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Predicting drug-metagenome interactions: Variation in the microbial β-glucuronidase level in the human gut metagenomes

Journal Article · · PLoS ONE

Characterizing the gut microbiota in terms of their capacity to interfere with drug metabolism is necessary to achieve drug efficacy and safety. Although examples of drug-microbiome interactions are well-documented, little has been reported about a computational pipeline for systematically identifying and characterizing bacterial enzymes that process particular classes of drugs. The goal of our study is to develop a computational approach that compiles drugs whose metabolism may be influenced by a particular class of microbial enzymes and that quantifies the variability in the collective level of those enzymes among individuals. The present paper describes this approach, with microbial β-glucuronidases as an example, which break down drug-glucuronide conjugates and reactivate the drugs or their metabolites. We identified 100 medications that may be metabolized by β-glucuronidases from the gut microbiome. These medications included morphine, estrogen, ibuprofen, midazolam, and their structural analogues. The analysis of metagenomic data available through the Sequence Read Archive (SRA) showed that the level of β-glucuronidase in the gut metagenomes was higher in males than in females, which provides a potential explanation for the sex-based differences in efficacy and toxicity for several drugs, reported in previous studies. Our analysis also showed that infant gut metagenomes at birth and 12 months of age have higher levels of β-glucuronidase than the metagenomes of their mothers and the implication of this observed variability was discussed in the context of breastfeeding as well as infant hyperbilirubinemia. Overall, despite important limitations discussed in this paper, our analysis provided useful insights on the role of the human gut metagenome in the variability in drug response among individuals. Importantly, this approach exploits drug and metagenome data available in public databases as well as open-source cheminformatics and bioinformatics tools to predict drug-metagenome interactions.

Sponsoring Organization:
USDOE
OSTI ID:
1756136
Alternate ID(s):
OSTI ID: 1904913
Journal Information:
PLoS ONE, Journal Name: PLoS ONE Journal Issue: 1 Vol. 16; ISSN 1932-6203
Publisher:
Public Library of Science (PLoS)Copyright Statement
Country of Publication:
United States
Language:
English

References (75)

The liver-gut microbiota axis modulates hepatotoxicity of tacrine in the rat: Yip et al. journal November 2017
Nalmefene: Safety and Kinetics After Single and Multiple Oral Doses of a New Opioid Antagonist journal March 1987
Active site flexibility revealed in crystal structures of Parabacteroides merdae β-glucuronidase from the human gut microbiome: Crystal Structure of P. merdae β-Glucuronidase journal October 2018
Evaluation of the Effect of Blackcurrant Products on Gut Microbiota and on Markers of Risk for Colon Cancer in Humans: BLACKCURRANT PRODUCTS AND GUT MICROBIOTA journal May 2013
ggplot2 book January 2016
Gut microbiota functions: metabolism of nutrients and other food components journal April 2017
Detection and quantification of d-glucuronic acid in human bile using 1H NMR spectroscopy: relevance to the diagnosis of pancreatic cancer journal April 2009
Pharmacomicrobiomics: a novel route towards personalized medicine? journal April 2018
Transplacental transfer of zidovudine in the near-term pregnant baboon journal September 1990
Hydromorphone-3-glucuronide: Biochemical synthesis and preliminary pharmacological evaluation journal June 1998
Identification of phase I and phase II metabolites of ketobemidone in patient urine using liquid chromatography–electrospray tandem mass spectrometry journal November 2001
Stability and enzymatic hydrolysis of quaternary ammonium-linked glucuronide metabolites of drugs with an aliphatic tertiary amine-implications for analysis journal June 2000
Carboxyl-glucuronidation of mitiglinide by human UDP-glucuronosyltransferases journal June 2007
Toward Accurate and Quantitative Comparative Metagenomics journal August 2016
Dynamics and Stabilization of the Human Gut Microbiome during the First Year of Life journal May 2015
Drug enterohepatic circulation and disposition: constituents of systems pharmacokinetics journal March 2014
Estrogen–gut microbiome axis: Physiological and clinical implications journal September 2017
An Atlas of β-Glucuronidases in the Human Intestinal Microbiome journal July 2017
Targeting Regorafenib-Induced Toxicity through Inhibition of Gut Microbial β-Glucuronidases journal October 2019
Discovering the Microbial Enzymes Driving Drug Toxicity with Activity-Based Protein Profiling journal October 2019
A framework for human microbiome research journal June 2012
Fast and sensitive protein alignment using DIAMOND journal November 2014
Human microbiome signatures of differential colorectal cancer drug metabolism journal November 2017
Mapping human microbiome drug metabolism by gut bacteria and their genes journal June 2019
Impact of sequencing depth on the characterization of the microbiome and resistome journal April 2018
Long-Term Administration of Conjugated Estrogen and Bazedoxifene Decreased Murine Fecal β-Glucuronidase Activity Without Impacting Overall Microbiome Community journal May 2018
β-Glucuronidases of opportunistic bacteria are the major contributors to xenobiotic-induced toxicity in the gut journal November 2018
Expression of bacterial β-glucuronidase in human bile: An in vitro study journal September 2001
Structural basis for the regulation of β-glucuronidase expression by human gut Enterobacteriaceae journal December 2017
Three structurally and functionally distinct β-glucuronidases from the human gut microbe Bacteroides uniformis journal October 2018
Gut microbial β-glucuronidases reactivate estrogens as components of the estrobolome that reactivate estrogens journal October 2019
Multiple Comparisons Using Rank Sums journal August 1964
Estradiol therapy and breast cancer risk in perimenopausal and postmenopausal women: a systematic review and meta-analysis journal November 2016
Drug pharmacomicrobiomics and toxicomicrobiomics: from scattered reports to systematic studies of drug–microbiome interactions journal October 2018
Microbial Glucuronidase Inhibition Reduces Severity of Diclofenac-Induced Anastomotic Leak in Rats journal May 2018
ChemmineR: a compound mining framework for R journal July 2008
Quality control and preprocessing of metagenomic datasets journal January 2011
fmcsR: mismatch tolerant maximum common substructure searching in R journal August 2013
Hydrolysis of Conjugated Metabolites of Buprenorphine II. The Quantitative Enzymatic Hydrolysis of Norbuprenorphine-3- -D-Glucuronide in Human Urine journal September 2005
Degradation of Opioids and Opiates During Acid Hydrolysis Leads to Reduced Recovery Compared to Enzymatic Hydrolysis journal October 2016
CDD/SPARCLE: functional classification of proteins via subfamily domain architectures journal November 2016
DrugBank 5.0: a major update to the DrugBank database for 2018 journal November 2017
PubChem 2019 update: improved access to chemical data journal October 2018
Chapter 6: Estrogen Metabolism by Conjugation journal July 2000
Multiple NSAID-Induced Hits Injure the Small Intestine: Underlying Mechanisms and Novel Strategies journal October 2012
Evaluation of mucositis induced by irinotecan after microbial colonization in germ-free mice journal October 2015
Breast milk β-glucuronidase and prolonged jaundice in the neonate journal March 1995
Controlling the False Discovery Rate: A Practical and Powerful Approach to Multiple Testing journal January 1995
Organic Anion Transporting Polypeptide (OATP)2B1 Contributes to Gastrointestinal Toxicity of Anticancer Drug SN-38, Active Metabolite of Irinotecan Hydrochloride journal November 2015
Vancomycin relieves mycophenolate mofetil–induced gastrointestinal toxicity by eliminating gut bacterial β-glucuronidase activity journal August 2019
A Genomic View of the Human-Bacteroides thetaiotaomicron Symbiosis journal March 2003
Targeting Bacteria to Improve Cancer Therapy journal November 2010
Bacteroides: the Good, the Bad, and the Nitty-Gritty journal October 2007
Metagenomics: Genomic Analysis of Microbial Communities journal December 2004
Beta-Glucuronidase and Hyperbilirubinemia in Breast-Fed Babies journal December 1998
Pharmacogenomics: The Genetics of Variable Drug Responses journal April 2011
Accurate and fast estimation of taxonomic profiles from metagenomic shotgun sequences journal January 2011
t-tests, non-parametric tests, and large studies—a paradox of statistical practice? journal June 2012
Fecal microbial determinants of fecal and systemic estrogens and estrogen metabolites: a cross-sectional study journal January 2012
The Dip Test of Unimodality journal March 1985
Comparison of the Rates of Hydrolysis of Lorazepam-Glucuronide, Oxazepam-Glucuronide and Temazepam-Glucuronide Catalyzed by E. Coli. β-D-Glucuronidase Using the On-line Benzodiazepine Screening Immunoassay on the Roche/Hitachi 917 Analyzer journal March 2001
Transcutaneous Bilirubin Levels in the First 96 Hours in a Normal Newborn Population of >=35 Weeks' Gestation journal April 2006
Practice Parameter: Management of Hyperbilirubinemia in the Healthy Term Newborn journal October 1994
Jaundice: Newborn to Age 2 Months journal November 2017
Sex-related Alterations of Gut Microbiota in the C57BL/6 Mouse Model of Inflammatory Bowel Disease journal September 2019
Reshaping Data with the reshape Package journal January 2007
The Split-Apply-Combine Strategy for Data Analysis journal January 2011
UDP-Glucuronosyltransferases journal September 2000
Comparison of Sequencing Utility Programs journal January 2013
The Human Microbiome Project, Personalized Medicine and the Birth of Pharmacomicrobiomics journal September 2010
Bacterial β-glucuronidase inhibition protects mice against enteropathy induced by indomethacin, ketoprofen or diclofenac: mode of action and pharmacokinetics journal June 2013
Enterohepatic recycling of phenolphthalein, morphine, lysergic acid diethylamide (LSD) and diphenylacetic acid in the rat Hydrolysis of glucuronic acid conjugates in the gut lumen journal January 1980
Effect of gender on pain perception and analgesic consumption in laparoscopic cholecystectomy: An observational study journal January 2013
Faecal microflora and β-glucuronidase expression are altered in an irinotecan-induced diarrhea model in rats journal December 2008
Bidirectional interactions between indomethacin and the murine intestinal microbiota journal December 2015

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