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Wang Z, Wu J, Zheng M, Geng C, Zhen B, Zhang W, Wu H, Xu Z, Xu G, Chen S, Li X. StaPep: An Open-Source Toolkit for Structure Prediction, Feature Extraction, and Rational Design of Hydrocarbon-Stapled Peptides. J Chem Inf Model 2024; 64:9361-9373. [PMID: 39503524 DOI: 10.1021/acs.jcim.4c01718] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/11/2024]
Abstract
All-hydrocarbon stapled peptides, with their covalent side-chain constraints, provide enhanced proteolytic stability and membrane permeability, making them superior to linear peptides. However, tools for extracting structural and physicochemical descriptors to predict the properties of hydrocarbon-stapled peptides are lacking. To address this, we present StaPep, a Python-based toolkit for generating 3D structures and calculating 21 features for hydrocarbon-stapled peptides. StaPep supports peptides containing two non-standard amino acids (norleucine and 2-aminoisobutyric acid) and six non-natural anchoring residues (S3, S5, S8, R3, R5, and R8), with customization options for other non-standard amino acids. We showcase StaPep's utility through three case studies. The first generates 3D structures of these peptides with a mean RMSD of 1.62 ± 0.86, offering essential structural insights for drug design and biological activity prediction. The second develops machine learning models based on calculated molecular features to differentiate between membrane-permeable and non-permeable stapled peptides, achieving an AUC of 0.93. The third constructs regression models to predict the antimicrobial activity of stapled peptides against Escherichia coli, with a Pearson correlation of 0.84. StaPep's pipeline spans data retrieval, structure generation, feature calculation, and machine learning modeling for hydrocarbon-stapled peptides. The source codes and data set are freely available on Github: https://github.com/dahuilangda/stapep_package.
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Affiliation(s)
- Zhe Wang
- Institute of Bioengineering, College of Chemical and Biological Engineering, Zhejiang University, Hangzhou 310027, China
- Hangzhou VicrobX Biotech Co., Ltd., Hangzhou 310018, China
| | - Jianping Wu
- Institute of Bioengineering, College of Chemical and Biological Engineering, Zhejiang University, Hangzhou 310027, China
- ZJU-Hangzhou Global Scientific and Technological Innovation Center, Hangzhou 311215, China
| | - Mengjun Zheng
- School of Pharmacy, Second Military Medical University, Shanghai 200433, China
| | - Chenchen Geng
- School of Pharmacy, Second Military Medical University, Shanghai 200433, China
| | - Borui Zhen
- School of Pharmacy, Second Military Medical University, Shanghai 200433, China
| | - Wei Zhang
- Institute of Bioengineering, College of Chemical and Biological Engineering, Zhejiang University, Hangzhou 310027, China
- Hangzhou VicrobX Biotech Co., Ltd., Hangzhou 310018, China
| | - Hui Wu
- Huadong Medicine Co., Ltd., Hangzhou 310015, China
| | - Zhengyang Xu
- School of Pharmacy, Second Military Medical University, Shanghai 200433, China
| | - Gang Xu
- Institute of Bioengineering, College of Chemical and Biological Engineering, Zhejiang University, Hangzhou 310027, China
| | - Si Chen
- School of Medicine, Shanghai University, Shanghai 200444, China
| | - Xiang Li
- School of Pharmacy, Second Military Medical University, Shanghai 200433, China
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2
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Bannon MS, Ellena JF, Gourishankar AS, Marsh SR, Trevisan-Silva D, Sherman NE, Jourdan LJ, Gourdie RG, Letteri RA. Multi-site esterification: a tunable, reversible strategy to tailor therapeutic peptides for delivery. MOLECULAR SYSTEMS DESIGN & ENGINEERING 2024; 9:1215-1227. [PMID: 39281343 PMCID: PMC11395315 DOI: 10.1039/d4me00072b] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/22/2024] [Accepted: 08/20/2024] [Indexed: 09/18/2024]
Abstract
Peptides are naturally potent and selective therapeutics with massive potential; however, low cell membrane permeability limits their clinical implementation, particularly for hydrophilic, anionic peptides with intracellular targets. To overcome this limitation, esterification of anionic carboxylic acids on therapeutic peptides can simultaneously increase hydrophobicity and net charge to facilitate cell internalization, whereafter installed esters can be cleaved hydrolytically to restore activity. To date, however, most esterified therapeutics contain either a single esterification site or multiple esters randomly incorporated on multiple sites. This investigation provides molecular engineering insight into how the number and position of esters installed onto the therapeutic peptide α carboxyl terminus 11 (αCT11, RPRPDDLEI) with 4 esterification sites affect hydrophobicity and the hydrolysis process that reverts the peptide to its original form. After installing methyl esters onto αCT11 using Fischer esterification, we isolated 5 distinct products and used 2D nuclear magnetic resonance spectroscopy, reverse-phase high performance liquid chromatography, and mass spectrometry to determine which residues were esterified in each and the resulting increase in hydrophobicity. We found esterifying the C-terminal isoleucine to impart the largest increase in hydrophobicity. Monitoring ester hydrolysis showed the C-terminal isoleucine ester to be the most hydrolytically stable, followed by the glutamic acid, whereas esters on aspartic acids hydrolyze rapidly. LC-MS revealed the formation of transient intramolecular aspartimides prior to hydrolysis to carboxylic acids. In vitro proof-of-concept experiments showed esterifying αCT11 to increase cell migration into a scratch, highlighting the potential of multi-site esterification as a tunable, reversible strategy to enable the delivery of therapeutic peptides.
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Affiliation(s)
- Mark S Bannon
- Department of Chemical Engineering, University of Virginia Charlottesville VA 22903 USA +1 434 243 3628
| | - Jeffrey F Ellena
- Biomolecular Magnetic Resonance Facility, School of Medicine, University of Virginia Charlottesville VA 22903 USA
| | - Aditi S Gourishankar
- Department of Chemical Engineering, University of Virginia Charlottesville VA 22903 USA +1 434 243 3628
| | - Spencer R Marsh
- Fralin Biomedical Institute, Virginia Tech Carillion School of Medicine Roanoke VA 24016 USA
| | - Dilza Trevisan-Silva
- Biomolecular Analysis Facility, School of Medicine, University of Virginia Charlottesville VA 22903 USA
| | - Nicholas E Sherman
- Biomolecular Analysis Facility, School of Medicine, University of Virginia Charlottesville VA 22903 USA
| | - L Jane Jourdan
- Fralin Biomedical Institute, Virginia Tech Carillion School of Medicine Roanoke VA 24016 USA
| | - Robert G Gourdie
- Fralin Biomedical Institute, Virginia Tech Carillion School of Medicine Roanoke VA 24016 USA
| | - Rachel A Letteri
- Department of Chemical Engineering, University of Virginia Charlottesville VA 22903 USA +1 434 243 3628
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3
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Farley KA, Che Y, Lira R, Jones P, Papaioannou N, Hayward M, Flanagan ME, Langille J, Liang S, Pierce BS, Ciszewski G, Bonin P, Vincent F, Ramsey S, Hepworth D. Cyclic Peptide C5aR1 Antagonist Design Using Solution Conformational Analysis Derived from Residual Dipolar Couplings. ACS Med Chem Lett 2024; 15:2060-2066. [PMID: 39563814 PMCID: PMC11571007 DOI: 10.1021/acsmedchemlett.4c00316] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/01/2024] [Revised: 10/14/2024] [Accepted: 10/17/2024] [Indexed: 11/21/2024] Open
Abstract
To gain further insight into the conformational properties of small cyclic peptides that bind to the G-protein coupled receptor C5aR1, we report here for the first time the elucidation of three peptide solution conformations using residual dipolar couplings and NMR temperature coefficients. Each of these peptides varies by at least one amino acid, adopts a different intramolecular hydrogen bonding pattern, and has a different solution conformation. The solution conformations were used in combination with a homology structure of C5aR1 as a design template for increasing the potency of peptide leads for the C5a receptor. This study provides a framework for using RDC solution conformations to guide the design of peptide mimetics that emulate the target bound state in solution to minimize the strain energy of the bound conformation and improve potency of the peptide for the target.
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Affiliation(s)
- Kathleen A Farley
- Medicine Design, Pfizer Inc., 445 Eastern Point Rd, Groton, Connecticut 06340, United States
| | - Ye Che
- Medicine Design, Pfizer Inc., 445 Eastern Point Rd, Groton, Connecticut 06340, United States
| | - Ricardo Lira
- Medicine Design, Pfizer Inc., 445 Eastern Point Rd, Groton, Connecticut 06340, United States
| | - Peter Jones
- Medicine Design, Pfizer Inc., 1 Portland Street, Cambridge, Massachusetts 02139, United States
| | - Nikolaos Papaioannou
- Medicine Design, Pfizer Inc., 1 Portland Street, Cambridge, Massachusetts 02139, United States
| | - Matthew Hayward
- Medicine Design, Pfizer Inc., 445 Eastern Point Rd, Groton, Connecticut 06340, United States
| | - Mark E Flanagan
- Medicine Design, Pfizer Inc., 445 Eastern Point Rd, Groton, Connecticut 06340, United States
| | - Jonathan Langille
- Medicine Design, Pfizer Inc., 445 Eastern Point Rd, Groton, Connecticut 06340, United States
| | - Sidney Liang
- Medicine Design, Pfizer Inc., 445 Eastern Point Rd, Groton, Connecticut 06340, United States
| | - Betsy S Pierce
- Medicine Design, Pfizer Inc., 445 Eastern Point Rd, Groton, Connecticut 06340, United States
| | - Gregory Ciszewski
- Medicine Design, Pfizer Inc., 445 Eastern Point Rd, Groton, Connecticut 06340, United States
| | - Paul Bonin
- Medicine Design, Pfizer Inc., 445 Eastern Point Rd, Groton, Connecticut 06340, United States
| | - Fabien Vincent
- Medicine Design, Pfizer Inc., 445 Eastern Point Rd, Groton, Connecticut 06340, United States
| | - Simeon Ramsey
- Medicine Design, Pfizer Inc., 1 Portland Street, Cambridge, Massachusetts 02139, United States
| | - David Hepworth
- Medicine Design, Pfizer Inc., 1 Portland Street, Cambridge, Massachusetts 02139, United States
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4
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Maloney R, Junod SL, Hagen KM, Lewis T, Cheng C, Shajan FJ, Zhao M, Moore TW, Truong TH, Yang W, Wang RE. Flexible fluorine-thiol displacement stapled peptides with enhanced membrane penetration for the estrogen receptor/coactivator interaction. J Biol Chem 2024; 300:107991. [PMID: 39547512 DOI: 10.1016/j.jbc.2024.107991] [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: 03/23/2024] [Revised: 10/31/2024] [Accepted: 11/02/2024] [Indexed: 11/17/2024] Open
Abstract
Understanding how natural and engineered peptides enter cells would facilitate the elucidation of biochemical mechanisms underlying cell biology and is pivotal for developing effective intracellular targeting strategies. In this study, we demonstrate that our peptide stapling technique, fluorine-thiol displacement reaction (FTDR), can produce flexibly constrained peptides with significantly improved cellular uptake, particularly into the nucleus. This platform confers enhanced flexibility, which is further amplified by the inclusion of a D-amino acid, while maintaining environment-dependent α helicity, resulting in highly permeable peptides without the need for additional cell-penetrating motifs. Targeting the estrogen receptor α (ERα)-coactivator interaction prevalent in estrogen receptor-positive (ER+) breast cancers, we showcased that FTDR-stapled peptides, notably SRC2-LD, achieved superior internalization, including cytoplasmic and enriched nuclear uptake, compared to peptides stapled by ring-closing metathesis. These FTDR-stapled peptides use different mechanisms of cellular uptake, including energy-dependent transport such as actin-mediated endocytosis and macropinocytosis. As a result, FTDR peptides exhibit enhanced antiproliferative effects despite their slightly decreased target affinity. Our findings challenge existing perceptions of cell permeability, emphasizing the possibly incomplete understanding of the structural determinants vital for cellular uptake of peptide-like macromolecules. Notably, while α helicity and lipophilicity are positive indicators, they alone are insufficient to determine high-cell permeability, as evidenced by our less helical, more flexible, and less lipophilic FTDR-stapled peptides.
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Affiliation(s)
- Robert Maloney
- Department of Chemistry, Temple University, Philadelphia, Pennsylvania, USA
| | - Samuel L Junod
- Department of Biology, Temple University, Philadelphia, Pennsylvania, USA
| | - Kyla M Hagen
- Department of Biochemistry, Molecular Biology and Biophysics, University of Minnesota, Minneapolis, Minnesota, USA; Masonic Cancer Center, University of Minnesota, Minneapolis, Minnesota, USA
| | - Todd Lewis
- Department of Chemistry, Temple University, Philadelphia, Pennsylvania, USA
| | - Changfeng Cheng
- Department of Pharmaceutical Sciences, College of Pharmacy, University of Illinois at Chicago, Chicago, Illinois, USA
| | - Femil J Shajan
- Department of Chemistry, Temple University, Philadelphia, Pennsylvania, USA
| | - Mi Zhao
- Department of Chemistry, Temple University, Philadelphia, Pennsylvania, USA
| | - Terry W Moore
- Department of Pharmaceutical Sciences, College of Pharmacy, University of Illinois at Chicago, Chicago, Illinois, USA
| | - Thu H Truong
- Department of Biochemistry, Molecular Biology and Biophysics, University of Minnesota, Minneapolis, Minnesota, USA; Masonic Cancer Center, University of Minnesota, Minneapolis, Minnesota, USA
| | - Weidong Yang
- Department of Biology, Temple University, Philadelphia, Pennsylvania, USA.
| | - Rongsheng E Wang
- Department of Chemistry, Temple University, Philadelphia, Pennsylvania, USA.
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5
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Saha A, Bishara LA, Saed Y, Vamisetti GB, Mandal S, Suga H, Ayoub N, Brik A. Exocyclic and Linker Editing of Lys63-linked Ubiquitin Chains Modulators Specifically Inhibits Non-homologous End-joining Repair. Angew Chem Int Ed Engl 2024; 63:e202409012. [PMID: 39115450 DOI: 10.1002/anie.202409012] [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] [Received: 05/13/2024] [Indexed: 09/26/2024]
Abstract
Despite the great advances in discovering cyclic peptides against protein targets, their reduced aqueous solubility, cell permeability, and activity of the cyclic peptide restrict its utilization in advanced biological research and therapeutic applications. Here we report on a novel approach of structural alternation of the exocyclic and linker parts that led to a new derivative with significantly improved cell activity allowing us to dissect its mode of action in detail. We have identified an effective cyclic peptide (CP7) that induces approximately a 9-fold increase in DNA damage accumulation and a remarkable increase in apoptotic cancer cell death compared to the reported molecule. Notably, treating cells with CP7 leads to a dramatic decrease in the efficiency of non-homologous end joining (NHEJ) repair of DNA double-strand breaks (DSBs), which is accompanied by an increase in homologous recombination (HR) repair. Interestingly, treating BRCA1-deficient cells with CP7 restores HR integrity, which is accompanied by increased resistance to CP7. Additionally, CP7 treatment increases the sensitivity of cancer cells to ionizing radiation. Collectively, our findings demonstrate that CP7 is a selective inhibitor of NHEJ, offering a potential strategy to enhance the effectiveness of radiation therapy.
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Affiliation(s)
- Abhishek Saha
- Schulich Faculty of Chemistry, Technion-Israel Institute of Technology, Haifa, 3200008, Israel
- Department of Chemistry, Birla Institute of Technology & Science (BITS) Pilani, Hyderabad Campus, Hyderabad, 500078, Telangana, India
| | - Laila A Bishara
- Faculty of Biology, Technion-Israel Institute of Technology, Haifa, Haifa, 3200008, Israel
| | - Yakop Saed
- Schulich Faculty of Chemistry, Technion-Israel Institute of Technology, Haifa, 3200008, Israel
| | - Ganga B Vamisetti
- Schulich Faculty of Chemistry, Technion-Israel Institute of Technology, Haifa, 3200008, Israel
- Peptide Drug Research and Development, Combiosz Co. Ltd., Changshu National High-Tech Zone, Suzhou, 215500, China
| | - Shaswati Mandal
- Schulich Faculty of Chemistry, Technion-Israel Institute of Technology, Haifa, 3200008, Israel
| | - Hiroaki Suga
- Department of Chemistry, Graduate School of Science, The University of Tokyo, Bunkyo-ku,7-3-1 Hongo, Bunkyo, Tokyo, 113-0033, Japan
| | - Nabieh Ayoub
- Faculty of Biology, Technion-Israel Institute of Technology, Haifa, Haifa, 3200008, Israel
| | - Ashraf Brik
- Schulich Faculty of Chemistry, Technion-Israel Institute of Technology, Haifa, 3200008, Israel
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6
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Wang J, Zheng P, Yu J, Yang X, Zhang J. Rational design of small-sized peptidomimetic inhibitors disrupting protein-protein interaction. RSC Med Chem 2024; 15:2212-2225. [PMID: 39026653 PMCID: PMC11253864 DOI: 10.1039/d4md00202d] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/25/2024] [Accepted: 05/04/2024] [Indexed: 07/20/2024] Open
Abstract
Protein-protein interactions are fundamental to nearly all biological processes. Due to their structural flexibility, peptides have emerged as promising candidates for developing inhibitors targeting large and planar PPI interfaces. However, their limited drug-like properties pose challenges. Hence, rational modifications based on peptide structures are anticipated to expedite the innovation of peptide-based therapeutics. This review comprehensively examines the design strategies for developing small-sized peptidomimetic inhibitors targeting PPI interfaces, which predominantly encompass two primary categories: peptidomimetics with abbreviated sequences and low molecular weights and peptidomimetics mimicking secondary structural conformations. We have also meticulously detailed several instances of designing and optimizing small-sized peptidomimetics targeting PPIs, including MLL1-WDR5, PD-1/PD-L1, and Bak/Bcl-xL, among others, to elucidate the potential application prospects of these design strategies. Hopefully, this review will provide valuable insights and inspiration for the future development of PPI small-sized peptidomimetic inhibitors in pharmaceutical research endeavors.
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Affiliation(s)
- Junyuan Wang
- School of Pharmacy, Ningxia Medical University Yinchuan 750004 China
| | - Ping Zheng
- School of Pharmacy, Ningxia Medical University Yinchuan 750004 China
| | - Jianqiang Yu
- School of Pharmacy, Ningxia Medical University Yinchuan 750004 China
| | - Xiuyan Yang
- Medicinal Chemistry and Bioinformatics Center, School of Medicine, Shanghai Jiao Tong University Shanghai 200025 China
| | - Jian Zhang
- Key Laboratory of Protection, Development and Utilization of Medicinal Resources in Liupanshan Area, Ministry of Education, Peptide & Protein Drug Research Center, School of Pharmacy, Ningxia Medical University Yinchuan 750004 China
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7
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Zeng P, Wang H, Zhang P, Leung SSY. Unearthing naturally-occurring cyclic antibacterial peptides and their structural optimization strategies. Biotechnol Adv 2024; 73:108371. [PMID: 38704105 DOI: 10.1016/j.biotechadv.2024.108371] [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: 11/10/2023] [Revised: 03/08/2024] [Accepted: 04/29/2024] [Indexed: 05/06/2024]
Abstract
Natural products with antibacterial activity are highly desired globally to combat against multidrug-resistant (MDR) bacteria. Antibacterial peptide (ABP), especially cyclic ABP (CABP), is one of the abundant classes. Most of them were isolated from microbes, demonstrating excellent bactericidal effects. With the improved proteolytic stability, CABPs are normally considered to have better druggability than linear peptides. However, most clinically-used CABP-based antibiotics, such as colistin, also face the challenges of drug resistance soon after they reached the market, urgently requiring the development of next-generation succedaneums. We present here a detail review on the novel naturally-occurring CABPs discovered in the past decade and some of them are under clinical trials, exhibiting anticipated application potential. According to their chemical structures, they were broadly classified into five groups, including (i) lactam/lactone-based CABPs, (ii) cyclic lipopeptides, (iii) glycopeptides, (iv) cyclic sulfur-rich peptides and (v) multiple-modified CABPs. Their chemical structures, antibacterial spectrums and proposed mechanisms are discussed. Moreover, engineered analogs of these novel CABPs are also summarized to preliminarily analyze their structure-activity relationship. This review aims to provide a global perspective on research and development of novel CABPs to highlight the effectiveness of derivatives design in identifying promising antibacterial agents. Further research efforts in this area are believed to play important roles in fighting against the multidrug-resistance crisis.
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Affiliation(s)
- Ping Zeng
- School of Pharmacy, Faculty of Medicine, The Chinese University of Hong Kong, Shatin, Hong Kong
| | - Honglan Wang
- School of Pharmacy, Faculty of Medicine, The Chinese University of Hong Kong, Shatin, Hong Kong
| | - Pengfei Zhang
- School of Pharmacy, Faculty of Medicine, The Chinese University of Hong Kong, Shatin, Hong Kong
| | - Sharon Shui Yee Leung
- School of Pharmacy, Faculty of Medicine, The Chinese University of Hong Kong, Shatin, Hong Kong.
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8
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Ma X, Beard AM, Burgess SA, Darlak M, Newman JA, Nogle LM, Pietrafitta MJ, Smith DA, Wang X, Yue L. General Synthesis of Conformationally Constrained Noncanonical Amino Acids with C( sp3)-Rich Benzene Bioisosteres. J Org Chem 2024; 89:5010-5018. [PMID: 38532573 DOI: 10.1021/acs.joc.4c00225] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 03/28/2024]
Abstract
Recent years have seen novel modalities emerge for the treatment of human diseases resulting in an increase in beyond rule of 5 (bRo5) chemical matter. As a result, synthetic innovations aiming to enable rapid access to complex bRo5 molecular entities have become increasingly valuable for medicinal chemists' toolkits. Herein, we report the general synthesis of a new class of noncanonical amino acids (ncAA) with a cyclopropyl backbone to achieve conformational constraint and bearing C(sp3)-rich benzene bioisosteres. We also demonstrate preliminary studies toward utilities of these ncAA as building blocks for medicinal chemistry research.
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Affiliation(s)
- Xiaoshen Ma
- Department of Discovery Chemistry, Merck & Co., Inc., 33 Ave. Louis Pasteur, Boston, Massachusetts 02215, United States
| | - Adam M Beard
- Department of Discovery Chemistry, Merck & Co., Inc., 33 Ave. Louis Pasteur, Boston, Massachusetts 02215, United States
| | - Samantha A Burgess
- Analytical Research & Development, Merck & Co., Inc., 33 Ave. Louis Pasteur, Boston, Massachusetts 02215, United States
| | - Miroslawa Darlak
- Department of Discovery Chemistry, Merck & Co., Inc., 33 Ave. Louis Pasteur, Boston, Massachusetts 02215, United States
| | - Justin A Newman
- Analytical Research and Development, Merck & Co., Inc., 126 E. Lincoln Ave., Rahway, New Jersey 07065, United States
| | - Lisa M Nogle
- Department of Discovery Chemistry, Merck & Co., Inc., 33 Ave. Louis Pasteur, Boston, Massachusetts 02215, United States
| | - Mark J Pietrafitta
- Department of Discovery Chemistry, Merck & Co., Inc., 33 Ave. Louis Pasteur, Boston, Massachusetts 02215, United States
| | - David A Smith
- Department of Discovery Chemistry, Merck & Co., Inc., 33 Ave. Louis Pasteur, Boston, Massachusetts 02215, United States
| | - Xiao Wang
- Analytical Research and Development, Merck & Co., Inc., 126 E. Lincoln Ave., Rahway, New Jersey 07065, United States
| | - Lei Yue
- Department of Discovery Chemistry, Merck & Co., Inc., 33 Ave. Louis Pasteur, Boston, Massachusetts 02215, United States
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9
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L'Exact M, Comeau C, Bourhis A, Boisvert O, Fröhlich U, Létourneau D, Marsault É, Lavigne P, Grandbois M, Boudreault PL. Beyond Rule-of-five: Permeability Assessment of Semipeptidic Macrocycles. BIOCHIMICA ET BIOPHYSICA ACTA. BIOMEMBRANES 2023; 1865:184196. [PMID: 37400050 DOI: 10.1016/j.bbamem.2023.184196] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/04/2023] [Revised: 06/08/2023] [Accepted: 06/26/2023] [Indexed: 07/05/2023]
Abstract
Compounds beyond the rule-of-five are generating interest as they expand the molecular toolbox for modulating targets previously considered "undruggable". Macrocyclic peptides are an efficient class of molecules for modulating protein-protein interactions. However, predicting their permeability is difficult as they differ from small molecules. Although constrained by macrocyclization, they generally retain some conformational flexibility associated with an enhanced ability to cross biological membranes. In this study, we investigated the relationship between the structure of semi-peptidic macrocycles and their membrane permeability through structural modifications. Based on a scaffold of four amino acids and a linker, we synthesized 56 macrocycles incorporating modifications in either stereochemistry, N-methylation, or lipophilicity and assessed their passive permeability using the parallel artificial membrane permeability assay (PAMPA). Our results show that some semi-peptidic macrocycles have adequate passive permeability even with properties outside the Lipinski rule of five. We found that N-methylation in position 2 and the addition of lipophilic groups to the side chain of tyrosine led to an improvement in permeability with a decrease in tPSA and 3D-PSA. This enhancement could be attributed to the shielding effect of the lipophilic group on some regions of the macrocycle, which in turn, facilitates a favorable macrocycle conformation for permeability, suggesting some degree of chameleonic behavior.
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Affiliation(s)
- Marion L'Exact
- Institut de Pharmacologie de Sherbrooke, Département de Pharmacologie-Physiologie, Faculté de Médecine et des Sciences de la santé, Université de Sherbrooke, Sherbrooke, QC, Canada
| | - Christian Comeau
- Institut de Pharmacologie de Sherbrooke, Département de Pharmacologie-Physiologie, Faculté de Médecine et des Sciences de la santé, Université de Sherbrooke, Sherbrooke, QC, Canada
| | - Alix Bourhis
- Institut de Pharmacologie de Sherbrooke, Département de Pharmacologie-Physiologie, Faculté de Médecine et des Sciences de la santé, Université de Sherbrooke, Sherbrooke, QC, Canada
| | - Olivier Boisvert
- Institut de Pharmacologie de Sherbrooke, Département de Biochimie Et Génomique Fonctionnelle, Faculté de Médecine et des Sciences de la Santé, Université de Sherbrooke, Sherbrooke, QC, Canada
| | - Ulrike Fröhlich
- Institut de Pharmacologie de Sherbrooke, Département de Pharmacologie-Physiologie, Faculté de Médecine et des Sciences de la santé, Université de Sherbrooke, Sherbrooke, QC, Canada
| | - Danny Létourneau
- Institut de Pharmacologie de Sherbrooke, Département de Biochimie Et Génomique Fonctionnelle, Faculté de Médecine et des Sciences de la Santé, Université de Sherbrooke, Sherbrooke, QC, Canada
| | - Éric Marsault
- Institut de Pharmacologie de Sherbrooke, Département de Pharmacologie-Physiologie, Faculté de Médecine et des Sciences de la santé, Université de Sherbrooke, Sherbrooke, QC, Canada
| | - Pierre Lavigne
- Institut de Pharmacologie de Sherbrooke, Département de Biochimie Et Génomique Fonctionnelle, Faculté de Médecine et des Sciences de la Santé, Université de Sherbrooke, Sherbrooke, QC, Canada
| | - Michel Grandbois
- Institut de Pharmacologie de Sherbrooke, Département de Pharmacologie-Physiologie, Faculté de Médecine et des Sciences de la santé, Université de Sherbrooke, Sherbrooke, QC, Canada
| | - Pierre-Luc Boudreault
- Institut de Pharmacologie de Sherbrooke, Département de Pharmacologie-Physiologie, Faculté de Médecine et des Sciences de la santé, Université de Sherbrooke, Sherbrooke, QC, Canada.
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10
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Ghosh P, Raj N, Verma H, Patel M, Chakraborti S, Khatri B, Doreswamy CM, Anandakumar SR, Seekallu S, Dinesh MB, Jadhav G, Yadav PN, Chatterjee J. An amide to thioamide substitution improves the permeability and bioavailability of macrocyclic peptides. Nat Commun 2023; 14:6050. [PMID: 37770425 PMCID: PMC10539501 DOI: 10.1038/s41467-023-41748-y] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/26/2022] [Accepted: 09/06/2023] [Indexed: 09/30/2023] Open
Abstract
Solvent shielding of the amide hydrogen bond donor (NH groups) through chemical modification or conformational control has been successfully utilized to impart membrane permeability to macrocyclic peptides. We demonstrate that passive membrane permeability can also be conferred by masking the amide hydrogen bond acceptor (>C = O) through a thioamide substitution (>C = S). The membrane permeability is a consequence of the lower desolvation penalty of the macrocycle resulting from a concerted effect of conformational restriction, local desolvation of the thioamide bond, and solvent shielding of the amide NH groups. The enhanced permeability and metabolic stability on thioamidation improve the bioavailability of a macrocyclic peptide composed of hydrophobic amino acids when administered through the oral route in rats. Thioamidation of a bioactive macrocyclic peptide composed of polar amino acids results in analogs with longer duration of action in rats when delivered subcutaneously. These results highlight the potential of O to S substitution as a stable backbone modification in improving the pharmacological properties of peptide macrocycles.
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Affiliation(s)
- Pritha Ghosh
- Molecular Biophysics Unit, Indian Institute of Science, Bangalore, 560012, Karnataka, India
| | - Nishant Raj
- Molecular Biophysics Unit, Indian Institute of Science, Bangalore, 560012, Karnataka, India
| | - Hitesh Verma
- Molecular Biophysics Unit, Indian Institute of Science, Bangalore, 560012, Karnataka, India
| | - Monika Patel
- Neuroscience & Ageing Biology, CSIR-CDRI, Lucknow, 226031, Uttar Pradesh, India
- Academy of Scientific and Innovative Research (AcSIR), Ghaziabad, 201002, India
| | - Sohini Chakraborti
- Molecular Biophysics Unit, Indian Institute of Science, Bangalore, 560012, Karnataka, India
| | - Bhavesh Khatri
- Molecular Biophysics Unit, Indian Institute of Science, Bangalore, 560012, Karnataka, India
| | - Chandrashekar M Doreswamy
- Department of Pre-clinical Research, Anthem Biosciences Pvt. Ltd., Bangalore, 560099, Karnataka, India
| | - S R Anandakumar
- Department of Pre-clinical Research, Anthem Biosciences Pvt. Ltd., Bangalore, 560099, Karnataka, India
| | - Srinivas Seekallu
- Department of Pre-clinical Research, Anthem Biosciences Pvt. Ltd., Bangalore, 560099, Karnataka, India
| | - M B Dinesh
- Central Animal Facility, Indian Institute of Science, Bangalore, 560012, Karnataka, India
| | - Gajanan Jadhav
- Eurofins Advinus Biopharma Services India Pvt. Ltd., Bangalore, 560058, Karnataka, India
| | - Prem Narayan Yadav
- Neuroscience & Ageing Biology, CSIR-CDRI, Lucknow, 226031, Uttar Pradesh, India
- Academy of Scientific and Innovative Research (AcSIR), Ghaziabad, 201002, India
| | - Jayanta Chatterjee
- Molecular Biophysics Unit, Indian Institute of Science, Bangalore, 560012, Karnataka, India.
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11
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Cavett V, Chan AI, Cunningham CN, Paegel BM. Hydrogel-Encapsulated Beads Enable Proximity-Driven Encoded Library Synthesis and Screening. ACS CENTRAL SCIENCE 2023; 9:1603-1610. [PMID: 37637732 PMCID: PMC10451030 DOI: 10.1021/acscentsci.3c00316] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 03/16/2023] [Indexed: 08/29/2023]
Abstract
Encoded combinatorial library technologies have dramatically expanded the chemical space for screening but are usually only analyzed by affinity selection binding. It would be highly advantageous to reformat selection outputs to "one-bead-one-compound" solid-phase libraries, unlocking activity-based and cellular screening capabilities. Here, we describe hydrogel-encapsulated magnetic beads that enable such a transformation. Bulk emulsion polymerization of polyacrylamide hydrogel shells around magnetic microbeads yielded uniform particles (7 ± 2 μm diameter) that are compatible with diverse in-gel functionalization (amine, alkyne, oligonucleotides) and transformations associated with DNA-encoded library synthesis (acylation, enzymatic DNA ligation). In a case study of reformatting mRNA display libraries, transcription from DNA-templated magnetic beads encapsulated in gel particles colocalized both RNA synthesis via hybridization with copolymerized complementary DNA and translation via puromycin labeling. Two control epitope templates (V5, HA) were successfully enriched (50- and 99-fold, respectively) from an NNK5 library bead screen via FACS. Proximity-driven library synthesis in concert with magnetic sample manipulation provides a plausible means for reformatting encoded combinatorial libraries at scale.
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Affiliation(s)
- Valerie Cavett
- Department
of Pharmaceutical Sciences, University of
California, Irvine, California 92697, United States
| | - Alix I Chan
- Department
of Peptide Therapeutics, Genentech, South San Francisco, California 94080, United States
| | - Christian N. Cunningham
- Department
of Peptide Therapeutics, Genentech, South San Francisco, California 94080, United States
| | - Brian M. Paegel
- Department
of Pharmaceutical Sciences, University of
California, Irvine, California 92697, United States
- Departments
of Chemistry & Biomedical Engineering, University of California, Irvine, California 92697, United States
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12
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Shanker S, Sanner MF. Predicting Protein-Peptide Interactions: Benchmarking Deep Learning Techniques and a Comparison with Focused Docking. J Chem Inf Model 2023; 63:3158-3170. [PMID: 37167566 DOI: 10.1021/acs.jcim.3c00602] [Citation(s) in RCA: 11] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 05/13/2023]
Abstract
The accurate prediction of protein structures achieved by deep learning (DL) methods is a significant milestone and has deeply impacted structural biology. Shortly after its release, AlphaFold2 has been evaluated for predicting protein-peptide interactions and shown to significantly outperform RoseTTAfold as well as a conventional blind docking method: PIPER-FlexPepDock. Since then, new AlphaFold2 models, trained specifically to predict multimeric assemblies, have been released and a new ab initio folding model OmegaFold has become available. Here, we assess docking success rates for these new DL folding models and compare their performance with our state-of-the-art, focused peptide-docking software AutoDock CrankPep (ADCP). The evaluation is done using the same dataset and performance metric for all methods. We show that, for a set of 99 nonredundant protein-peptide complexes, the new AlphaFold2 model outperforms other Deep Learning approaches and achieves remarkable docking success rates for peptides. While the docking success rate of ADCP is more modest when considering the top-ranking solution only, it samples correct solutions for around 62% of the complexes. Interestingly, different methods succeed on different complexes, and we describe a consensus docking approach using ADCP and AlphaFold2, which achieves a remarkable 60% for the top-ranking results and 66% for the top 5 results for this set of 99 protein-peptide complexes.
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Affiliation(s)
- Sudhanshu Shanker
- Department of Integrative Structural and Computational Biology, The Scripps Research Institute, La Jolla, California 92037, United States
| | - Michel F Sanner
- Department of Integrative Structural and Computational Biology, The Scripps Research Institute, La Jolla, California 92037, United States
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13
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Abstract
In the design and development of therapeutic agents, macromolecules with restricted structures have stronger competitive edges than linear biological entities since cyclization can overcome the limitations of linear structures. The common issues of linear peptides include susceptibility to degradation of the peptidase enzyme, off-target effects, and necessity of routine dosing, leading to instability and ineffectiveness. The unique conformational constraint of cyclic peptides provides a larger surface area to interact with the target at the same time, improving the membrane permeability and in vivo stability compared to their linear counterparts. Currently, cyclic peptides have been reported to possess various activities, such as antifungal, antiviral and antimicrobial activities. To date, there is emerging interest in cyclic peptide therapeutics, and increasing numbers of clinically approved cyclic peptide drugs are available on the market. In this review, the medical significance of cyclic peptides in the defence against viral infections will be highlighted. Except for chikungunya virus, which lacks specific antiviral treatment, all the viral diseases targeted in this review are those with effective treatments yet with certain limitations to date. Thus, strategies and approaches to optimise the antiviral effect of cyclic peptides will be discussed along with their respective outcomes. Apart from isolated naturally occurring cyclic peptides, chemically synthesized or modified cyclic peptides with antiviral activities targeting coronavirus, herpes simplex viruses, human immunodeficiency virus, Ebola virus, influenza virus, dengue virus, five main hepatitis viruses, termed as type A, B, C, D and E and chikungunya virus will be reviewed herein. Graphical Abstract
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14
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C-terminal modification of a de novo designed antimicrobial peptide via capping of macrolactam rings. Bioorg Chem 2022; 130:106251. [DOI: 10.1016/j.bioorg.2022.106251] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/04/2022] [Revised: 10/20/2022] [Accepted: 11/01/2022] [Indexed: 11/06/2022]
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15
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Tian Y, Tirrell MV, LaBelle JL. Harnessing the Therapeutic Potential of Biomacromolecules through Intracellular Delivery of Nucleic Acids, Peptides, and Proteins. Adv Healthc Mater 2022; 11:e2102600. [PMID: 35285167 PMCID: PMC9232950 DOI: 10.1002/adhm.202102600] [Citation(s) in RCA: 16] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/28/2021] [Revised: 02/09/2022] [Indexed: 12/19/2022]
Abstract
Biomacromolecules have long been at the leading edge of academic and pharmaceutical drug development and clinical translation. With the clinical advances of new therapeutics, such as monoclonal antibodies and nucleic acids, the array of medical applications of biomacromolecules has broadened considerably. A major on-going effort is to expand therapeutic targets within intracellular locations. Owing to their large sizes, abundant charges, and hydrogen-bond donors and acceptors, advanced delivery technologies are required to deliver biomacromolecules effectively inside cells. In this review, strategies used for the intracellular delivery of three major forms of biomacromolecules: nucleic acids, proteins, and peptides, are highlighted. An emphasis is placed on synthetic delivery approaches and the major hurdles needed to be overcome for their ultimate clinical translation.
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Affiliation(s)
- Yu Tian
- Pritzker School of Molecular EngineeringThe University of Chicago5640 S Ellis AveChicagoIL60637USA
| | - Matthew V. Tirrell
- Pritzker School of Molecular EngineeringThe University of Chicago5640 S Ellis AveChicagoIL60637USA
| | - James L. LaBelle
- Department of Pediatrics, Section of Hematology/OncologyThe University of Chicago900 E 57th StChicagoIL60637USA
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16
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Li Petri G, Di Martino S, De Rosa M. Peptidomimetics: An Overview of Recent Medicinal Chemistry Efforts toward the Discovery of Novel Small Molecule Inhibitors. J Med Chem 2022; 65:7438-7475. [PMID: 35604326 DOI: 10.1021/acs.jmedchem.2c00123] [Citation(s) in RCA: 42] [Impact Index Per Article: 14.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/15/2022]
Abstract
The use of peptides as therapeutics has often been associated with several drawbacks such as poor absorption, low stability to proteolytic digestion, and fast clearance. Peptidomimetics are developed by modifications of native peptides with the aim of obtaining molecules that are more suitable for clinical development and, for this reason, are widely used as tools in medicinal chemistry programs. The effort to disclose innovative peptidomimetic therapies is recurrent and constantly evolving as demonstrated by the new lead compounds in clinical trials. Synthetic strategies for the development of peptidomimetics have also been implemented with time. This perspective highlights some of the most recent efforts for the design and synthesis of peptidomimetic agents together with their biological evaluation toward a panel of targets.
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Affiliation(s)
| | | | - Maria De Rosa
- Drug Discovery Unit, Ri.MED Foundation, Palermo 90133, Italy
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17
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Baylon JL, Ursu O, Muzdalo A, Wassermann AM, Adams GL, Spale M, Mejzlik P, Gromek A, Pisarenko V, Hancharyk D, Jenkins E, Bednar D, Chang C, Clarova K, Glick M, Bitton DA. PepSeA: Peptide Sequence Alignment and Visualization Tools to Enable Lead Optimization. J Chem Inf Model 2022; 62:1259-1267. [PMID: 35192366 DOI: 10.1021/acs.jcim.1c01360] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Abstract
Therapeutic peptides offer potential advantages over small molecules in terms of selectivity, affinity, and their ability to target "undruggable" proteins that are associated with a wide range of pathologies. Despite their importance, current molecular design capabilities that inform medicinal chemistry decisions on peptide programs are limited. More specifically, there are unmet needs for structure-activity relationship (SAR) analysis and visualization of linear, cyclic, and cross-linked peptides containing non-natural motifs, which are widely used in drug discovery. To bridge this gap, we developed PepSeA (Peptide Sequence Alignment and Visualization), an open-source, freely available package of sequence-based tools (https://github.com/Merck/PepSeA). PepSeA enables multiple sequence alignment of non-natural amino acids and enhanced visualization with the hierarchical editing language for macromolecules (HELM). Via stepwise SAR analysis of a ChEMBL peptide data set, we demonstrate the utility of PepSeA to accelerate decision making in lead optimization campaigns in pharmaceutical setting. PepSeA represents an initial attempt to expand cheminformatics capabilities for therapeutic peptides and to enable rapid and more efficient design-make-test cycles.
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Affiliation(s)
- Javier L Baylon
- Computational and Structural Chemistry, Merck & Co., Inc., Boston, Massachusetts 02115, United States
| | - Oleg Ursu
- Computational and Structural Chemistry, Merck & Co., Inc., Boston, Massachusetts 02115, United States
| | - Anja Muzdalo
- R&D Informatics Solutions, MSD Czech Republic s.r.o., Prague 150 00, Czech Republic
| | - Anne Mai Wassermann
- Computational and Structural Chemistry, Merck & Co., Inc., Boston, Massachusetts 02115, United States
| | - Gregory L Adams
- Computational and Structural Chemistry, Merck & Co., Inc., Boston, Massachusetts 02115, United States
| | - Martin Spale
- R&D Informatics Solutions, MSD Czech Republic s.r.o., Prague 150 00, Czech Republic
| | - Petr Mejzlik
- AI & Big Data Analytics, MSD Czech Republic s.r.o., Prague 150 00, Czech Republic
| | - Anna Gromek
- R&D Informatics Solutions, MSD Czech Republic s.r.o., Prague 150 00, Czech Republic
| | - Viktor Pisarenko
- R&D Informatics Solutions, MSD Czech Republic s.r.o., Prague 150 00, Czech Republic
| | - Dzianis Hancharyk
- R&D Informatics Solutions, MSD Czech Republic s.r.o., Prague 150 00, Czech Republic
| | - Esteban Jenkins
- Foundational Data and Analytics, MSD Czech Republic s.r.o., Prague 150 00, Czech Republic
| | - David Bednar
- Foundational Data and Analytics, MSD Czech Republic s.r.o., Prague 150 00, Czech Republic
| | - Charlie Chang
- Discovery Research IT, Merck & Co., Inc., Boston, Massachusetts 02115, United States
| | - Kamila Clarova
- R&D Informatics Solutions, MSD Czech Republic s.r.o., Prague 150 00, Czech Republic.,Department of Informatics and Chemistry, Faculty of Chemical Technology, University of Chemistry and Technology, Prague 166 28, Czech Republic
| | - Meir Glick
- Computational and Structural Chemistry, Merck & Co., Inc., Boston, Massachusetts 02115, United States
| | - Danny A Bitton
- R&D Informatics Solutions, MSD Czech Republic s.r.o., Prague 150 00, Czech Republic
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18
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Li J, Kannan S, Aronica P, Brown CJ, Partridge AW, Verma CS. Molecular descriptors suggest stapling as a strategy for optimizing membrane permeability of cyclic peptides. J Chem Phys 2022; 156:065101. [DOI: 10.1063/5.0078025] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/15/2022] Open
Affiliation(s)
- Jianguo Li
- Bioinformatics Institute, A*STAR, 30 Biopolis Street, Matrix, Singapore 138671
- Singapore Eye Research Institute, Singapore 169856, Singapore
| | | | - Pietro Aronica
- Bioinformatics Institute, A*STAR, 30 Biopolis Street, Matrix, Singapore 138671
| | | | - Anthony W. Partridge
- MSD International, Translation Medicine Research Centre, 8 Biomedical Grove, #04-01/05 Neuros Building, Singapore 138665, Singapore
| | - Chandra S. Verma
- Bioinformatics Institute, A*STAR, 30 Biopolis Street, Matrix, Singapore 138671
- Department of Biological Sciences, National University of Singapore, 117543, Singapore
- School of Biological Sciences, Nanyang Technological University, 637551, Singapore
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19
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Dahiya S, Dahiya R, Fuloria NK, Mourya R, Dahiya S, Fuloria S, Kumar S, Shrivastava J, Saharan R, Chennupati SV, Patel JK. Natural Bridged Bicyclic Peptide Macrobiomolecules from Celosia argentea and Amanita phalloides. Mini Rev Med Chem 2022; 22:1772-1788. [PMID: 35049431 DOI: 10.2174/1389557522666220113122117] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/14/2021] [Revised: 09/02/2021] [Accepted: 11/15/2021] [Indexed: 11/22/2022]
Abstract
Bridged peptide macrobicycles (BPMs) from natural resources belong to types of compounds that are not investigated fully in terms of their formation, pharmacological potential and stereo-chemical properties. This division of biologically active congeners with multiple circular rings, has merits over other varieties of peptide molecules. BPMs form one of the most hopeful grounds for establishment of drugs because of their close resemblance and biocompatibility to proteins, and these bio-actives are debated as feasible realistic tools in diverse biomedical applications. Despite huge potential, poor metabolic stability and cell permeability limit the therapeutic success of macrocyclic peptides. In this review, we have comprehensively explored major bicyclic peptides sourced from plants and mushrooms including βs-leucyl-tryptophano-histidine bridged and tryptophano-cysteine bridged peptide macrobicycles. The unique structural features, structure activity relationship, synthetic routes, bioproperties and therapeutic potential of the natural BPMs are also discussed.
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Affiliation(s)
- Sunita Dahiya
- Department of Pharmaceutical Sciences, School of Pharmacy, University of Puerto Rico, Medical Sciences Campus, San Juan, PR 00936, USA
| | - Rajiv Dahiya
- School of Pharmacy, Faculty of Medical Sciences, The University of the West Indies, St. Augustine, Trinidad and Tobago, West Indies
| | - Neeraj Kumar Fuloria
- Department of Pharmaceutical Chemistry, Faculty of Pharmacy, AIMST University, Semeling, Bedong 08100, Kedah, Malaysia
| | - Rita Mourya
- Department of Pharmaceutical Chemistry, Lakshmi Narain College of Pharmacy, Bhopal, Madhya Pradesh, India
| | - Saurabh Dahiya
- Delhi Institute of Pharmaceutical Sciences and Research, Delhi Pharmaceutical Sciences and Research University, New Delhi, India
| | - Shivkanya Fuloria
- Department of Pharmaceutical Chemistry, Faculty of Pharmacy, AIMST University, Semeling, Bedong 08100, Kedah, Malaysia
| | - Suresh Kumar
- Department of Pharmaceutical Chemistry, Bharat Institute of Pharmacy, Babain, Kurukshetra, Haryana, India
| | - Jyoti Shrivastava
- Department of Pharmaceutical Chemistry, The Oxford College of Pharmacy, Bangalore, Karnataka, India
| | - Renu Saharan
- Department of Pharmaceutics, M.M. College of Pharmacy, Maharishi Markandeshwar Deemed to be University, Mullana, Am-bala, Haryana, India
| | - Suresh V Chennupati
- Department of Pharmacy, College of Medical and Health Sciences, Wollega University, P.O. Box 395, Nekemte, Ethiopia
| | - Jayvadan K Patel
- Department of Pharmaceutics, Nootan Pharmacy College, Faculty of Pharmacy, Sankalchand Patel University, Visnagar-384315, Mehsana, Gujarat, India
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20
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Hellinger R, Muratspahić E, Devi S, Koehbach J, Vasileva M, Harvey PJ, Craik DJ, Gründemann C, Gruber CW. Importance of the Cyclic Cystine Knot Structural Motif for Immunosuppressive Effects of Cyclotides. ACS Chem Biol 2021; 16:2373-2386. [PMID: 34592097 PMCID: PMC9286316 DOI: 10.1021/acschembio.1c00524] [Citation(s) in RCA: 12] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/12/2022]
Abstract
The cyclotide T20K inhibits the proliferation of human immune cells and is currently in clinical trials for multiple sclerosis. Here, we provide novel functional data and mechanistic insights into structure-activity relationships of T20K. Analogs with partial or complete reduction of the cystine knot had loss of function in proliferation experiments. Similarly, an acyclic analog of T20K was inactive in lymphocyte bioassays. The lack of activity of non-native peptide analogs appears to be associated with the ability of cyclotides to interact with and penetrate cell membranes, since cellular uptake studies demonstrated fast fractional transfer only of the native peptide into the cytosol of human immune cells. Therefore, structural differences between cyclic and linear native folded peptides were investigated by NMR to elucidate structure-activity relationships. Acyclic T20K had a less rigid backbone and considerable structural changes in loops 1 and 6 compared to the native cyclic T20K, supporting the idea that the cyclic cystine knot motif is a unique bioactive scaffold. This study provides evidence that this structural motif in cyclotides governs bioactivity, interactions with and transport across biological membranes, and the structural integrity of these peptides. These observations could be useful to understand the structure-activity of other cystine knot proteins due to the structural conservation of the cystine knot motif across evolution and to provide guidance for the design of novel cyclic cysteine-stabilized molecules.
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Affiliation(s)
- Roland Hellinger
- Center for
Physiology and Pharmacology, Medical University
of Vienna, Schwarzspanierstr. 17, Vienna 1090, Austria
| | - Edin Muratspahić
- Center for
Physiology and Pharmacology, Medical University
of Vienna, Schwarzspanierstr. 17, Vienna 1090, Austria
| | - Seema Devi
- Institute
for Infection Prevention and Hospital Epidemiology, Center for Complementary
Medicine, Faculty of Medicine, University
of Freiburg, Breisacher Str. 115B, Freiburg 79106, Germany
| | - Johannes Koehbach
- Institute
for Molecular Bioscience, Australian Research Council Centre of Excellence
for Innovations in Peptide and Protein Science, The University of Queensland, Brisbane, Queensland 4072, Australia
| | - Mina Vasileva
- Center for
Physiology and Pharmacology, Medical University
of Vienna, Schwarzspanierstr. 17, Vienna 1090, Austria
| | - Peta J. Harvey
- Institute
for Molecular Bioscience, Australian Research Council Centre of Excellence
for Innovations in Peptide and Protein Science, The University of Queensland, Brisbane, Queensland 4072, Australia
| | - David J. Craik
- Institute
for Molecular Bioscience, Australian Research Council Centre of Excellence
for Innovations in Peptide and Protein Science, The University of Queensland, Brisbane, Queensland 4072, Australia
| | - Carsten Gründemann
- Translational
Complementary Medicine, Department of Pharmaceutical Sciences, University of Basel, Klingelbergstr. 80, Basel 4056, Switzerland
| | - Christian W. Gruber
- Center for
Physiology and Pharmacology, Medical University
of Vienna, Schwarzspanierstr. 17, Vienna 1090, Austria
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21
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Sanner MF, Dieguez L, Forli S, Lis E. Improving Docking Power for Short Peptides Using Random Forest. J Chem Inf Model 2021; 61:3074-3090. [PMID: 34124893 PMCID: PMC8543977 DOI: 10.1021/acs.jcim.1c00573] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/19/2022]
Abstract
In recent years, therapeutic peptides have gained a lot interest as demonstrated by the 60 peptides approved as drugs in major markets and 150+ peptides currently in clinical trials. However, while small molecule docking is routinely used in rational drug design efforts, docking peptides has proven challenging partly because docking scoring functions, developed and calibrated for small molecules, perform poorly for these molecules. Here, we present random forest classifiers trained to discriminate correctly docked peptides. We show that, for a testing set of 47 protein-peptide complexes, structurally dissimilar from the training set and previously used to benchmark AutoDock Vina's ability to dock short peptides, these random forest classifiers improve docking power from ∼25% for AutoDock scoring functions to an average of ∼70%. These results pave the way for peptide-docking success rates comparable to those of small molecule docking. To develop these classifiers, we compiled the ProptPep37_2021 data set, a curated, high-quality set of 322 crystallographic protein-peptides complexes annotated with structural similarity information. The data set also provides a collection of high-quality putative poses with a range of deviations from the crystallographic pose, providing correct and incorrect poses (i.e., decoys) of the peptide for each entry. The ProptPep37_2021 data set as well as the classifiers presented here are freely available.
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Affiliation(s)
- Michel F. Sanner
- Department of Integrative Structural and Computational Biology, The Scripps Research Institute, La Jolla, CA 93037, USA
| | - Leonard Dieguez
- Koliber Biosciences Inc., 12265 World Trade Drive, Suite G, San Diego, CA 92128, USA
| | - Stefano Forli
- Department of Integrative Structural and Computational Biology, The Scripps Research Institute, La Jolla, CA 93037, USA
| | - Ewa Lis
- Koliber Biosciences Inc., 12265 World Trade Drive, Suite G, San Diego, CA 92128, USA
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22
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Improvement on Permeability of Cyclic Peptide/Peptidomimetic: Backbone N-Methylation as A Useful Tool. Mar Drugs 2021; 19:md19060311. [PMID: 34072121 PMCID: PMC8229464 DOI: 10.3390/md19060311] [Citation(s) in RCA: 18] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/29/2021] [Revised: 05/22/2021] [Accepted: 05/24/2021] [Indexed: 12/14/2022] Open
Abstract
Peptides have a three-dimensional configuration that can adopt particular conformations for binding to proteins, which are well suited to interact with larger contact surface areas on target proteins. However, low cell permeability is a major challenge in the development of peptide-related drugs. In recent years, backbone N-methylation has been a useful tool for manipulating the permeability of cyclic peptides/peptidomimetics. Backbone N-methylation permits the adjustment of molecule’s conformational space. Several pathways are involved in the drug absorption pathway; the relative importance of each N-methylation to total permeation is likely to differ with intrinsic properties of cyclic peptide/peptidomimetic. Recent studies on the permeability of cyclic peptides/peptidomimetics using the backbone N-methylation strategy and synthetic methodologies will be presented in this review.
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23
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Surur AS, Sun D. Macrocycle-Antibiotic Hybrids: A Path to Clinical Candidates. Front Chem 2021; 9:659845. [PMID: 33996753 PMCID: PMC8120311 DOI: 10.3389/fchem.2021.659845] [Citation(s) in RCA: 19] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/28/2021] [Accepted: 04/15/2021] [Indexed: 12/21/2022] Open
Abstract
The tale of abate in antibiotics continued defense mechanisms that chaperone the rise of drug-defying superbugs—on the other hand, the astray in antibacterial drug discovery and development. Our salvation lies in circumventing the genesis of resistance. Considering the competitive advantages of antibacterial chemotherapeutic agents equipped with multiple warheads against resistance, the development of hybrids has rejuvenated. The adoption of antibiotic hybrid paradigm to macrocycles has advanced novel chemical entities to clinical trials. The multi-targeted TD-1792, for instance, retained potent antibacterial activities against multiple strains that are resistant to its constituent, vancomycin. Moreover, the antibiotic conjugation of rifamycins has provided hybrid clinical candidates with desirable efficacy and safety profiles. In 2020, the U.S. FDA has granted an orphan drug designation to TNP-2092, a conjugate of rifamycin and fluoroquinolone, for the treatment of prosthetic joint infections. DSTA4637S is a pioneer antibacterial agent under clinical development and represents a novel class of bacterial therapy, that is, antibody–antibiotic conjugates. DSTA4637S is effective against the notorious persistent S. aureus bacteremia, a revelation of the abracadabra potential of antibiotic hybrid approaches.
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Affiliation(s)
- Abdrrahman Shemsu Surur
- Department of Pharmaceutical Sciences, The Daniel K. Inouye College of Pharmacy, University of Hawai'i at Hilo, Hilo, HI, United States
| | - Dianqing Sun
- Department of Pharmaceutical Sciences, The Daniel K. Inouye College of Pharmacy, University of Hawai'i at Hilo, Hilo, HI, United States
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24
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Hoang HN, Hill TA, Fairlie DP. Connecting Hydrophobic Surfaces in Cyclic Peptides Increases Membrane Permeability. Angew Chem Int Ed Engl 2021. [DOI: 10.1002/ange.202012643] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/20/2022]
Affiliation(s)
- Huy N. Hoang
- Division of Chemistry and Structural Biology and ARC Centre of Excellence for Innovations in Peptide and Protein Science Institute for Molecular Bioscience The University of Queensland Brisbane QLD 4072 Australia
| | - Timothy A. Hill
- Division of Chemistry and Structural Biology and ARC Centre of Excellence for Innovations in Peptide and Protein Science Institute for Molecular Bioscience The University of Queensland Brisbane QLD 4072 Australia
| | - David P. Fairlie
- Division of Chemistry and Structural Biology and ARC Centre of Excellence for Innovations in Peptide and Protein Science Institute for Molecular Bioscience The University of Queensland Brisbane QLD 4072 Australia
- ARC Centre of Excellence in Advanced Molecular Imaging Institute for Molecular Bioscience The University of Queensland Brisbane QLD 4072 Australia
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25
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Hoang HN, Hill TA, Fairlie DP. Connecting Hydrophobic Surfaces in Cyclic Peptides Increases Membrane Permeability. Angew Chem Int Ed Engl 2021; 60:8385-8390. [PMID: 33185961 DOI: 10.1002/anie.202012643] [Citation(s) in RCA: 24] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/17/2020] [Revised: 11/04/2020] [Indexed: 12/16/2022]
Abstract
N- or C-methylation in natural and synthetic cyclic peptides can increase membrane permeability, but it remains unclear why this happens in some cases but not others. Here we compare three-dimensional structures for cyclic peptides from six families, including isomers differing only in the location of an N- or Cα-methyl substituent. We show that a single methyl group only increases membrane permeability when it connects or expands hydrophobic surface patches. Positional isomers, with the same molecular weight, hydrogen bond donors/acceptors, rotatable bonds, calculated LogP, topological polar surface area, and total hydrophobic surface area, can have different membrane permeabilities that correlate with the size of the largest continuous hydrophobic surface patch. These results illuminate a key local molecular determinant of membrane permeability.
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Affiliation(s)
- Huy N Hoang
- Division of Chemistry and Structural Biology and ARC Centre of Excellence for Innovations in Peptide and Protein Science, Institute for Molecular Bioscience, The University of Queensland, Brisbane, QLD 4072, Australia
| | - Timothy A Hill
- Division of Chemistry and Structural Biology and ARC Centre of Excellence for Innovations in Peptide and Protein Science, Institute for Molecular Bioscience, The University of Queensland, Brisbane, QLD 4072, Australia
| | - David P Fairlie
- Division of Chemistry and Structural Biology and ARC Centre of Excellence for Innovations in Peptide and Protein Science, Institute for Molecular Bioscience, The University of Queensland, Brisbane, QLD 4072, Australia.,ARC Centre of Excellence in Advanced Molecular Imaging, Institute for Molecular Bioscience, The University of Queensland, Brisbane, QLD, 4072, Australia
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26
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Viarengo-Baker LA, Brown LE, Rzepiela AA, Whitty A. Defining and navigating macrocycle chemical space. Chem Sci 2021; 12:4309-4328. [PMID: 34163695 PMCID: PMC8179434 DOI: 10.1039/d0sc05788f] [Citation(s) in RCA: 20] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/02/2023] Open
Abstract
Macrocyclic compounds (MCs) are of growing interest for inhibition of challenging drug targets. We consider afresh what structural and physicochemical features could be relevant to the bioactivity of this compound class. Using these features, we performed Principal Component Analysis to map oral and non-oral macrocycle drugs and clinical candidates, and also commercially available synthetic MCs, in structure–property space. We find that oral MC drugs occupy defined regions that are distinct from those of the non-oral MC drugs. None of the oral MC regions are effectively sampled by the synthetic MCs. We identify 13 properties that can be used to design synthetic MCs that sample regions overlapping with oral MC drugs. The results advance our understanding of what molecular features are associated with bioactive and orally bioavailable MCs, and illustrate an approach by which synthetic chemists can better evaluate MC designs. We also identify underexplored regions of macrocycle chemical space. Macrocyclic compounds (MCs) are of high interest for inhibition of challenging drug targets, but existing oral MC drugs occupy regions of chemical space that are not well sampled by many available synthetic MC chemotypes.![]()
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Affiliation(s)
- Lauren A Viarengo-Baker
- Department of Chemistry, Boston University 590 Commonwealth Ave Boston Massachusetts 02215 USA
| | - Lauren E Brown
- Department of Chemistry, Boston University 590 Commonwealth Ave Boston Massachusetts 02215 USA .,Center for Molecular Discovery, Boston University 24 Cummington Mall Boston Massachusetts 02215 USA
| | - Anna A Rzepiela
- Pyxis Discovery Delftechpark 26 Delft 2628XH The Netherlands
| | - Adrian Whitty
- Department of Chemistry, Boston University 590 Commonwealth Ave Boston Massachusetts 02215 USA .,Center for Molecular Discovery, Boston University 24 Cummington Mall Boston Massachusetts 02215 USA
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27
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Sengupta S, Mehta G. Macrocyclization via C-H functionalization: a new paradigm in macrocycle synthesis. Org Biomol Chem 2020; 18:1851-1876. [PMID: 32101232 DOI: 10.1039/c9ob02765c] [Citation(s) in RCA: 36] [Impact Index Per Article: 7.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/19/2022]
Abstract
The growing emphasis on macrocycles in engaging difficult therapeutic targets such as protein-protein interactions and GPCRs via preferential adaptation of bioactive and cell penetrating conformations has provided impetus to the search for de novo macrocyclization strategies that are efficient, chemically robust and amenable to diversity creation. An emerging macrocyclization paradigm based on the C-H activation logic, of particular promise in the macrocyclization of complex peptides, has added a new dimension to this pursuit, enabling efficacious access to macrocycles of various sizes and topologies with high atom and step economy. Significant achievements in macrocyclization methodologies and their applications in the synthesis of bioactive natural products and drug-like molecules, employing strategic variations of C-H activation are captured in this review. It is expected that this timely account will foster interest in newer ways of macrocycle construction among practitioners of organic synthesis and chemical biology to advance the field.
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Affiliation(s)
- Saumitra Sengupta
- School of Chemistry, University of Hyderabad, Gachibowli, Hyderabad-5000 046, Telengana, India.
| | - Goverdhan Mehta
- School of Chemistry, University of Hyderabad, Gachibowli, Hyderabad-5000 046, Telengana, India.
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28
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Jing X, Jin K. A gold mine for drug discovery: Strategies to develop cyclic peptides into therapies. Med Res Rev 2019; 40:753-810. [PMID: 31599007 DOI: 10.1002/med.21639] [Citation(s) in RCA: 96] [Impact Index Per Article: 16.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/21/2019] [Revised: 09/05/2019] [Accepted: 09/26/2019] [Indexed: 12/19/2022]
Abstract
As a versatile therapeutic modality, peptides attract much attention because of their great binding affinity, low toxicity, and the capability of targeting traditionally "undruggable" protein surfaces. However, the deficiency of cell permeability and metabolic stability always limits the success of in vitro bioactive peptides as drug candidates. Peptide macrocyclization is one of the most established strategies to overcome these limitations. Over the past decades, more than 40 cyclic peptide drugs have been clinically approved, the vast majority of which are derived from natural products. The de novo discovered cyclic peptides on the basis of rational design and in vitro evolution, have also enabled the binding with targets for which nature provides no solutions. The current review summarizes different classes of cyclic peptides with diverse biological activities, and presents an overview of various approaches to develop cyclic peptide-based drug candidates, drawing upon series of examples to illustrate each strategy.
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Affiliation(s)
- Xiaoshu Jing
- Shandong University-Helmholtz Institute of Biotechnology, State Key Laboratory of Microbial Technology, Shandong University, Qingdao, China
| | - Kang Jin
- Department of Medicinal Chemistry, School of Pharmacy, Shandong University, Jinan, Shandong, China
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29
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Lohman RJ, Nielsen DS, Kok WM, Hoang HN, Hill TA, Fairlie DP. Mirror image pairs of cyclic hexapeptides have different oral bioavailabilities and metabolic stabilities. Chem Commun (Camb) 2019; 55:13362-13365. [DOI: 10.1039/c9cc06234c] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/12/2022]
Abstract
Rule-of-five parameters and membrane permeabilities are not the only determinants of oral bioavailability.
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Affiliation(s)
- Rink-Jan Lohman
- Division of Chemistry and Structural Biology
- Institute for Molecular Bioscience
- The University of Queensland
- Brisbane
- Australia
| | - Daniel S. Nielsen
- Division of Chemistry and Structural Biology
- Institute for Molecular Bioscience
- The University of Queensland
- Brisbane
- Australia
| | - W. Mei Kok
- Division of Chemistry and Structural Biology
- Institute for Molecular Bioscience
- The University of Queensland
- Brisbane
- Australia
| | - Huy N. Hoang
- Division of Chemistry and Structural Biology
- Institute for Molecular Bioscience
- The University of Queensland
- Brisbane
- Australia
| | - Timothy A. Hill
- Division of Chemistry and Structural Biology
- Institute for Molecular Bioscience
- The University of Queensland
- Brisbane
- Australia
| | - David P. Fairlie
- Division of Chemistry and Structural Biology
- Institute for Molecular Bioscience
- The University of Queensland
- Brisbane
- Australia
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