1
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Sigal M, Matsumoto S, Beattie A, Katoh T, Suga H. Engineering tRNAs for the Ribosomal Translation of Non-proteinogenic Monomers. Chem Rev 2024; 124:6444-6500. [PMID: 38688034 PMCID: PMC11122139 DOI: 10.1021/acs.chemrev.3c00894] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/01/2023] [Revised: 02/21/2024] [Accepted: 04/10/2024] [Indexed: 05/02/2024]
Abstract
Ribosome-dependent protein biosynthesis is an essential cellular process mediated by transfer RNAs (tRNAs). Generally, ribosomally synthesized proteins are limited to the 22 proteinogenic amino acids (pAAs: 20 l-α-amino acids present in the standard genetic code, selenocysteine, and pyrrolysine). However, engineering tRNAs for the ribosomal incorporation of non-proteinogenic monomers (npMs) as building blocks has led to the creation of unique polypeptides with broad applications in cellular biology, material science, spectroscopy, and pharmaceuticals. Ribosomal polymerization of these engineered polypeptides presents a variety of challenges for biochemists, as translation efficiency and fidelity is often insufficient when employing npMs. In this Review, we will focus on the methodologies for engineering tRNAs to overcome these issues and explore recent advances both in vitro and in vivo. These efforts include increasing orthogonality, recruiting essential translation factors, and creation of expanded genetic codes. After our review on the biochemical optimizations of tRNAs, we provide examples of their use in genetic code manipulation, with a focus on the in vitro discovery of bioactive macrocyclic peptides containing npMs. Finally, an analysis of the current state of tRNA engineering is presented, along with existing challenges and future perspectives for the field.
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Affiliation(s)
- Maxwell Sigal
- Department of Chemistry,
Graduate School of Science, The University
of Tokyo, 7-3-1 Hongo, Bunkyo-ku, Tokyo 113-0033, Japan
| | - Satomi Matsumoto
- Department of Chemistry,
Graduate School of Science, The University
of Tokyo, 7-3-1 Hongo, Bunkyo-ku, Tokyo 113-0033, Japan
| | - Adam Beattie
- Department of Chemistry,
Graduate School of Science, The University
of Tokyo, 7-3-1 Hongo, Bunkyo-ku, Tokyo 113-0033, Japan
| | - Takayuki Katoh
- Department of Chemistry,
Graduate School of Science, The University
of Tokyo, 7-3-1 Hongo, Bunkyo-ku, Tokyo 113-0033, Japan
| | - Hiroaki Suga
- Department of Chemistry,
Graduate School of Science, The University
of Tokyo, 7-3-1 Hongo, Bunkyo-ku, Tokyo 113-0033, Japan
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2
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Majumdar C, Walker JA, Francis MB, Schepartz A, Cate JHD. Aminobenzoic Acid Derivatives Obstruct Induced Fit in the Catalytic Center of the Ribosome. ACS CENTRAL SCIENCE 2023; 9:1160-1169. [PMID: 37396857 PMCID: PMC10311655 DOI: 10.1021/acscentsci.3c00153] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 02/07/2023] [Indexed: 07/04/2023]
Abstract
The Escherichia coli (E. coli) ribosome can incorporate a variety of non-l-α-amino acid monomers into polypeptide chains in vitro but with poor efficiency. Although these monomers span a diverse set of compounds, there exists no high-resolution structural information regarding their positioning within the catalytic center of the ribosome, the peptidyl transferase center (PTC). Thus, details regarding the mechanism of amide bond formation and the structural basis for differences and defects in incorporation efficiency remain unknown. Within a set of three aminobenzoic acid derivatives-3-aminopyridine-4-carboxylic acid (Apy), ortho-aminobenzoic acid (oABZ), and meta-aminobenzoic acid (mABZ)-the ribosome incorporates Apy into polypeptide chains with the highest efficiency, followed by oABZ and then mABZ, a trend that does not track with the nucleophilicity of the reactive amines. Here, we report high-resolution cryo-EM structures of the ribosome with each of these three aminobenzoic acid derivatives charged on tRNA bound in the aminoacyl-tRNA site (A-site). The structures reveal how the aromatic ring of each monomer sterically blocks the positioning of nucleotide U2506, thereby preventing rearrangement of nucleotide U2585 and the resulting induced fit in the PTC required for efficient amide bond formation. They also reveal disruptions to the bound water network that is believed to facilitate formation and breakdown of the tetrahedral intermediate. Together, the cryo-EM structures reported here provide a mechanistic rationale for differences in reactivity of aminobenzoic acid derivatives relative to l-α-amino acids and each other and identify stereochemical constraints on the size and geometry of non-monomers that can be accepted efficiently by wild-type ribosomes.
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Affiliation(s)
- Chandrima Majumdar
- Department
of Molecular and Cell Biology, University
of California, Berkeley, California 94720, United States
| | - Joshua A. Walker
- Department
of Chemistry, University of California, Berkeley, California 94720, United States
| | - Matthew B. Francis
- Department
of Chemistry, University of California, Berkeley, California 94720, United States
- Molecular
Biophysics and Integrated Bioimaging Division, Lawrence Berkeley National Laboratory, Berkeley, California 94720, United States
| | - Alanna Schepartz
- Department
of Molecular and Cell Biology, University
of California, Berkeley, California 94720, United States
- Department
of Chemistry, University of California, Berkeley, California 94720, United States
- Molecular
Biophysics and Integrated Bioimaging Division, Lawrence Berkeley National Laboratory, Berkeley, California 94720, United States
- Chan
Zuckerberg Biohub, San Francisco, California 94158, United States
| | - Jamie H. D. Cate
- Department
of Molecular and Cell Biology, University
of California, Berkeley, California 94720, United States
- Department
of Chemistry, University of California, Berkeley, California 94720, United States
- Molecular
Biophysics and Integrated Bioimaging Division, Lawrence Berkeley National Laboratory, Berkeley, California 94720, United States
- Innovative
Genomics Institute, University of California, Berkeley, California 94720, United States
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3
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Chowdhary S, Pelzer T, Saathoff M, Quaas E, Pendl J, Fulde M, Koksch B. Fine‐tuning the antimicrobial activity of β‐hairpin peptides with fluorinated amino acids. Pept Sci (Hoboken) 2023. [DOI: 10.1002/pep2.24306] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 03/11/2023]
Affiliation(s)
- Suvrat Chowdhary
- Institute of Chemistry and Biochemistry Freie Universität Berlin Berlin Germany
| | - Tim Pelzer
- Institute of Chemistry and Biochemistry Freie Universität Berlin Berlin Germany
| | - Mareike Saathoff
- Institute of Microbiology and Epizootics, Centre of Infection Medicine Freie Universität Berlin Berlin Germany
| | - Elisa Quaas
- Institute of Chemistry and Biochemistry, Core Facility SupraFAB Freie Universität Berlin Berlin Germany
| | - Johanna Pendl
- Institute of Veterinary Anatomy Freie Universität Berlin Berlin Germany
| | - Marcus Fulde
- Institute of Microbiology and Epizootics, Centre of Infection Medicine Freie Universität Berlin Berlin Germany
- Veterinary Centre for Resistance Research (TZR) Freie Universität Berlin Berlin Germany
| | - Beate Koksch
- Institute of Chemistry and Biochemistry Freie Universität Berlin Berlin Germany
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4
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Katoh T, Suga H. In Vitro Selection of Foldamer-Like Macrocyclic Peptides Containing 2-Aminobenzoic Acid and 3-Aminothiophene-2-Carboxylic Acid. J Am Chem Soc 2022; 144:2069-2072. [PMID: 35099961 DOI: 10.1021/jacs.1c12133] [Citation(s) in RCA: 18] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/26/2022]
Abstract
Aromatic cyclic β2,3-amino acids (cβAAs), such as 2-aminobenzoic acid and 3-aminothiophene-2-carboxylic acid, are building blocks that can induce unique folding propensities of peptides. Although their ribosomal elongation had been a formidable task due to the low nucleophilicity of their amino groups, we have recently overcome this issue by means of an engineered tRNAPro1E2 that enhances their incorporation efficiency into nascent peptide chains. Here we report ribosomal synthesis of a random macrocyclic peptide library containing aromatic and aliphatic cβAAs, and its application to de novo discovery of binders against human IFNGR1 and FXIIa as model targets. The potent binding peptides showed not only high inhibitory activity but also high protease resistance in human serum. Moreover, these cβAAs play a critical role in exhibiting their properties, establishing a discovery platform for de novo foldamer-like macrocycles containing such unique building blocks.
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Affiliation(s)
- Takayuki Katoh
- Department of Chemistry, Graduate School of Science, The University of Tokyo, 7-3-1 Hongo, Bunkyo-ku, Tokyo 113-0033, Japan
| | - Hiroaki Suga
- Department of Chemistry, Graduate School of Science, The University of Tokyo, 7-3-1 Hongo, Bunkyo-ku, Tokyo 113-0033, Japan
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5
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Bucci R, Foschi F, Loro C, Erba E, Gelmi ML, Pellegrino S. Fishing in the Toolbox of Cyclic Turn Mimics: a Literature Overview of the Last Decade. European J Org Chem 2021. [DOI: 10.1002/ejoc.202100244] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/11/2022]
Affiliation(s)
- Raffaella Bucci
- Dipartimento di Scienze farmaceutiche,DISFARM Università degli Studi di Milano Via Venezian 21 Milano 20133 Italy
| | - Francesca Foschi
- Dipartimento di Scienze e Alta Tecnologie,DiSAT Università degli Studi dell'Insubria Via Valleggio 9 Como 20100 Italy
| | - Camilla Loro
- Dipartimento di Scienze e Alta Tecnologie,DiSAT Università degli Studi dell'Insubria Via Valleggio 9 Como 20100 Italy
| | - Emanuela Erba
- Dipartimento di Scienze farmaceutiche,DISFARM Università degli Studi di Milano Via Venezian 21 Milano 20133 Italy
| | - Maria Luisa Gelmi
- Dipartimento di Scienze farmaceutiche,DISFARM Università degli Studi di Milano Via Venezian 21 Milano 20133 Italy
| | - Sara Pellegrino
- Dipartimento di Scienze farmaceutiche,DISFARM Università degli Studi di Milano Via Venezian 21 Milano 20133 Italy
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6
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Varnava KG, Edwards PJB, Cameron AJ, Harjes E, Sarojini V. Cyclic peptides bearing the d-Phe-2-Abz turn motif: Structural characterization and antimicrobial potential. J Pept Sci 2020; 27:e3291. [PMID: 33283398 DOI: 10.1002/psc.3291] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/01/2020] [Revised: 10/07/2020] [Accepted: 10/14/2020] [Indexed: 11/10/2022]
Abstract
The effect on secondary structure and antimicrobial activity of introducing different cyclic constraints in linear β-hairpin antimicrobial peptides has been investigated with the intention of generating cyclic β sheets as promising antimicrobials with improved therapeutic potential. The linear peptides were cyclized head to tail either directly or after the addition of either a second turn motif or a disulfide bridge. The propensity of these peptides to adopt a cyclic β-sheet structure has been correlated to their antibacterial activity. All cyclic peptides showed enhanced activity, compared with their linear counterparts against methicillin-resistant Staphylococcus aureus. Scanning electron microscopy and transmission electron microscopy studies showed that this family kills bacteria through membrane lysis. The peptide that showed the best efficacy against all strains (exhibiting nanomolar activity), while retaining low haemolysis, bears two symmetrical, homochiral d-phe-2-Abz-d-ala turns and adopted a flexible structure. Its twin peptide that bears heterochiral turns (one with d-ala and one with L-Ala) showed reduced antibacterial activity and higher percentage of haemolysis. Circular dichroism and nuclear magnetic resonance spectroscopy indicate that heterochirality in the two turns leads to oligomerization of the peptide at higher concentrations, stabilizing the β-sheet secondary structure. More rigid secondary structure is associated with lower activity against bacteria and loss of selectivity.
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Affiliation(s)
- Kyriakos G Varnava
- School of Chemical Sciences, The University of Auckland, Auckland, 1142, New Zealand
| | - Patrick J B Edwards
- School of Fundamental Sciences, Massey University, Palmerston North, 4442, New Zealand.,Maurice Wilkins Centre for Molecular BioDiscovery, Auckland, 1142, New Zealand
| | - Alan J Cameron
- School of Chemical Sciences, The University of Auckland, Auckland, 1142, New Zealand.,Maurice Wilkins Centre for Molecular BioDiscovery, Auckland, 1142, New Zealand
| | - Elena Harjes
- School of Fundamental Sciences, Massey University, Palmerston North, 4442, New Zealand.,Maurice Wilkins Centre for Molecular BioDiscovery, Auckland, 1142, New Zealand
| | - Vijayalekshmi Sarojini
- School of Chemical Sciences, The University of Auckland, Auckland, 1142, New Zealand.,The MacDiarmid Institute for Advanced Materials and Nanotechnology, Wellington, 6140, New Zealand
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7
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Katoh T, Suga H. Ribosomal Elongation of Aminobenzoic Acid Derivatives. J Am Chem Soc 2020; 142:16518-16522. [DOI: 10.1021/jacs.0c05765] [Citation(s) in RCA: 20] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/14/2022]
Affiliation(s)
- Takayuki Katoh
- Department of Chemistry, Graduate School of Science, The University of Tokyo, 7-3-1 Hongo, Bunkyo-ku, Tokyo 113-0033, Japan
| | - Hiroaki Suga
- Department of Chemistry, Graduate School of Science, The University of Tokyo, 7-3-1 Hongo, Bunkyo-ku, Tokyo 113-0033, Japan
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8
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Cameron AJ, Squire CJ, Gérenton A, Stubbing LA, Harris PWR, Brimble MA. Investigations of the key macrolactamisation step in the synthesis of cyclic tetrapeptide pseudoxylallemycin A. Org Biomol Chem 2020; 17:3902-3913. [PMID: 30941386 DOI: 10.1039/c9ob00227h] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]
Abstract
The total synthesis and structural confirmation of naturally occurring all l-cyclic tetrapeptide pseudoxylallemycin A is reported. X-ray crystallography revealed that the linear precursor adopted an all-trans (ttt) extended linear conformation, while its cyclic derivative adopts a trans,cis,trans,cis (tctc) conformation. Two kinetically favoured cyclic conformers prone to hydrolysis initially formed rapidly during cyclisation, with subsequent conversion to the thermodynamically stable tctc macrocycle taking place slowly. We postulate the initial unstable cyclic product undergoes an unprecedented nucleophilic ring opening with either the T3P or PyAOP by-products to give the linear ttt structure as a reactivated species and through a series of equilibria is slowly consumed by cyclisation to the thermodynamic product pseudoxylallemycin A. Consumption of the reactivated species by formation of pseudoxylallemycin A requires a trans-cis isomerism to occur and necessitates moderately increased reaction temperatures. Cyclisation with T3P was found to provide the greatest stereoretention. Synthesis and X-ray crystallography of the C-terminal epimer demonstrated its cyclisation to be kinetically favoured and to proceed without epimerisation despite also bearing an all-trans backbone.
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Affiliation(s)
- Alan J Cameron
- School of Chemical Sciences, The University of Auckland, 23 Symonds St, Auckland 1010, New Zealand.
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9
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Sarojini V, Cameron AJ, Varnava KG, Denny WA, Sanjayan G. Cyclic Tetrapeptides from Nature and Design: A Review of Synthetic Methodologies, Structure, and Function. Chem Rev 2019; 119:10318-10359. [PMID: 31418274 DOI: 10.1021/acs.chemrev.8b00737] [Citation(s) in RCA: 46] [Impact Index Per Article: 7.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Abstract
Small cyclic peptides possess a wide range of biological properties and unique structures that make them attractive to scientists working in a range of areas from medicinal to materials chemistry. However, cyclic tetrapeptides (CTPs), which are important members of this family, are notoriously difficult to synthesize. Various synthetic methodologies have been developed that enable access to natural product CTPs and their rationally designed synthetic analogues having novel molecular structures. These methodologies include the use of reversible protecting groups such as pseudoprolines that restrict conformational freedom, ring contraction strategies, on-resin cyclization approaches, and optimization of coupling reagents and reaction conditions such as temperature and dilution factors. Several fundamental studies have documented the impacts of amino acid configurations, N-alkylation, and steric bulk on both synthetic success and ensuing conformations. Carefully executed retrosynthetic ring dissection and the unique structural features of the linear precursor sequences that result from the ring dissection are crucial for the success of the cyclization step. Other factors that influence the outcome of the cyclization step include reaction temperature, solvent, reagents used as well as dilution levels. The purpose of this review is to highlight the current state of affairs on naturally occurring and rationally designed cyclic tetrapeptides, including strategies investigated for their syntheses in the literature, the conformations adopted by these molecules, and specific examples of their function. Using selected examples from the literature, an in-depth discussion of the synthetic techniques and reaction parameters applied for the successful syntheses of 12-, 13-, and 14-membered natural product CTPs and their novel analogues are presented, with particular focus on the cyclization step. Selected examples of the three-dimensional structures of cyclic tetrapeptides studied by NMR, and X-ray crystallography are also included.
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Affiliation(s)
- Vijayalekshmi Sarojini
- School of Chemical Sciences and the Centre for Green Chemical Science , University of Auckland , Auckland 1142 , New Zealand.,The MacDiarmid Institute for Advanced Materials and Nanotechnology , Wellington 6140 , New Zealand
| | - Alan J Cameron
- School of Chemical Sciences and the Centre for Green Chemical Science , University of Auckland , Auckland 1142 , New Zealand
| | - Kyriakos G Varnava
- School of Chemical Sciences and the Centre for Green Chemical Science , University of Auckland , Auckland 1142 , New Zealand
| | | | - Gangadhar Sanjayan
- Division of Organic Chemistry , CSIR-National Chemical Laboratory , Dr. Homi Bhabha Road , Pune 411 008 , India
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10
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Ohsawa K, Sugai M, Zhang L, Masuda Y, Yoshida M, Doi T. Total Synthesis and Structural Revision of Cyclotetrapeptide Asperterrestide A. J Org Chem 2019; 84:6765-6779. [PMID: 31070032 DOI: 10.1021/acs.joc.9b00526] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/27/2022]
Abstract
The structural revision of cyclotetrapeptide asperterrestide A has been achieved based on total synthesis and molecular modeling. For these studies, (2 R,3 S)-MePhe(3-OH) and (2 S,3 S)-MePhe(3-OH) suitably protected for peptide synthesis were prepared via a stereoselective reduction of a ketone precursor derived from L- or d-serine, using L-selectride or DIBAL-H. The synthesis of the proposed structure of asperterrestide A (1a) was accomplished by solution-phase synthesis of a linear precursor followed by macrolactamization. The NMR spectra of our synthetic 1a were not identical to those reported for the natural compound. Molecular modeling studies suggested that the correct structure 1b was the one in which the stereochemistry at the α-positions of the Ala and MePhe(3-OH) residues is the opposite to that of the proposed structure. This was confirmed by the total synthesis of 1b and its subsequent structural characterization.
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Affiliation(s)
- Kosuke Ohsawa
- Graduate School of Pharmaceutical Sciences , Tohoku University , 6-3 Aza-aoba , Aramaki, Aoba-ku, Sendai 980-8578 , Japan
| | - Masato Sugai
- Graduate School of Pharmaceutical Sciences , Tohoku University , 6-3 Aza-aoba , Aramaki, Aoba-ku, Sendai 980-8578 , Japan
| | - Linnan Zhang
- Graduate School of Pharmaceutical Sciences , Tohoku University , 6-3 Aza-aoba , Aramaki, Aoba-ku, Sendai 980-8578 , Japan
| | - Yuichi Masuda
- Graduate School of Pharmaceutical Sciences , Tohoku University , 6-3 Aza-aoba , Aramaki, Aoba-ku, Sendai 980-8578 , Japan
| | - Masahito Yoshida
- Graduate School of Pharmaceutical Sciences , Tohoku University , 6-3 Aza-aoba , Aramaki, Aoba-ku, Sendai 980-8578 , Japan
| | - Takayuki Doi
- Graduate School of Pharmaceutical Sciences , Tohoku University , 6-3 Aza-aoba , Aramaki, Aoba-ku, Sendai 980-8578 , Japan
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11
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Davison EK, Cameron AJ, Harris PWR, Brimble MA. Synthesis of endolides A and B: naturally occurring N-methylated cyclic tetrapeptides. MEDCHEMCOMM 2019; 10:693-698. [PMID: 31191859 DOI: 10.1039/c9md00050j] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/29/2019] [Accepted: 03/01/2019] [Indexed: 01/16/2023]
Abstract
Endolides A and B are naturally occurring, N-methylated, cyclic tetrapeptides possessing an unusual 3-(3-furyl)alanine amino acid and outstanding biological profiles. 1-Propanephosphonic anhydride (T3P) was used to mediate a solution-phase cyclisation reaction of the linear tetrapeptides, thus achieving the first syntheses of both endolides A and B. The stereoselectivity of the tetrapeptide cyclisation reactions was found to be reagent-controlled, and was independent of the C-terminal configuration of the linear peptide starting materials.
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Affiliation(s)
- Emma K Davison
- School of Chemical Sciences , University of Auckland , 23 Symonds St. , Auckland , 1010 , New Zealand . .,School of Biological Sciences , University of Auckland , 3 Symonds St. , Auckland , 1010 , New Zealand
| | - Alan J Cameron
- School of Chemical Sciences , University of Auckland , 23 Symonds St. , Auckland , 1010 , New Zealand . .,School of Biological Sciences , University of Auckland , 3 Symonds St. , Auckland , 1010 , New Zealand.,The Maurice Wilkins Centre for Molecular Biodiscovery , The University of Auckland , Private Bag 92019 , Auckland , 1010 , New Zealand
| | - Paul W R Harris
- School of Chemical Sciences , University of Auckland , 23 Symonds St. , Auckland , 1010 , New Zealand . .,School of Biological Sciences , University of Auckland , 3 Symonds St. , Auckland , 1010 , New Zealand.,The Maurice Wilkins Centre for Molecular Biodiscovery , The University of Auckland , Private Bag 92019 , Auckland , 1010 , New Zealand
| | - Margaret A Brimble
- School of Chemical Sciences , University of Auckland , 23 Symonds St. , Auckland , 1010 , New Zealand . .,School of Biological Sciences , University of Auckland , 3 Symonds St. , Auckland , 1010 , New Zealand.,The Maurice Wilkins Centre for Molecular Biodiscovery , The University of Auckland , Private Bag 92019 , Auckland , 1010 , New Zealand
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12
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Shao C, Liu Z, Yang H, Wang S, Burley SK. Outlier analyses of the Protein Data Bank archive using a probability-density-ranking approach. Sci Data 2018; 5:180293. [PMID: 30532050 PMCID: PMC6289109 DOI: 10.1038/sdata.2018.293] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/29/2018] [Accepted: 11/12/2018] [Indexed: 02/02/2023] Open
Abstract
Outlier analyses are central to scientific data assessments. Conventional outlier identification methods do not work effectively for Protein Data Bank (PDB) data, which are characterized by heavy skewness and the presence of bounds and/or long tails. We have developed a data-driven nonparametric method to identify outliers in PDB data based on kernel probability density estimation. Unlike conventional outlier analyses based on location and scale, Probability Density Ranking can be used for robust assessments of distance from other observations. Analyzing PDB data from the vantage points of probability and frequency enables proper outlier identification, which is important for quality control during deposition-validation-biocuration of new three-dimensional structure data. Ranking of Probability Density also permits use of Most Probable Range as a robust measure of data dispersion that is more compact than Interquartile Range. The Probability-Density-Ranking approach can be employed to analyze outliers and data-spread on any large data set with continuous distribution.
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Affiliation(s)
- Chenghua Shao
- RCSB Protein Data Bank, Rutgers, The State University of New
Jersey, Piscataway,
NJ
08854, USA
- Institute for Quantitative Biomedicine, Rutgers, The State
University of New Jersey, Piscataway, NJ
08854, USA
| | - Zonghong Liu
- Department of Statistics and Biostatistics, Rutgers, The State
University of New Jersey, New
Brunswick, NJ,
08903, USA
| | - Huanwang Yang
- RCSB Protein Data Bank, Rutgers, The State University of New
Jersey, Piscataway,
NJ
08854, USA
| | - Sijian Wang
- Institute for Quantitative Biomedicine, Rutgers, The State
University of New Jersey, Piscataway, NJ
08854, USA
- Department of Statistics and Biostatistics, Rutgers, The State
University of New Jersey, New
Brunswick, NJ,
08903, USA
| | - Stephen K. Burley
- RCSB Protein Data Bank, Rutgers, The State University of New
Jersey, Piscataway,
NJ
08854, USA
- Institute for Quantitative Biomedicine, Rutgers, The State
University of New Jersey, Piscataway, NJ
08854, USA
- Rutgers Cancer Institute of New Jersey, Rutgers, The State
University of New Jersey, New
Brunswick, NJ,
08903, USA
- RCSB Protein Data Bank, San Diego Supercomputer Center and
Skaggs School of Pharmacy and Pharmaceutical Sciences, University of California
San Diego, La Jolla,
CA
92093, USA
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13
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Cameron AJ, Varnava KG, Edwards PJB, Harjes E, Sarojini V. Acyclic peptides incorporating the d-Phe-2-Abz turn motif: Investigations on antimicrobial activity and propensity to adopt β-hairpin conformations. J Pept Sci 2018; 24:e3094. [PMID: 29900628 DOI: 10.1002/psc.3094] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/06/2017] [Revised: 05/08/2018] [Accepted: 05/16/2018] [Indexed: 02/01/2023]
Abstract
Three linear peptides incorporating d-Phe-2-Abz as the turn motif are reported. Peptide 1, a hydrophobic β-hairpin, served as a proof of principle for the design strategy with both NMR and CD spectra strongly suggesting a β-hairpin conformation. Peptides 2 and 3, designed as amphipathic antimicrobials, exhibited broad spectrum antimicrobial activity, with potency in the nanomolar range against Staphylococcus aureus. Both compounds possess a high degree of selectivity, proving non-haemolytic at concentrations 500 to 800 times higher than their respective minimal inhibitory concentrations (MICs) against S. aureus. Peptide 2 induced cell membrane and cell wall disintegration in both S. aureus and Pseudomonas aeruginosa as observed by transmission electron microscopy. Peptide 2 also demonstrated moderate antifungal activity against Candida albicans with an MIC of 50 μM. Synergism was observed with sub-MIC levels of amphotericin B (AmB), leading to nanomolar MICs against C. albicans for peptide 2. Based on circular dichroism spectra, both peptides 2 and 3 appear to exist as a mixture of conformers with the β-hairpin as a minor conformer in aqueous solution, and a slight increase in hairpin population in 50% trifluoroethanol, which was more pronounced for peptide 3. NMR spectra of peptide 2 in a 1:1 CD3 CN/H2 O mixture and 30 mM deuterated sodium dodecyl sulfate showed evidence of an extended backbone conformation of the β-strand residues. However, inter-strand rotating frame Overhauser effects (ROE) could not be detected and a loosely defined divergent hairpin structure resulted from ROE structure calculation in CD3 CN/H2 O. The loosely defined hairpin conformation is most likely a result of the electrostatic repulsions between cationic strand residues which also probably contribute towards maintaining low haemolytic activity.
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Affiliation(s)
- Alan J Cameron
- School of Chemical Sciences, The University of Auckland, Auckland, 1142, New Zealand
| | - Kyriakos G Varnava
- School of Chemical Sciences, The University of Auckland, Auckland, 1142, New Zealand
| | - Patrick J B Edwards
- Institute of Fundamental Sciences, Massey University, Palmerston North, 4442, New Zealand
| | - Elena Harjes
- Institute of Fundamental Sciences, Massey University, Palmerston North, 4442, New Zealand
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14
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Cameron AJ, Edwards PJB, Harjes E, Sarojini V. Tyrocidine A Analogues Bearing the Planar d-Phe-2-Abz Turn Motif: How Conformation Impacts Bioactivity. J Med Chem 2017; 60:9565-9574. [DOI: 10.1021/acs.jmedchem.7b00953] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/15/2022]
Affiliation(s)
- Alan J. Cameron
- School
of Chemical Sciences, University of Auckland, Auckland 1142, New Zealand
| | - Patrick J. B. Edwards
- Institute
of Fundamental Sciences, Massey University, Palmerston North 4442, New Zealand
| | - Elena Harjes
- Institute
of Fundamental Sciences, Massey University, Palmerston North 4442, New Zealand
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