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Singh G, Hossain MA, Al-Fahad D, Gupta V, Tandon S, Soni H, Narasimhaji CV, Jaremko M, Emwas AH, Anwar MJ, Azam F. An in-silico approach to target multiple proteins involved in anti-microbial resistance using natural compounds produced by wild mushrooms. Biochem Biophys Rep 2024; 40:101854. [PMID: 39498442 PMCID: PMC11532805 DOI: 10.1016/j.bbrep.2024.101854] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/20/2024] [Revised: 10/15/2024] [Accepted: 10/17/2024] [Indexed: 11/07/2024] Open
Abstract
Bacterial resistance to antibiotics and the number of patients infected by multi-drug-resistant bacteria have increased significantly over the past decade. This study follows a computational approach to identify potential antibacterial compounds from wild mushrooms. Twenty-six known compounds produced by wild mushrooms were docked to assess their affinity with drug targets of antibiotics such as penicillin-binding protein-1a (PBP1a), DNA gyrase, and isoleucyl-tRNA synthetase (ILERS). Docking scores were further validated by multiple receptor conformer (MRC)-based docking studies. Based on the MRC-based docking results, eight molecules were shortlisted for ADMET analysis. Molecular dynamics (MD) simulations were further performed to evaluate the conformational stability of the ligand-protein complexes. Binding energies were computed by the gmx_MMPBSA method. The data were obtained in terms of root-mean square deviation, and root-mean square fluctuation justified the stability of Austrocortilutein A, Austrocortirubin, and Confluentin in complex with several proteins under physiological conditions. Among these, Austrocortilutein A displayed better binding affinity with PBP1a and ILERS when compared with their respective reference ligands. This study is preliminary and aims to help drive the search for compounds that have the capacity to overcome the anti-microbial resistance of prevalent bacteria, using natural compounds produced by wild mushrooms. Further experimental validation is required to justify the clinical use of the studied compounds.
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Affiliation(s)
- Gagandeep Singh
- Section of Microbiology, Central Ayurveda Research Institute, Jhansi, Uttar Pradesh, India, 284003
- Kusuma School of Biological Sciences, Indian Institute of Technology Delhi, New Delhi, India, 110016
| | - Md Alamgir Hossain
- Department of Pharmacy, Jagannath University, 9, 10 Chittaranjan Ave, Dhaka, 1100, Bangladesh
| | - Dhurgham Al-Fahad
- Department of Pharmaceutical Sciences, College of Pharmacy, University of Thi-Qar, Iraq
| | - Vandana Gupta
- Departments of Microbiology, Ram Lal Anand College, University of Delhi, Benito Juarez Road, New Delhi, 110021, India
| | - Smriti Tandon
- Section of Microbiology, Central Ayurveda Research Institute, Jhansi, Uttar Pradesh, India, 284003
| | - Hemant Soni
- Section of Microbiology, Central Ayurveda Research Institute, Jhansi, Uttar Pradesh, India, 284003
| | | | - Mariusz Jaremko
- Smart-Health Initiative (SHI) and Red Sea Research Center (RSRC), Division of Biological and Environmental Sciences and Engineering (BESE), King Abdullah University of Science and Technology (KAUST), Thuwal, 23955-6900, Saudi Arabia
| | - Abdul-Hamid Emwas
- Core Labs, King Abdullah University of Science and Technology (KAUST), Thuwal, 23955-6900, Saudi Arabia
| | - Md Jamir Anwar
- Department of Pharmacology and Toxicology, College of Pharmacy, Qassim University, Buraydah, 51542, Saudi Arabia
| | - Faizul Azam
- Department of Medicinal Chemistry and Pharmacognosy, College of Pharmacy, Qassim University, Buraydah, 51452, Saudi Arabia
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Himstedt A, Rapp H, Stopfer P, Lotz R, Scheuerer S, Arnhold T, Sauer A, Borghardt JM. Beyond CL and V SS: A comprehensive approach to human pharmacokinetic predictions. Drug Discov Today 2024; 29:104238. [PMID: 39521329 DOI: 10.1016/j.drudis.2024.104238] [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: 08/03/2024] [Revised: 10/31/2024] [Accepted: 11/05/2024] [Indexed: 11/16/2024]
Abstract
This article presents a comprehensive examination of processes related to the prediction of human pharmacokinetics (PK), a crucial task of clinical drug candidate selection. By systematically incorporating in vitro absorption, distribution, metabolism and excretion (ADME) and in vivo PK data with expert judgement, the study achieves high-quality human PK predictions for 40 orally administered compounds from Boehringer Ingelheim's new chemical entity (NCE) portfolio. Overall, the article provides a detailed evaluation of and guidance for a structured process to predict full concentration-time profiles beyond single-parameter predictions, using state-of-the-art methodologies. Furthermore, it discusses future challenges and improvements, and aims to provide valuable insights for scientists working in drug metabolism and PK (DMPK) or PK/pharmacodynamics (PK/PD) modelling.
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Affiliation(s)
- Anneke Himstedt
- Global Research DMPK, Global Drug Discovery Sciences, Boehringer Ingelheim Pharma GmbH & Co. KG, Biberach, Germany
| | - Hermann Rapp
- Global Research DMPK, Global Drug Discovery Sciences, Boehringer Ingelheim Pharma GmbH & Co. KG, Biberach, Germany
| | - Peter Stopfer
- Clinical Pharmacology, Translational Medicine and Clinical Pharmacology, Boehringer Ingelheim Pharma GmbH & Co. KG, Biberach, Germany
| | - Ralf Lotz
- Nonclinical Pharmacokinetics, Global Nonclinical Safety and DMPK, Boehringer Ingelheim Pharma GmbH & Co. KG, Biberach, Germany
| | - Stefan Scheuerer
- Nonclinical Pharmacokinetics, Global Nonclinical Safety and DMPK, Boehringer Ingelheim Pharma GmbH & Co. KG, Biberach, Germany
| | - Thomas Arnhold
- Clinical Pharmacology, Translational Medicine and Clinical Pharmacology, Boehringer Ingelheim Pharma GmbH & Co. KG, Biberach, Germany
| | - Achim Sauer
- Global Research DMPK, Global Drug Discovery Sciences, Boehringer Ingelheim Pharma GmbH & Co. KG, Biberach, Germany.
| | - Jens Markus Borghardt
- Global Research DMPK, Global Drug Discovery Sciences, Boehringer Ingelheim Pharma GmbH & Co. KG, Biberach, Germany.
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Ozbey AC, Keemink J, Wagner B, Pugliano A, Krähenbühl S, Annaert P, Fowler S, Parrott N, Umehara K. Physiologically Based Pharmacokinetic Modeling to Predict the Impact of Liver Cirrhosis on Glucuronidation via UGT1A4 and UGT2B7/2B4-A Case Study with Midazolam. Drug Metab Dispos 2024; 52:614-625. [PMID: 38653501 DOI: 10.1124/dmd.123.001635] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/17/2023] [Revised: 04/17/2024] [Accepted: 04/22/2024] [Indexed: 04/25/2024] Open
Abstract
Hepatic impairment, due to liver cirrhosis, decreases the activity of cytochrome P450 enzymes (CYPs). The use of physiologically based pharmacokinetic (PBPK) modeling to predict this effect for CYP substrates has been well-established, but the effect of cirrhosis on uridine-glucuronosyltransferase (UGT) activities is less studied and few PBPK models have been reported. UGT enzymes are involved in primary N-glucuronidation of midazolam and glucuronidation of 1'-OH-midazolam following CYP3A hydroxylation. In this study, Simcyp was used to establish PBPK models for midazolam, its primary metabolites midazolam-N-glucuronide (UGT1A4) and 1'-OH midazolam (CYP3A4/3A5), and the secondary metabolite 1'-OH-midazolam-O-glucuronide (UGT2B7/2B4), allowing to simulate the impact of liver cirrhosis on the primary and secondary glucuronidation of midazolam. The model was verified in noncirrhotic subjects before extrapolation to cirrhotic patients of Child-Pugh (CP) classes A, B, and C. Our model successfully predicted the exposures of midazolam and its metabolites in noncirrhotic and cirrhotic patients, with 86% of observed plasma concentrations within 5th-95th percentiles of predictions and observed geometrical mean of area under the plasma concentration curve between 0 hours to infinity and maximal plasma concentration within 0.7- to 1.43-fold of predictions. The simulated metabolic ratio defined as the ratio of the glucuronide metabolite AUC over the parent compound AUC (AUCglucuronide/AUCparent, metabolic ratio [MR]), was calculated for midazolam-N-glucuronide to midazolam (indicative of UGT1A4 activity) and decreased by 40% (CP A), 48% (CP B), and 75% (CP C). For 1'-OH-midazolam-O-glucuronide to 1'-OH-midazolam, the MR (indicative of UGT2B7/2B4 activity) dropped by 35% (CP A), 51% (CP B), and 64% (CP C). These predicted MRs were corroborated by the observed data. This work thus increases confidence in Simcyp predictions of the effect of liver cirrhosis on the pharmacokinetics of UGT1A4 and UGT2B7/UGT2B4 substrates. SIGNIFICANCE STATEMENT: This article presents a physiologically based pharmacokinetic model for midazolam and its metabolites and verifies the accurate simulation of pharmacokinetic profiles when using the Simcyp hepatic impairment population models. Exposure changes of midazolam-N-glucuronide and 1'-OH-midazolam-O-glucuronide reflect the impact of decreases in UGT1A4 and UGT2B7/2B4 glucuronidation activity in cirrhotic patients. The approach used in this study may be extended to verify the modeling of other uridine glucuronosyltransferase enzymes affected by liver cirrhosis.
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Affiliation(s)
- Agustos C Ozbey
- Pharmaceutical Sciences, Roche Pharma Research and Early Development, Roche Innovation Center Basel, Basel, Switzerland (A.C.O., J.K., B.W., A.P., S.F., N.P., K.U.); Drug Delivery and Disposition Laboratory, Department of Pharmaceutical and Pharmacological Sciences, KU Leuven, Belgium (A.C.O., A.P., P.A.); BioNotus GCV, Niel, Belgium (P.A.); Division of Clinical Pharmacology and Toxicology, University Hospital Basel, Basel, Switzerland (S.K.); Department of Clinical Research (S.K.) and Division of Molecular and Systems Toxicology, Department of Pharmaceutical Sciences (S.K.), University of Basel, Basel, Switzerland
| | - Janneke Keemink
- Pharmaceutical Sciences, Roche Pharma Research and Early Development, Roche Innovation Center Basel, Basel, Switzerland (A.C.O., J.K., B.W., A.P., S.F., N.P., K.U.); Drug Delivery and Disposition Laboratory, Department of Pharmaceutical and Pharmacological Sciences, KU Leuven, Belgium (A.C.O., A.P., P.A.); BioNotus GCV, Niel, Belgium (P.A.); Division of Clinical Pharmacology and Toxicology, University Hospital Basel, Basel, Switzerland (S.K.); Department of Clinical Research (S.K.) and Division of Molecular and Systems Toxicology, Department of Pharmaceutical Sciences (S.K.), University of Basel, Basel, Switzerland
| | - Bjoern Wagner
- Pharmaceutical Sciences, Roche Pharma Research and Early Development, Roche Innovation Center Basel, Basel, Switzerland (A.C.O., J.K., B.W., A.P., S.F., N.P., K.U.); Drug Delivery and Disposition Laboratory, Department of Pharmaceutical and Pharmacological Sciences, KU Leuven, Belgium (A.C.O., A.P., P.A.); BioNotus GCV, Niel, Belgium (P.A.); Division of Clinical Pharmacology and Toxicology, University Hospital Basel, Basel, Switzerland (S.K.); Department of Clinical Research (S.K.) and Division of Molecular and Systems Toxicology, Department of Pharmaceutical Sciences (S.K.), University of Basel, Basel, Switzerland
| | - Alessandra Pugliano
- Pharmaceutical Sciences, Roche Pharma Research and Early Development, Roche Innovation Center Basel, Basel, Switzerland (A.C.O., J.K., B.W., A.P., S.F., N.P., K.U.); Drug Delivery and Disposition Laboratory, Department of Pharmaceutical and Pharmacological Sciences, KU Leuven, Belgium (A.C.O., A.P., P.A.); BioNotus GCV, Niel, Belgium (P.A.); Division of Clinical Pharmacology and Toxicology, University Hospital Basel, Basel, Switzerland (S.K.); Department of Clinical Research (S.K.) and Division of Molecular and Systems Toxicology, Department of Pharmaceutical Sciences (S.K.), University of Basel, Basel, Switzerland
| | - Stephan Krähenbühl
- Pharmaceutical Sciences, Roche Pharma Research and Early Development, Roche Innovation Center Basel, Basel, Switzerland (A.C.O., J.K., B.W., A.P., S.F., N.P., K.U.); Drug Delivery and Disposition Laboratory, Department of Pharmaceutical and Pharmacological Sciences, KU Leuven, Belgium (A.C.O., A.P., P.A.); BioNotus GCV, Niel, Belgium (P.A.); Division of Clinical Pharmacology and Toxicology, University Hospital Basel, Basel, Switzerland (S.K.); Department of Clinical Research (S.K.) and Division of Molecular and Systems Toxicology, Department of Pharmaceutical Sciences (S.K.), University of Basel, Basel, Switzerland
| | - Pieter Annaert
- Pharmaceutical Sciences, Roche Pharma Research and Early Development, Roche Innovation Center Basel, Basel, Switzerland (A.C.O., J.K., B.W., A.P., S.F., N.P., K.U.); Drug Delivery and Disposition Laboratory, Department of Pharmaceutical and Pharmacological Sciences, KU Leuven, Belgium (A.C.O., A.P., P.A.); BioNotus GCV, Niel, Belgium (P.A.); Division of Clinical Pharmacology and Toxicology, University Hospital Basel, Basel, Switzerland (S.K.); Department of Clinical Research (S.K.) and Division of Molecular and Systems Toxicology, Department of Pharmaceutical Sciences (S.K.), University of Basel, Basel, Switzerland
| | - Stephen Fowler
- Pharmaceutical Sciences, Roche Pharma Research and Early Development, Roche Innovation Center Basel, Basel, Switzerland (A.C.O., J.K., B.W., A.P., S.F., N.P., K.U.); Drug Delivery and Disposition Laboratory, Department of Pharmaceutical and Pharmacological Sciences, KU Leuven, Belgium (A.C.O., A.P., P.A.); BioNotus GCV, Niel, Belgium (P.A.); Division of Clinical Pharmacology and Toxicology, University Hospital Basel, Basel, Switzerland (S.K.); Department of Clinical Research (S.K.) and Division of Molecular and Systems Toxicology, Department of Pharmaceutical Sciences (S.K.), University of Basel, Basel, Switzerland
| | - Neil Parrott
- Pharmaceutical Sciences, Roche Pharma Research and Early Development, Roche Innovation Center Basel, Basel, Switzerland (A.C.O., J.K., B.W., A.P., S.F., N.P., K.U.); Drug Delivery and Disposition Laboratory, Department of Pharmaceutical and Pharmacological Sciences, KU Leuven, Belgium (A.C.O., A.P., P.A.); BioNotus GCV, Niel, Belgium (P.A.); Division of Clinical Pharmacology and Toxicology, University Hospital Basel, Basel, Switzerland (S.K.); Department of Clinical Research (S.K.) and Division of Molecular and Systems Toxicology, Department of Pharmaceutical Sciences (S.K.), University of Basel, Basel, Switzerland
| | - Kenichi Umehara
- Pharmaceutical Sciences, Roche Pharma Research and Early Development, Roche Innovation Center Basel, Basel, Switzerland (A.C.O., J.K., B.W., A.P., S.F., N.P., K.U.); Drug Delivery and Disposition Laboratory, Department of Pharmaceutical and Pharmacological Sciences, KU Leuven, Belgium (A.C.O., A.P., P.A.); BioNotus GCV, Niel, Belgium (P.A.); Division of Clinical Pharmacology and Toxicology, University Hospital Basel, Basel, Switzerland (S.K.); Department of Clinical Research (S.K.) and Division of Molecular and Systems Toxicology, Department of Pharmaceutical Sciences (S.K.), University of Basel, Basel, Switzerland
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