstract
Rifampin is a pleiotropic inducer of multiple drug metabolizing enzymes and transporters. This work utilized a global approach to evaluate rifampin effects on conjugating enzyme gene expression with relevance to human xeno‐ and endo‐biotic metabolism. Primary human hepatocytes from 7 subjects were treated with rifampin (10 μmol/L, 24 hours). Standard methods for RNA‐seq library construction, EZBead preparation, and NextGen sequencing were used to measure UDP‐glucuronosyl transferase UGT, sulfonyltransferase SULT, N acetyltransferase NAT, and glutathione‐S‐transferase GST mRNA expression compared to vehicle control (0.01% MeOH). Rifampin‐induced (>1.25‐fold) mRNA expression of 13 clinically important phase II drug metabolizing genes and repressed (>1.25‐fold) the expression of 3 genes (P < .05). Rifampin‐induced miRNA expression changes correlated with mRNA changes and miRNAs were identified that may modulate conjugating enzyme expression. NAT2 gene expression was most strongly repressed (1.3‐fold) by rifampin while UGT1A4 and UGT1A1 genes were most strongly induced (7.9‐ and 4.8‐fold, respectively). Physiologically based pharmacokinetic modeling (PBPK) was used to simulate the clinical consequences of rifampin induction of CYP3A4‐ and UGT1A4‐mediated midazolam metabolism. Simulations evaluating isolated UGT1A4 induction predicted increased midazolam N‐glucuronide exposure (~4‐fold) with minimal reductions in parent midazolam exposure (~10%). Simulations accounting for simultaneous induction of both CYP3A4 and UGT1A4 predicted a ~10‐fold decrease in parent midazolam exposure with only a ~2‐fold decrease in midazolam N‐glucuronide metabolite exposure. These data reveal differential effects of rifampin on the human conjugating enzyme transcriptome and potential associations with miRNAs that form the basis for future mechanistic studies to elucidate the interplay of conjugating enzyme regulatory elements.
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Affiliation(s)
- Brandon T Gufford
- Department of Medicine Division of Clinical Pharmacology Indiana University School of Medicine Indianapolis IN
| | - Jason D Robarge
- Department of Medicine Division of Clinical Pharmacology Indiana University School of Medicine Indianapolis IN
| | - Michael T Eadon
- Department of Medicine Division of Clinical Pharmacology Indiana University School of Medicine Indianapolis IN
| | - Hongyu Gao
- Department of Medical and Molecular Genetics Indiana University School of Medicine Indianapolis IN
| | - Hai Lin
- Department of Medical and Molecular Genetics Indiana University School of Medicine Indianapolis IN
| | - Yunlong Liu
- Department of Medical and Molecular Genetics Indiana University School of Medicine Indianapolis IN
| | - Zeruesenay Desta
- Department of Medicine Division of Clinical Pharmacology Indiana University School of Medicine Indianapolis IN
| | - Todd C Skaar
- Department of Medicine Division of Clinical Pharmacology Indiana University School of Medicine Indianapolis IN
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10
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Han N, Song YK, Burckart GJ, Ji E, Kim IW, Oh JM. Regulation of Pharmacogene Expression by microRNA in The Cancer Genome Atlas (TCGA) Research Network. Biomol Ther (Seoul) 2017; 25:482-489. [PMID: 28835003 PMCID: PMC5590791 DOI: 10.4062/biomolther.2017.122] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/11/2017] [Revised: 01/19/2017] [Accepted: 06/26/2017] [Indexed: 11/16/2022] Open
Abstract
Individual differences in drug responses are associated with genetic and epigenetic variability of pharmacogene expression. We aimed to identify the relevant miRNAs which regulate pharmacogenes associated with drug responses. The miRNA and mRNA expression profiles derived from data for normal and solid tumor tissues in The Cancer Genome Atlas (TCGA) Research Network. Predicted miRNAs targeted to pharmacogenes were identified using publicly available databases. A total of 95 pharmacogenes were selected from cholangiocarcinoma and colon adenocarcinoma, as well as kidney renal clear cell, liver hepatocellular, and lung squamous cell carcinomas. Through the integration analyses of miRNA and mRNA, 35 miRNAs were found to negatively correlate with mRNA expression levels of 16 pharmacogenes in normal bile duct, liver, colon, and lung tissues (p<0.05). Additionally, 36 miRNAs were related to differential expression of 32 pharmacogene mRNAs in those normal and tumorigenic tissues (p<0.05). These results indicate that changes in expression levels of miRNAs targeted to pharmacogenes in normal and tumor tissues may play a role in determining individual variations in drug response.
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Affiliation(s)
- Nayoung Han
- College of Pharmacy and Research Institute of Pharmaceutical Sciences, Seoul National University, Seoul 08826,
Republic of Korea
| | - Yun-Kyoung Song
- College of Pharmacy and Research Institute of Pharmaceutical Sciences, Seoul National University, Seoul 08826,
Republic of Korea
| | - Gilbert J. Burckart
- Office of Clinical Pharmacology, Office of Translational Sciences, Food and Drug Administration, Silver Spring, Maryland 20993,
USA
| | - Eunhee Ji
- College of Pharmacy, Gacheon University, Incheon 13120,
Republic of Korea
| | - In-Wha Kim
- College of Pharmacy and Research Institute of Pharmaceutical Sciences, Seoul National University, Seoul 08826,
Republic of Korea
| | - Jung Mi Oh
- College of Pharmacy and Research Institute of Pharmaceutical Sciences, Seoul National University, Seoul 08826,
Republic of Korea
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11
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Rouleau M, Audet-Delage Y, Desjardins S, Rouleau M, Girard-Bock C, Guillemette C. Endogenous Protein Interactome of Human UDP-Glucuronosyltransferases Exposed by Untargeted Proteomics. Front Pharmacol 2017; 8:23. [PMID: 28217095 PMCID: PMC5290407 DOI: 10.3389/fphar.2017.00023] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/01/2016] [Accepted: 01/12/2017] [Indexed: 01/19/2023] Open
Abstract
The conjugative metabolism mediated by UDP-glucuronosyltransferase enzymes (UGTs) significantly influences the bioavailability and biological responses of endogenous molecule substrates and xenobiotics including drugs. UGTs participate in the regulation of cellular homeostasis by limiting stress induced by toxic molecules, and by controlling hormonal signaling networks. Glucuronidation is highly regulated at genomic, transcriptional, post-transcriptional and post-translational levels. However, the UGT protein interaction network, which is likely to influence glucuronidation, has received little attention. We investigated the endogenous protein interactome of human UGT1A enzymes in main drug metabolizing non-malignant tissues where UGT expression is most prevalent, using an unbiased proteomics approach. Mass spectrometry analysis of affinity-purified UGT1A enzymes and associated protein complexes in liver, kidney and intestine tissues revealed an intricate interactome linking UGT1A enzymes to multiple metabolic pathways. Several proteins of pharmacological importance such as transferases (including UGT2 enzymes), transporters and dehydrogenases were identified, upholding a potential coordinated cellular response to small lipophilic molecules and drugs. Furthermore, a significant cluster of functionally related enzymes involved in fatty acid β-oxidation, as well as in the glycolysis and glycogenolysis pathways were enriched in UGT1A enzymes complexes. Several partnerships were confirmed by co-immunoprecipitations and co-localization by confocal microscopy. An enhanced accumulation of lipid droplets in a kidney cell model overexpressing the UGT1A9 enzyme supported the presence of a functional interplay. Our work provides unprecedented evidence for a functional interaction between glucuronidation and bioenergetic metabolism.
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Affiliation(s)
- Michèle Rouleau
- Pharmacogenomics Laboratory, Canada Research Chair in Pharmacogenomics, Faculty of Pharmacy, Centre Hospitalier Universitaire de Québec Research Center, Laval University Québec, QC, Canada
| | - Yannick Audet-Delage
- Pharmacogenomics Laboratory, Canada Research Chair in Pharmacogenomics, Faculty of Pharmacy, Centre Hospitalier Universitaire de Québec Research Center, Laval University Québec, QC, Canada
| | - Sylvie Desjardins
- Pharmacogenomics Laboratory, Canada Research Chair in Pharmacogenomics, Faculty of Pharmacy, Centre Hospitalier Universitaire de Québec Research Center, Laval University Québec, QC, Canada
| | - Mélanie Rouleau
- Pharmacogenomics Laboratory, Canada Research Chair in Pharmacogenomics, Faculty of Pharmacy, Centre Hospitalier Universitaire de Québec Research Center, Laval University Québec, QC, Canada
| | - Camille Girard-Bock
- Pharmacogenomics Laboratory, Canada Research Chair in Pharmacogenomics, Faculty of Pharmacy, Centre Hospitalier Universitaire de Québec Research Center, Laval University Québec, QC, Canada
| | - Chantal Guillemette
- Pharmacogenomics Laboratory, Canada Research Chair in Pharmacogenomics, Faculty of Pharmacy, Centre Hospitalier Universitaire de Québec Research Center, Laval University Québec, QC, Canada
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Prasad B, Vrana M, Mehrotra A, Johnson K, Bhatt DK. The Promises of Quantitative Proteomics in Precision Medicine. J Pharm Sci 2016; 106:738-744. [PMID: 27939376 DOI: 10.1016/j.xphs.2016.11.017] [Citation(s) in RCA: 24] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/07/2016] [Revised: 11/07/2016] [Accepted: 11/29/2016] [Indexed: 01/01/2023]
Abstract
Precision medicine approach has a potential to ensure optimum efficacy and safety of drugs at individual patient level. Physiologically based pharmacokinetic and pharmacodynamic (PBPK/PD) models could play a significant role in precision medicine by predicting interindividual variability in drug disposition and response. In order to develop robust PBPK/PD models, it is imperative that the critical physiological parameters affecting drug disposition and response and their variability are precisely characterized. Currently used PBPK/PD modeling software, for example, Simcyp and Gastroplus, encompass information such as organ volumes, blood flows to organs, body fat composition, glomerular filtration rate, etc. However, the information on the interindividual variability of the majority of the proteins associated with PK and PD, for example, drug metabolizing enzymes, transporters, and receptors, are not fully incorporated into these PBPK modeling platforms. Such information is significant because the population factors such as age, genotype, disease, and gender can affect abundance or activity of these proteins. To fill this critical knowledge gap, mass spectrometry-based quantitative proteomics has emerged as an important technique to characterize interindividual variability in the protein abundance of drug metabolizing enzymes, transporters, and receptors. Integration of these quantitative proteomics data into in silico PBPK/PD modeling tools will be crucial toward precision medicine.
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Affiliation(s)
- Bhagwat Prasad
- Department of Pharmaceutics, University of Washington, Seattle, P.O. Box 357610, Washington 98195.
| | - Marc Vrana
- Department of Pharmaceutics, University of Washington, Seattle, P.O. Box 357610, Washington 98195
| | - Aanchal Mehrotra
- Department of Pharmaceutics, University of Washington, Seattle, P.O. Box 357610, Washington 98195
| | - Katherine Johnson
- Department of Pharmaceutics, University of Washington, Seattle, P.O. Box 357610, Washington 98195
| | - Deepak Kumar Bhatt
- Department of Pharmaceutics, University of Washington, Seattle, P.O. Box 357610, Washington 98195
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Weldon BA, Shubin SP, Smith MN, Workman T, Artemenko A, Griffith WC, Thompson B, Faustman EM. Urinary microRNAs as potential biomarkers of pesticide exposure. Toxicol Appl Pharmacol 2016; 312:19-25. [PMID: 26826490 DOI: 10.1016/j.taap.2016.01.018] [Citation(s) in RCA: 27] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/04/2015] [Revised: 01/20/2016] [Accepted: 01/26/2016] [Indexed: 01/26/2023]
Abstract
MicroRNAs (miRNAs) are post-transcriptional regulators that silence messenger RNAs. Because miRNAs are stable at room temperature and long-lived, they have been proposed as molecular biomarkers to monitor disease and exposure status. While urinary miRNAs have been used clinically as potential diagnostic markers for kidney and bladder cancers and other diseases, their utility in non-clinical settings has yet to be fully developed. Our goal was to investigate the potential for urinary miRNAs to act as biomarkers of pesticide exposure and early biological response by identifying the miRNAs present in urine from 27 parent/child, farmworker/non-farmworker pairs (16FW/11NFW) collected during two agricultural seasons (thinning and post-harvest) and characterizing the between- and within-individual variability of these miRNA epigenetic regulators. MiRNAs were isolated from archived urine samples and identified using PCR arrays. Comparisons were made between age, households, season, and occupation. Of 384 miRNAs investigated, 297 (77%) were detectable in at least one sample. Seven miRNAs were detected in at least 50% of the samples, and one miRNA was present in 96% of the samples. Principal components and hierarchical clustering analyses indicate significant differences in miRNA profiles between farmworker and non-farmworker adults as well as between seasons. Six miRNAs were observed to be positively associated with farmworkers status during the post-harvest season. Expression of five of these miRNA trended towards a positive dose response relationship with organophosphate pesticide metabolites in farmworkers. These results suggest that miRNAs may be novel biomarkers of pesticide exposure and early biological response.
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Affiliation(s)
- Brittany A Weldon
- Institute for Risk Analysis and Risk Communication, University of Washington, Seattle, WA, United States; Department of Environmental and Occupational Health Sciences, University of Washington, Seattle, WA, United States
| | - Sara Pacheco Shubin
- Institute for Risk Analysis and Risk Communication, University of Washington, Seattle, WA, United States; Department of Environmental and Occupational Health Sciences, University of Washington, Seattle, WA, United States
| | - Marissa N Smith
- Institute for Risk Analysis and Risk Communication, University of Washington, Seattle, WA, United States; Department of Environmental and Occupational Health Sciences, University of Washington, Seattle, WA, United States
| | - Tomomi Workman
- Institute for Risk Analysis and Risk Communication, University of Washington, Seattle, WA, United States; Department of Environmental and Occupational Health Sciences, University of Washington, Seattle, WA, United States
| | - Alexander Artemenko
- Institute for Risk Analysis and Risk Communication, University of Washington, Seattle, WA, United States; Department of Environmental and Occupational Health Sciences, University of Washington, Seattle, WA, United States
| | - William C Griffith
- Institute for Risk Analysis and Risk Communication, University of Washington, Seattle, WA, United States; Department of Environmental and Occupational Health Sciences, University of Washington, Seattle, WA, United States
| | - Beti Thompson
- Fred Hutchinson Cancer Research Center, Seattle, WA, United States
| | - Elaine M Faustman
- Institute for Risk Analysis and Risk Communication, University of Washington, Seattle, WA, United States; Department of Environmental and Occupational Health Sciences, University of Washington, Seattle, WA, United States.
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