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Yu W, Weber DJ, MacKerell AD. Computer-Aided Drug Design: An Update. Methods Mol Biol 2023; 2601:123-152. [PMID: 36445582 PMCID: PMC9838881 DOI: 10.1007/978-1-0716-2855-3_7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Abstract
Computer-aided drug design (CADD) approaches are playing an increasingly important role in understanding the fundamentals of ligand-receptor interactions and helping medicinal chemists design therapeutics. About 5 years ago, we presented a chapter devoted to an overview of CADD methods and covered typical CADD protocols including structure-based drug design (SBDD) and ligand-based drug design (LBDD) approaches that were frequently used in the antibiotic drug design process. Advances in computational hardware and algorithms and emerging CADD methods are enhancing the accuracy and ability of CADD in drug design and development. In this chapter, an update to our previous chapter is provided with a focus on new CADD approaches from our laboratory and other peers that can be employed to facilitate the development of antibiotic therapeutics.
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Affiliation(s)
- Wenbo Yu
- Department of Pharmaceutical Sciences, Computer-Aided Drug Design Center, School of Pharmacy, University of Maryland, Baltimore, MD, USA.
- Institute for Bioscience and Biotechnology Research (IBBR), Rockville, MD, USA.
- Center for Biomolecular Therapeutics (CBT), School of Medicine, University of Maryland, Baltimore, MD, USA.
| | - David J Weber
- Institute for Bioscience and Biotechnology Research (IBBR), Rockville, MD, USA
- Center for Biomolecular Therapeutics (CBT), School of Medicine, University of Maryland, Baltimore, MD, USA
| | - Alexander D MacKerell
- Department of Pharmaceutical Sciences, Computer-Aided Drug Design Center, School of Pharmacy, University of Maryland, Baltimore, MD, USA.
- Institute for Bioscience and Biotechnology Research (IBBR), Rockville, MD, USA.
- Center for Biomolecular Therapeutics (CBT), School of Medicine, University of Maryland, Baltimore, MD, USA.
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Robinson EA, Frankenberg-Dinkel N, Xue F, Wilks A. Recombinant Production of Biliverdin IXβ and δ Isomers in the T7 Promoter Compatible Escherichia coli Nissle. Front Microbiol 2021; 12:787609. [PMID: 34956154 PMCID: PMC8692735 DOI: 10.3389/fmicb.2021.787609] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/01/2021] [Accepted: 11/11/2021] [Indexed: 11/23/2022] Open
Abstract
The ability to obtain purified biliverdin IX (BVIX) isomers other than the commercially available BVIXα is limited due to the low yields obtained by the chemical coupled oxidation of heme. Chemical oxidation requires toxic chemicals, has very poor BVIX yields (<0.05%), and is not conducive to scalable production. Alternative approaches utilizing recombinant E. coli BL21 expressing a cyanobacterial heme oxygenase have been employed for the production BVIXα, but yields are limited by the rate of endogenous heme biosynthesis. Furthermore, the emerging roles of BVIXβ and BVIXδ in biology and their lack of commercial availability has led to a need for an efficient and scalable method with the flexibility to produce all three physiologically relevant BVIX isomers. Herein, we have taken advantage of an optimized non-pathogenic E. coli Nissle (EcN(T7)) strain that encodes an endogenous heme transporter and an integrated T7 polymerase gene. Protein production of the Pseudomonas aeruginosa BVIXβ and BVIXδ selective heme oxygenase (HemO) or its BVIXα producing mutant (HemOα) in the EcN(T7) strain provides a scalable method to obtain all three isomers, that is not limited by the rate of endogenous heme biosynthesis, due to the natural ability of EcN(T7) to transport extracellular heme. Additionally, we have optimized our previous LC-MS/MS protocol for semi-preparative separation and validation of the BVIX isomers. Utilizing this new methodology for scalable production and separation we have increased the yields of the BVIXβ and -δ isomers >300-fold when compared to the chemical oxidation of heme.
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Affiliation(s)
- Elizabeth A. Robinson
- Department of Pharmaceutical Sciences, University of Maryland School of Pharmacy, Baltimore, MD, United States
| | - Nicole Frankenberg-Dinkel
- Fachbereich Biologie, Abt. Mikrobiologie, Technische Universität Kaiserlautern, Kaiserslautern, Germany
| | - Fengtian Xue
- Department of Pharmaceutical Sciences, University of Maryland School of Pharmacy, Baltimore, MD, United States
| | - Angela Wilks
- Department of Pharmaceutical Sciences, University of Maryland School of Pharmacy, Baltimore, MD, United States
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Robinson EA, Wilks A, Xue F. Repurposing Acitretin as an Antipseudomonal Agent Targeting the Pseudomonas aeruginosa Iron-Regulated Heme Oxygenase. Biochemistry 2021; 60:689-698. [PMID: 33621054 DOI: 10.1021/acs.biochem.0c00895] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Abstract
Iron is an essential micronutrient for the survival and virulence of the bacterial pathogen Pseudomonas aeruginosa. To overcome iron withholding and successfully colonize a host, P. aeruginosa uses a variety of mechanisms to acquire iron, including the secretion of high-affinity iron chelators (siderophores) or the uptake and utilization of heme. P. aeruginosa heme oxygenase (HemO) plays pivotal roles in heme sensing, uptake, and utilization and has emerged as a therapeutic target for the development of antipseudomonal agents. Using a high-throughput fluorescence quenching assay combined with minimum inhibitory concentration measurements, we screened the Selleck Bioactive collection of 2100 compounds and identified acitretin, a Food and Drug Administration-approved oral retinoid, as a potent and selective inhibitor of HemO. Acitretin binds to HemO with a KD value of 0.10 ± 0.02 μM and inhibits the growth of P. aeruginosa PAO1 with an IC50 of 70 ± 18 μg/mL. In addition, acitretin showed good selectivity for HemO, which uniquely generates BVIXβ/δ, over human heme oxygenase (hHO1) and other BVIXα-producing homologues such as the heme oxygenases from Neisseria meningitidis (nmHO) and Acinetobacter baumannii (abHO). The binding of acitretin within the HemO active site was confirmed by 1H-15N heteronuclear single-quantum coherence nuclear magnetic resonance, and molecular modeling provided further insight into potential interactions of acitretin with residues specific for orienting heme in the β/δ selective HemO. Moreover, at 20 μM, acitretin inhibited the enzymatic activity of HemO in P. aeruginosa cells by >60% and effectively blocked the ability of P. aeruginosa to sense and acquire heme as demonstrated in the β-galactosidase transcriptional reporter assay.
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Affiliation(s)
- Elizabeth A Robinson
- Department of Pharmaceutical Sciences, University of Maryland School of Pharmacy, 20 Penn Street, Baltimore, Maryland 21201, United States
| | - Angela Wilks
- Department of Pharmaceutical Sciences, University of Maryland School of Pharmacy, 20 Penn Street, Baltimore, Maryland 21201, United States
| | - Fengtian Xue
- Department of Pharmaceutical Sciences, University of Maryland School of Pharmacy, 20 Penn Street, Baltimore, Maryland 21201, United States
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Ottanà R, Paoli P, Cappiello M, Nguyen TN, Adornato I, Del Corso A, Genovese M, Nesi I, Moschini R, Naß A, Wolber G, Maccari R. In Search for Multi-Target Ligands as Potential Agents for Diabetes Mellitus and Its Complications-A Structure-Activity Relationship Study on Inhibitors of Aldose Reductase and Protein Tyrosine Phosphatase 1B. Molecules 2021; 26:molecules26020330. [PMID: 33435264 PMCID: PMC7828111 DOI: 10.3390/molecules26020330] [Citation(s) in RCA: 17] [Impact Index Per Article: 5.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/18/2020] [Revised: 01/05/2021] [Accepted: 01/07/2021] [Indexed: 12/31/2022] Open
Abstract
Diabetes mellitus (DM) is a complex disease which currently affects more than 460 million people and is one of the leading cause of death worldwide. Its development implies numerous metabolic dysfunctions and the onset of hyperglycaemia-induced chronic complications. Multiple ligands can be rationally designed for the treatment of multifactorial diseases, such as DM, with the precise aim of simultaneously controlling multiple pathogenic mechanisms related to the disease and providing a more effective and safer therapeutic treatment compared to combinations of selective drugs. Starting from our previous findings that highlighted the possibility to target both aldose reductase (AR) and protein tyrosine phosphatase 1B (PTP1B), two enzymes strictly implicated in the development of DM and its complications, we synthesised 3-(5-arylidene-4-oxothiazolidin-3-yl)propanoic acids and analogous 2-butenoic acid derivatives, with the aim of balancing the effectiveness of dual AR/PTP1B inhibitors which we had identified as designed multiple ligands (DMLs). Out of the tested compounds, 4f exhibited well-balanced AR/PTP1B inhibitory effects at low micromolar concentrations, along with interesting insulin-sensitizing activity in murine C2C12 cell cultures. The SARs here highlighted along with their rationalization by in silico docking experiments into both target enzymes provide further insights into this class of inhibitors for their development as potential DML antidiabetic candidates.
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Affiliation(s)
- Rosaria Ottanà
- Department of Chemical, Biological, Pharmaceutical and Environmental Sciences, University of Messina, Viale Palatucci, Polo Universitario Annunziata, 98168 Messina, Italy; (R.O.); (I.A.)
| | - Paolo Paoli
- Department of Scienze Biomediche Sperimentali e Cliniche, Sezione di Scienze Biochimiche, University of Firenze, Viale Morgagni 50, 50134 Firenze, Italy; (P.P.); (M.G.); (I.N.)
| | - Mario Cappiello
- Department of Biology, Biochemistry Unit, University of Pisa, Via S. Zeno, 51, 56123 Pisa, Italy; (M.C.); (A.D.C.); (R.M.)
| | - Trung Ngoc Nguyen
- Molecular Design Lab, Institute of Pharmacy, Freie Universität Berlin, Königin-Luisestr. 2 + 4, 14195 Berlin, Germany; (T.N.N.); (A.N.); (G.W.)
| | - Ilenia Adornato
- Department of Chemical, Biological, Pharmaceutical and Environmental Sciences, University of Messina, Viale Palatucci, Polo Universitario Annunziata, 98168 Messina, Italy; (R.O.); (I.A.)
| | - Antonella Del Corso
- Department of Biology, Biochemistry Unit, University of Pisa, Via S. Zeno, 51, 56123 Pisa, Italy; (M.C.); (A.D.C.); (R.M.)
| | - Massimo Genovese
- Department of Scienze Biomediche Sperimentali e Cliniche, Sezione di Scienze Biochimiche, University of Firenze, Viale Morgagni 50, 50134 Firenze, Italy; (P.P.); (M.G.); (I.N.)
| | - Ilaria Nesi
- Department of Scienze Biomediche Sperimentali e Cliniche, Sezione di Scienze Biochimiche, University of Firenze, Viale Morgagni 50, 50134 Firenze, Italy; (P.P.); (M.G.); (I.N.)
| | - Roberta Moschini
- Department of Biology, Biochemistry Unit, University of Pisa, Via S. Zeno, 51, 56123 Pisa, Italy; (M.C.); (A.D.C.); (R.M.)
| | - Alexandra Naß
- Molecular Design Lab, Institute of Pharmacy, Freie Universität Berlin, Königin-Luisestr. 2 + 4, 14195 Berlin, Germany; (T.N.N.); (A.N.); (G.W.)
| | - Gerhard Wolber
- Molecular Design Lab, Institute of Pharmacy, Freie Universität Berlin, Königin-Luisestr. 2 + 4, 14195 Berlin, Germany; (T.N.N.); (A.N.); (G.W.)
| | - Rosanna Maccari
- Department of Chemical, Biological, Pharmaceutical and Environmental Sciences, University of Messina, Viale Palatucci, Polo Universitario Annunziata, 98168 Messina, Italy; (R.O.); (I.A.)
- Correspondence: ; Tel.: +39-090-6766406
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Abstract
Drug-resistant infections pose a significant risk to global health as pathogenic bacteria become increasingly difficult to treat. The rapid selection of resistant strains through poor antibiotic stewardship has reduced the number of viable treatments and increased morbidity of infections, especially among the immunocompromised. To circumvent such challenges, new strategies are required to stay ahead of emerging resistance trends, yet research and funding for antibiotic development lags other classes of therapeutics. Though the use of metals in therapeutics has been around for centuries, recent strategies have devoted a great deal of effort into the pathways through which bacteria acquire and utilize iron, which is critical for the establishment of infection. To target iron uptake systems, siderophore-drug conjugates have been developed that hijack siderophore-based iron uptake for delivery of antibiotics. While this strategy has produced several potential leads, the use of siderophores in infection is diminished over time when bacteria adapt to utilize heme as an iron source, leading to a need for the development of porphyrin mimetics as therapeutics. The use of such strategies as well as the inclusion of gallium, a redox-inert iron mimic, are herein reviewed.
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Affiliation(s)
- Garrick Centola
- Department of Pharmaceutical Sciences, University of Maryland School of Pharmacy, Baltimore, MD 21201, USA.
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Wang L, Li C, Chen W, Song C, Zhang X, Yang F, Wang C, Zhang Y, Qian S, Wang Z, Yang L. Discovery of (5-Phenylfuran-2-yl)methanamine Derivatives as New Human Sirtuin 2 Inhibitors. Molecules 2019; 24:E2724. [PMID: 31357491 PMCID: PMC6695594 DOI: 10.3390/molecules24152724] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/17/2019] [Revised: 07/15/2019] [Accepted: 07/20/2019] [Indexed: 01/18/2023] Open
Abstract
Human sirtuin 2 (SIRT2), a member of the sirtuin family, has been considered as a promising drug target in cancer, neurodegenerative diseases, type II diabetes, and bacterial infections. Thus, SIRT2 inhibitors have been involved in effective treatment strategies for related diseases. Using previously established fluorescence-based assays for SIRT2 activity tests, the authors screened their in-house database and identified a compound, 4-(5-((3-(quinolin-5-yl)ureido)methyl)furan-2-yl)benzoic acid (20), which displayed 63 ± 5% and 35 ± 3% inhibition against SIRT2 at 100 μM and 10 μM, respectively. The structure-activity relationship (SAR) analyses of a series of synthesized (5-phenylfuran-2-yl)methanamine derivatives led to the identification of a potent compound 25 with an IC50 value of 2.47 μM, which is more potent than AGK2 (IC50 = 17.75 μM). Meanwhile, 25 likely possesses better water solubility (cLogP = 1.63 and cLogS = -3.63). Finally, the molecular docking analyses indicated that 25 fitted well with the induced hydrophobic pocket of SIRT2.
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Affiliation(s)
- Lijiao Wang
- College of Food and Bioengineering, Xihua University, Sichuan 610039, China
| | - Chao Li
- College of Food and Bioengineering, Xihua University, Sichuan 610039, China
| | - Wei Chen
- College of Food and Bioengineering, Xihua University, Sichuan 610039, China
| | - Chen Song
- College of Food and Bioengineering, Xihua University, Sichuan 610039, China
| | - Xing Zhang
- College of Science, Xihua University, Sichuan 610039, China
| | - Fan Yang
- College of Food and Bioengineering, Xihua University, Sichuan 610039, China
| | - Chen Wang
- College of Food and Bioengineering, Xihua University, Sichuan 610039, China
| | - Yuanyuan Zhang
- College of Science, Xihua University, Sichuan 610039, China
| | - Shan Qian
- College of Food and Bioengineering, Xihua University, Sichuan 610039, China
| | - Zhouyu Wang
- College of Science, Xihua University, Sichuan 610039, China.
| | - Lingling Yang
- College of Food and Bioengineering, Xihua University, Sichuan 610039, China.
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Zhang H, Jiang W, Chatterjee P, Luo Y. Ranking Reversible Covalent Drugs: From Free Energy Perturbation to Fragment Docking. J Chem Inf Model 2019; 59:2093-2102. [PMID: 30763080 PMCID: PMC6610880 DOI: 10.1021/acs.jcim.8b00959] [Citation(s) in RCA: 33] [Impact Index Per Article: 6.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/30/2023]
Abstract
Reversible covalent inhibitors have drawn increasing attention in drug design, as they are likely more potent than noncovalent inhibitors and less toxic than covalent inhibitors. Despite those advantages, the computational prediction of reversible covalent binding presents a formidable challenge because the binding process consists of multiple steps and quantum mechanics (QM) level calculation is needed to estimate the covalent binding free energy. It has been shown that the dissociation rates and the equilibrium dissociation constants vary significantly even with similar warheads, due to noncovalent interactions. We have previously used a simplistic two-state model for predicting the relative binding selectivity of reversible covalent inhibitors ( J. Am. Chem. Soc. 2017, 139 , 17945 ). Here we go beyond binding selectivity and demonstrate that it is possible to use free energy perturbation (FEP) molecular dynamics (MD) to calculate the overall reversible covalent binding using a specially designed thermodynamic cycle. We show that FEP can predict the varying binding free energies of the analogs sharing a common warhead. More importantly, our results revealed that the chemical modification away from warhead alters the binding affinity at both noncovalent and covalent binding states, and the computational prediction can be improved by considering the binding free energy of both states. Furthermore, we explored the possibility of using a more rapid computational method, site-identification by ligand competitive saturation (SILCS), to rank the same set of reversible covalent inhibitors. We found that the fragment docking to a set of precomputed fragment maps produces a reasonable ranking. In conclusion, two independent approaches provided consistent results that the covalent binding state is suitable for the initial ranking of the reversible covalent drug candidates. For lead-optimization, the FEP approach designed here can provide more rigorous and detailed information regarding how much the covalent and noncovalent binding states are contributing to the overall binding affinity, thus offering a new avenue for fine-tuning the noncovalent interactions for optimizing reversible covalent drugs.
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Affiliation(s)
- Han Zhang
- Western University of Health Sciences, College of Pharmacy, Pomona CA 91766
| | - Wenjuan Jiang
- Western University of Health Sciences, College of Pharmacy, Pomona CA 91766
| | - Payal Chatterjee
- Western University of Health Sciences, College of Pharmacy, Pomona CA 91766
| | - Yun Luo
- Western University of Health Sciences, College of Pharmacy, Pomona CA 91766
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