1
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Lee M, Kwon JS, Kim SH, Woo S, Oh SS. Electrochemical pan-variant detection of SARS-CoV-2 through host cell receptor-mimicking molecular recognition. Biosens Bioelectron 2025; 278:117311. [PMID: 40044551 DOI: 10.1016/j.bios.2025.117311] [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: 11/04/2024] [Revised: 02/20/2025] [Accepted: 02/24/2025] [Indexed: 03/30/2025]
Abstract
The persistent emergence of new SARS-CoV-2 variants has presented significant challenges to vaccines and antiviral therapeutics, highlighting the need for the development of methods that ensure variant-independent responses. This study introduces a unique sensor capable of electrochemically detecting SARS-CoV-2 across a wide range of variants. The comprehensive detection is achieved by using a peptide-DNA hybrid, R7-02, as the capture probe, mimicking the binding interface between a SARS-CoV-2 spike protein and a host cell receptor, hACE2. Since the first step of viral infection is the binding of the spike protein to hACE2 regardless of variant type, the hACE2-mimicking probe can naturally acquire the pan-variant recognition capability. In constructing the sensor, the R7-02 probes are positioned on electrodes via a tetrahedral DNA nanostructure for enhanced detection efficiency. Since R7-02 directly captures the externally-exposed spike protein, our approach does not require sample pretreatments, such as virus particle lysis, unlike conventional diagnostic methods. The R7-02-embedded sensor demonstrated high sensitivity towards Omicron and its major subvariants-commonly known as 'stealth Omicron' (BA.5, BA.2.75, BQ.1.1, and XBB.1.5)-with a detection limit as low as 811.9 pM, along with robust specificity for SARS-CoV-2 against influenza and other human coronaviruses. The sensor also successfully detected SARS-CoV-2 directly from non-treated saliva samples of COVID-19-positive patients. Given the comprehensive and sensitive detection capability, combined with its simple operation, our receptor-mimicking probe-based electrochemical sensor holds the potential to be a sustainable and effective point-of-care diagnostic tool, offering a promising solution to the constant challenges posed by the endemic presence of SARS-CoV-2.
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Affiliation(s)
- Minjong Lee
- Department of Materials Science and Engineering, Pohang University of Science and Technology (POSTECH), Pohang, Gyeongbuk, 37673, South Korea
| | - Ji-Soo Kwon
- Department of Infectious Diseases, Asan Medical Center, University of Ulsan College of Medicine, Seoul, 05505, South Korea
| | - Sung-Han Kim
- Department of Infectious Diseases, Asan Medical Center, University of Ulsan College of Medicine, Seoul, 05505, South Korea
| | - Sungwook Woo
- Department of Materials Science and Engineering, Pohang University of Science and Technology (POSTECH), Pohang, Gyeongbuk, 37673, South Korea.
| | - Seung Soo Oh
- Department of Materials Science and Engineering, Pohang University of Science and Technology (POSTECH), Pohang, Gyeongbuk, 37673, South Korea.
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2
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Wu Y, Kilgore R, Hetzler Z, Chu W, Moore B, Barbieri E, Wei Q, Menegatti S. Purification of CRISPR Cas12a from E. coli cell lysates using peptide affinity ligands. J Chromatogr A 2025; 1755:466065. [PMID: 40403646 DOI: 10.1016/j.chroma.2025.466065] [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: 02/03/2025] [Revised: 05/03/2025] [Accepted: 05/16/2025] [Indexed: 05/24/2025]
Abstract
CRISPR Cas nucleases are revolutionizing gene therapy by providing a precise and efficient tool for editing the human genome, and are increasingly applied for engineering microorganisms for bioremediation, drought-resistant crops, and livestock with higher productivity. While Cas9 is currently the most widely utilized member of the CRISPR family, Cas12a stands is gaining prominence for its ability to produce staggered cuts in the target DNA while requiring a shorter guide RNA (crRNA). Current methods of Cas purification such as affinity tag, immunoaffinity, and ion exchange chromatography do not provide either the productivity or the purity needed to meet the demand of clinics and biotechnology industries. Responding to this need, this study presents the first affinity ligands for Cas12a purification via affinity chromatography. The ligands were initially designed in silico as peptide mimetics of anti-CRISPR protein inhibitors AcrVA1 and AcrVA4, and ranked experimentally by Cas12a dynamic binding. Selected ligands P5 and P9 were utilized for purifying Cas12a derived from Acidaminococcus sp. (AsCas12a) and Lachnospiraceae sp. (LbCas12a) from clarified Escherichia coli cell lysates. P5-functionalized resin afforded high yield (up to 80 %), purity (> 93 %), and DNA editing activity (∼72 %) of Cas12a from E. coli lysates featuring different Cas12a and host cell protein titers. The characterization of ligand P5 by surface plasmon resonance (SPR) indicated adsorption kinetics (ka ∼ 1.21·105 M-1s-1) and dissociation constant (KD ∼ 1.76·10-6 M) that confirmed the ligand design criteria and are characteristic of peptide affinity ligands.
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Affiliation(s)
- Yuxuan Wu
- Department of Chemical and Biomolecular Engineering, North Carolina State University, Raleigh, NC 27695, USA
| | - Ryan Kilgore
- Department of Chemical and Biomolecular Engineering, North Carolina State University, Raleigh, NC 27695, USA
| | - Zach Hetzler
- Department of Chemical and Biomolecular Engineering, North Carolina State University, Raleigh, NC 27695, USA
| | - Wenning Chu
- Department of Chemical and Biomolecular Engineering, North Carolina State University, Raleigh, NC 27695, USA
| | - Brandyn Moore
- Department of Chemical and Biomolecular Engineering, North Carolina State University, Raleigh, NC 27695, USA
| | - Eduardo Barbieri
- Department of Chemical and Biomolecular Engineering, North Carolina State University, Raleigh, NC 27695, USA
| | - Qingshan Wei
- Department of Chemical and Biomolecular Engineering, North Carolina State University, Raleigh, NC 27695, USA
| | - Stefano Menegatti
- Department of Chemical and Biomolecular Engineering, North Carolina State University, Raleigh, NC 27695, USA; Biomanufacturing Training and Education Center (BTEC), North Carolina State University, Raleigh, NC 27695, USA; LigaTrap Technologies LLC, Raleigh, NC 27606, USA; North Carolina Viral Vector Initiative in Research and Learning (NC-VVIRAL), North Carolina State University, 911 Oval Dr, Raleigh, NC 27695, USA.
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3
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Wan XC, Zhu WJ, Wei HM, Zhang YN, Zheng FH, Zhang H, Chen Y, Xue JH, Wang YX, Fang GM. Employing Broad Substrate Specificity of Omniligase to Generate Phage-Encoded Bicyclic Peptide Libraries for Ligand Discovery. Org Lett 2025; 27:4592-4596. [PMID: 40243237 DOI: 10.1021/acs.orglett.5c01205] [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: 04/18/2025]
Abstract
We report an enzymatic cyclization strategy termed omniligase-mediated peptide bicyclization. An electrophilic group was introduced into the recognition sequence of omniligase to achieve intramolecular bicyclization with Cys residues. In combination with phage display, we identified a bicyclic peptide ligand targeting TEAD4 with a KD value of 1.5 μM, 100-fold lower than its linear version, demonstrating the utility of this platform for discovering bicyclic peptide ligands.
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Affiliation(s)
- Xiao-Cui Wan
- Institute of Health Sciences and Technology, Institutes of Physical Science and Information Technology, Anhui University, Hefei 230601, People's Republic of China
| | - Wen-Jing Zhu
- Institute of Health Sciences and Technology, Institutes of Physical Science and Information Technology, Anhui University, Hefei 230601, People's Republic of China
| | - Hui-Min Wei
- Institute of Health Sciences and Technology, Institutes of Physical Science and Information Technology, Anhui University, Hefei 230601, People's Republic of China
| | - Yan-Ni Zhang
- Institute of Health Sciences and Technology, Institutes of Physical Science and Information Technology, Anhui University, Hefei 230601, People's Republic of China
| | - Feng-Hao Zheng
- Institute of Health Sciences and Technology, Institutes of Physical Science and Information Technology, Anhui University, Hefei 230601, People's Republic of China
| | - Hua Zhang
- Institute of Health Sciences and Technology, Institutes of Physical Science and Information Technology, Anhui University, Hefei 230601, People's Republic of China
| | - Ying Chen
- Institute of Health Sciences and Technology, Institutes of Physical Science and Information Technology, Anhui University, Hefei 230601, People's Republic of China
| | - Jun-Hao Xue
- Institute of Health Sciences and Technology, Institutes of Physical Science and Information Technology, Anhui University, Hefei 230601, People's Republic of China
| | - Yu-Xuan Wang
- Institute of Health Sciences and Technology, Institutes of Physical Science and Information Technology, Anhui University, Hefei 230601, People's Republic of China
| | - Ge-Min Fang
- Institute of Health Sciences and Technology, Institutes of Physical Science and Information Technology, Anhui University, Hefei 230601, People's Republic of China
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4
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Kryukova J, Vales S, Payne M, Smagurauskaite G, Chandra S, Clark CJ, Davies G, Bhattacharya S. Development of chemokine network inhibitors using combinatorial saturation mutagenesis. Commun Biol 2025; 8:549. [PMID: 40181178 PMCID: PMC11969024 DOI: 10.1038/s42003-025-07778-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/15/2024] [Accepted: 02/19/2025] [Indexed: 04/05/2025] Open
Abstract
Targeting chemokine-driven inflammation has been elusive due to redundant pathways constituting chemokine-immune cell networks. Tick evasins overcome redundant pathways by broadly targeting either CC or CXC-chemokine classes. Recently identified evasin-derived peptides inhibiting both chemokine classes provide a starting point for developing agents with enhanced potency and breadth of action. Structure-guided and affinity maturation approaches to achieve this are unsuitable when multiple targets are concerned. Here we develop a combinatorial saturation mutagenesis optimisation strategy (CoSMOS). This identifies a combinatorially mutated evasin-derived peptide with significantly enhanced pIC50 against three different inflammatory disease chemokine pools. Using AlphaFold 3 to model peptide - chemokine interactions, we show that the combinatorially mutated peptide has increased total and hydrophobic inter-chain bonding via tryptophan residues and is predicted to sterically hinder chemokine interactions required for immune cell migration. We suggest that CoSMOS-generated promiscuous binding activities could target disease networks where structurally related proteins drive redundant signalling pathways.
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Affiliation(s)
- Jhanna Kryukova
- Centre for Human Genetics and RDM Cardiovascular Medicine, University of Oxford, Roosevelt Drive, Oxford, OX3 7BN, UK
| | - Serena Vales
- Centre for Human Genetics and RDM Cardiovascular Medicine, University of Oxford, Roosevelt Drive, Oxford, OX3 7BN, UK
| | - Megan Payne
- Centre for Human Genetics and RDM Cardiovascular Medicine, University of Oxford, Roosevelt Drive, Oxford, OX3 7BN, UK
| | - Gintare Smagurauskaite
- Centre for Human Genetics and RDM Cardiovascular Medicine, University of Oxford, Roosevelt Drive, Oxford, OX3 7BN, UK
| | - Soumyanetra Chandra
- Centre for Human Genetics and RDM Cardiovascular Medicine, University of Oxford, Roosevelt Drive, Oxford, OX3 7BN, UK
| | - Charlie J Clark
- Centre for Human Genetics and RDM Cardiovascular Medicine, University of Oxford, Roosevelt Drive, Oxford, OX3 7BN, UK
| | - Graham Davies
- Centre for Human Genetics and RDM Cardiovascular Medicine, University of Oxford, Roosevelt Drive, Oxford, OX3 7BN, UK
| | - Shoumo Bhattacharya
- Centre for Human Genetics and RDM Cardiovascular Medicine, University of Oxford, Roosevelt Drive, Oxford, OX3 7BN, UK.
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5
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Delalande F, Østergaard SR, Gogl G, Cousido-Siah A, McEwen AG, Men Y, Salimova F, Rohrbacher A, Kostmann C, Nominé Y, Vincentelli R, Eberling P, Carapito C, Travé G, Monsellier E. Holdup Multiplex Assay for High-Throughput Measurement of Protein-Ligand Affinity Constants Using a Mass Spectrometry Readout. J Am Chem Soc 2025; 147:10886-10902. [PMID: 40129024 DOI: 10.1021/jacs.4c11102] [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: 03/26/2025]
Abstract
The accurate description and subsequent modeling of protein interactomes require quantification of their affinities at the proteome-wide scale. Here we develop and validate the Holdup Multiplex, a versatile assay with a mass spectrometry (MS) readout for profiling the affinities of a protein for large pools of peptides. The method can precisely quantify, in one single run, thousands of affinity constants over several orders of magnitude. The throughput, dynamic range, and sensitivity can be pushed to the performance limit of the MS readout. We applied the Holdup Multiplex to quantify in a few sample runs the affinities of the 14-3-3s, phosphoreader proteins highly abundant in humans, for 1000 different phosphopeptides. The seven human 14-3-3 isoforms were found to display similar specificities but staggered affinities, with 14-3-3γ being always the best binder and 14-3-3ε and σ being the weakest. Hundreds of new 14-3-3 binding sites were identified. We also identified dozens of 14-3-3 binding sites, some intervening in key signaling pathways, that were either stabilized or destabilized by the phytotoxin Fusicoccin-A. The results were corroborated by X-ray crystallography. Finally, we demonstrated the transferability of the Holdup Multiplex by quantifying the interactions of a PDZ domain for 5400 PBM peptides at once. The approach is applicable to any category of protein-binding ligands that can be quantifiable by mass spectrometry.
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Affiliation(s)
- François Delalande
- Laboratoire de Spectrométrie de Masse BioOrganique, CNRS, Université de Strasbourg, IPHC UMR 7178, Infrastructure Nationale de Protéomique ProFI - FR2048, 67087 Strasbourg, France
| | - So Ren Østergaard
- Novo Nordisk A/S, Global Research Technologies, Novo Nordisk Research Park, 2760 Maaloev, Denmark
| | - Gergo Gogl
- Équipe Labellisée Ligue 2015, Département de Biologie Structurale Intégrative, Institut de Génétique et de Biologie Moléculaire et Cellulaire (IGBMC), INSERM U1258/CNRS UMR7104/Université de Strasbourg, 1 rue Laurent Fries, BP 10142, F-67404 Illkirch, France
| | - Alexandra Cousido-Siah
- Équipe Labellisée Ligue 2015, Département de Biologie Structurale Intégrative, Institut de Génétique et de Biologie Moléculaire et Cellulaire (IGBMC), INSERM U1258/CNRS UMR7104/Université de Strasbourg, 1 rue Laurent Fries, BP 10142, F-67404 Illkirch, France
| | - Alastair G McEwen
- Institut de Génétique et de Biologie Moléculaire et Cellulaire (IGBMC), INSERM U1258/CNRS UMR7104/Université de Strasbourg, 1 rue Laurent Fries, BP 10142, F-67404 Illkirch, France
| | - Yushi Men
- Équipe Labellisée Ligue 2015, Département de Biologie Structurale Intégrative, Institut de Génétique et de Biologie Moléculaire et Cellulaire (IGBMC), INSERM U1258/CNRS UMR7104/Université de Strasbourg, 1 rue Laurent Fries, BP 10142, F-67404 Illkirch, France
| | - Farida Salimova
- Laboratoire de Spectrométrie de Masse BioOrganique, CNRS, Université de Strasbourg, IPHC UMR 7178, Infrastructure Nationale de Protéomique ProFI - FR2048, 67087 Strasbourg, France
| | - Aurélien Rohrbacher
- Équipe Labellisée Ligue 2015, Département de Biologie Structurale Intégrative, Institut de Génétique et de Biologie Moléculaire et Cellulaire (IGBMC), INSERM U1258/CNRS UMR7104/Université de Strasbourg, 1 rue Laurent Fries, BP 10142, F-67404 Illkirch, France
| | - Camille Kostmann
- Équipe Labellisée Ligue 2015, Département de Biologie Structurale Intégrative, Institut de Génétique et de Biologie Moléculaire et Cellulaire (IGBMC), INSERM U1258/CNRS UMR7104/Université de Strasbourg, 1 rue Laurent Fries, BP 10142, F-67404 Illkirch, France
| | - Yves Nominé
- Équipe Labellisée Ligue 2015, Département de Biologie Structurale Intégrative, Institut de Génétique et de Biologie Moléculaire et Cellulaire (IGBMC), INSERM U1258/CNRS UMR7104/Université de Strasbourg, 1 rue Laurent Fries, BP 10142, F-67404 Illkirch, France
| | - Renaud Vincentelli
- Architecture et Fonction des Macromolécules Biologiques (AFMB), UMR 7257 CNRS-Aix-Marseille Université, 13288 Marseille, France
| | - Pascal Eberling
- Institut de Génétique et de Biologie Moléculaire et Cellulaire (IGBMC), INSERM U1258/CNRS UMR7104/Université de Strasbourg, 1 rue Laurent Fries, BP 10142, F-67404 Illkirch, France
| | - Christine Carapito
- Laboratoire de Spectrométrie de Masse BioOrganique, CNRS, Université de Strasbourg, IPHC UMR 7178, Infrastructure Nationale de Protéomique ProFI - FR2048, 67087 Strasbourg, France
| | - Gilles Travé
- Équipe Labellisée Ligue 2015, Département de Biologie Structurale Intégrative, Institut de Génétique et de Biologie Moléculaire et Cellulaire (IGBMC), INSERM U1258/CNRS UMR7104/Université de Strasbourg, 1 rue Laurent Fries, BP 10142, F-67404 Illkirch, France
| | - Elodie Monsellier
- Équipe Labellisée Ligue 2015, Département de Biologie Structurale Intégrative, Institut de Génétique et de Biologie Moléculaire et Cellulaire (IGBMC), INSERM U1258/CNRS UMR7104/Université de Strasbourg, 1 rue Laurent Fries, BP 10142, F-67404 Illkirch, France
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6
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Lee MA, Brown JS, Farquhar CE, Loas A, Pentelute BL. Affinity selection-mass spectrometry with linearizable macrocyclic peptide libraries. SCIENCE ADVANCES 2025; 11:eadr1018. [PMID: 40106557 PMCID: PMC11922053 DOI: 10.1126/sciadv.adr1018] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 06/14/2024] [Accepted: 02/11/2025] [Indexed: 03/22/2025]
Abstract
Despite their potential, the preparation of large synthetic macrocyclic libraries for ligand discovery and development has been limited. Here, we produce 100-million-membered macrocyclic libraries containing natural and nonnatural amino acids. Near-quantitative intramolecular disulfide formation is facilitated by rapid oxidation with iodine in solution. After use in affinity selection, treatment with dithiothreitol enables near-quantitative reduction, rendering linear peptide analogs for standard tandem mass spectrometry. We use these libraries to discover macrocyclic binders to cadherin-2 and anti-hemagglutinin antibody clone 12ca5. Structure-activity relationship studies of an initial cadherin-binding peptide [CBP; apparent dissociation constant (Kd) = 53 nanomolar] reveal residues responsible for driving affinity (hotspots) and mutation-tolerant residues (coldspots). Two original macrocyclic libraries are prepared in which these hotspots and coldspots are derivatized with nonnatural amino acids. Following discovery and validation, high-affinity ligands are discovered from the coldspot library, with NCBP-4 demonstrating improved affinity (Kd = 29 nanomolar). Overall, we expect that this work will improve the use of macrocyclic libraries in therapeutic peptide development.
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Affiliation(s)
- Michael A. Lee
- Department of Chemistry, Massachusetts Institute of Technology, Cambridge, MA 02139, USA
| | - Joseph S. Brown
- Department of Chemistry, Massachusetts Institute of Technology, Cambridge, MA 02139, USA
| | - Charlotte E. Farquhar
- Department of Chemistry, Massachusetts Institute of Technology, Cambridge, MA 02139, USA
| | - Andrei Loas
- Department of Chemistry, Massachusetts Institute of Technology, Cambridge, MA 02139, USA
| | - Bradley L. Pentelute
- Department of Chemistry, Massachusetts Institute of Technology, Cambridge, MA 02139, USA
- The Koch Institute for Integrative Cancer Research, Massachusetts Institute of Technology, Cambridge, MA 02142, USA
- Center for Environmental Health Sciences, Massachusetts Institute of Technology, Cambridge, MA 02139, USA
- Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
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7
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Gare CL, White AM, Malins LR. From lead to market: chemical approaches to transform peptides into therapeutics. Trends Biochem Sci 2025:S0968-0004(25)00024-6. [PMID: 40011178 DOI: 10.1016/j.tibs.2025.01.009] [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: 11/11/2024] [Revised: 01/21/2025] [Accepted: 01/29/2025] [Indexed: 02/28/2025]
Abstract
Peptides are a powerful drug modality with potential to access difficult targets. This recognition underlies their growth in the global pharmaceutical market, with peptides representing ~8% of drugs approved by the FDA over the past decade. Currently, the peptide therapeutic landscape is evolving, with high-throughput display technologies driving the identification of peptide leads with enhanced diversity. Yet, chemical modifications remain essential for improving the 'drug-like' properties of peptides and ultimately translating leads to market. In this review, we explore two recent therapeutic candidates (semaglutide, a peptide hormone analogue, and MK-0616, an mRNA display-derived candidate) as case studies that highlight general approaches to improving pharmacokinetics (PK) and potency. We also emphasize the critical link between advances in medicinal chemistry and the optimisation of highly efficacious peptide therapeutics.
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Affiliation(s)
- Caitlin L Gare
- Research School of Chemistry, Australian National University, Canberra 2601, Australian Capital Territory, Australia; Australian Research Council Centre of Excellence for Innovations in Peptide and Protein Science, Australian National University, Canberra 2601, Australian Capital Territory, Australia
| | - Andrew M White
- Research School of Chemistry, Australian National University, Canberra 2601, Australian Capital Territory, Australia; Australian Research Council Centre of Excellence for Innovations in Peptide and Protein Science, Australian National University, Canberra 2601, Australian Capital Territory, Australia
| | - Lara R Malins
- Research School of Chemistry, Australian National University, Canberra 2601, Australian Capital Territory, Australia; Australian Research Council Centre of Excellence for Innovations in Peptide and Protein Science, Australian National University, Canberra 2601, Australian Capital Territory, Australia.
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8
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Brown JS, Lee MA, Vuong W, Loas A, Pentelute BL. pyBinder: Quantitation to Advance Affinity Selection-Mass Spectrometry. Anal Chem 2025; 97:3855-3863. [PMID: 39949296 DOI: 10.1021/acs.analchem.4c04445] [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: 02/26/2025]
Abstract
Affinity selection-mass spectrometry (AS-MS) is a ligand discovery platform that relies upon mass spectrometry to identify molecules bound to a biomolecular target. When utilized with large peptide libraries (108 members), AS-MS sample complexity can surpass the sequencing capacity of modern mass spectrometers, resulting in incomplete data, identification of few target-specific ligands, and/or incomplete sequencing. To address this challenge, we introduce pyBinder to perform quantitation on AS-MS data to process primary MS1 data and develop two scores to rank the peptides from the integration of their peak area: target selectivity and concentration-dependent enrichment. We benchmark pyBinder utilizing AS-MS data developed against antihemagglutinin antibody 12ca5, revealing that peptides that contain a motif known for target-specific high-affinity binding are well characterized by these two scores. AS-MS data from a second protein target, WD Repeat Domain 5 (WDR5), is analyzed to confirm the two pyBinder scores reliably capture the target-specific motif-containing peptides. From the results delivered by pyBinder, a list of target-selective features is developed and fed back into subsequent MS experiments to facilitate expanded data generation and the targeted discovery of selective ligands. pyBinder analysis resulted in a 4-fold increase in motif-containing sequence identification for WDR5 (from 3 to 14 ligands discovered), showing the utility of the two scores. This work establishes an improved approach for AS-MS to enable discovery outcomes (i.e., more ligands identified), but also a way to compare AS-MS data across samples, protocols, and conditions broadly.
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Affiliation(s)
- Joseph S Brown
- Department of Chemistry, Massachusetts Institute of Technology, Cambridge, Massachusetts 02139, United States
| | - Michael A Lee
- Department of Chemistry, Massachusetts Institute of Technology, Cambridge, Massachusetts 02139, United States
| | - Wayne Vuong
- Department of Chemistry, Massachusetts Institute of Technology, Cambridge, Massachusetts 02139, United States
| | - Andrei Loas
- Department of Chemistry, Massachusetts Institute of Technology, Cambridge, Massachusetts 02139, United States
| | - Bradley L Pentelute
- Department of Chemistry, Massachusetts Institute of Technology, Cambridge, Massachusetts 02139, United States
- The Koch Institute for Integrative Cancer Research, Massachusetts Institute of Technology, Cambridge, Massachusetts 02142, United States
- Center for Environmental Health Sciences, Massachusetts Institute of Technology, Cambridge, Massachusetts 02139, United States
- Broad Institute of MIT and Harvard, Cambridge, Massachusetts 02142, United States
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9
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Brennecke B, Civili B, Sabale PM, Barluenga S, Meyer B, Winssinger N. Self-assembled proteomimetic (SAP) with antibody-like binding from short PNA-peptide conjugates. Proc Natl Acad Sci U S A 2025; 122:e2412850122. [PMID: 39951509 PMCID: PMC11848287 DOI: 10.1073/pnas.2412850122] [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: 06/28/2024] [Accepted: 01/08/2025] [Indexed: 02/16/2025] Open
Abstract
Affinity proteins based on a three-helix bundle (affibodies, alphabodies, and computationally de novo designed ones) have been shown to be a general platform to discover binders with properties reminiscent of antibodies, combining high target specificity with affinities reaching well below the nanomolar. Herein, we report a strategy, coined self-assembled proteomimetic (SAP), to mimic such three-helix bundle architecture with a hybridization-enforced two-helix coiled coil that is obtained by templated native chemical ligation (T-NCL) of PNA-peptide conjugates. This SAP strategy stands out by its synthetic accessibility, reducing the length on the longest synthetic peptide to less than 30 amino acids which is readily attainable by standard SPPS methodologies. We show that the T-NCL dramatically accelerates the ligation, enabling this chemistry to proceed in a combinatorial fashion at low micromolar concentrations. We demonstrate that small combinatorial libraries of SAPs can be prepared in one operation and used directly in affinity selections against a target of interest with an LC-MS analysis of the fittest binders. Moreover, we show that the underlying design paradigm is functional for SAPs based on structurally distinct three-helix peptides aimed at different therapeutic targets, namely HER2 and spike's RBD, reaching picomolar affinities. We further illustrate that the affinity of the SAP can be allosterically regulated using a toehold displacement of the hybridizing PNAs to disrupt the coiled coil stabilization. Finally, we show that an RBD-targeting SAP effectively inhibits viral entry of SARS-CoV-2 with an IC50 of 2.8 nM.
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Affiliation(s)
- Benjamin Brennecke
- Department of Organic Chemistry, Faculty of Science, University of Geneva, Geneva1211, Switzerland
| | - Beatrice Civili
- Department of Organic Chemistry, Faculty of Science, University of Geneva, Geneva1211, Switzerland
| | - Pramod M. Sabale
- Department of Organic Chemistry, Faculty of Science, University of Geneva, Geneva1211, Switzerland
| | - Sofia Barluenga
- Department of Organic Chemistry, Faculty of Science, University of Geneva, Geneva1211, Switzerland
| | - Benjamin Meyer
- Center of Vaccinology, Department of Pathology and Immunology, Faculty of Medicine, University of Geneva, Geneva1211, Switzerland
| | - Nicolas Winssinger
- Department of Organic Chemistry, Faculty of Science, University of Geneva, Geneva1211, Switzerland
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10
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Escobar L, Sun D, Dhiman M, Hunter CA. Sequence-selective pulldown of recognition-encoded melamine oligomers using covalent capture on a solid support. Chem Commun (Camb) 2025; 61:504-507. [PMID: 39641167 PMCID: PMC11622007 DOI: 10.1039/d4cc06018k] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/12/2024] [Accepted: 11/30/2024] [Indexed: 12/07/2024]
Abstract
The covalent capture of recognition-encoded melamine oligomers (REMO) with a target attached to a solid support was investigated. Sequence-selective pulldown of complementary oligomers was observed when the target was challenged with a randomised library of oligomers. The approach provides an affinity selection method for the discovery of functional REMO sequences.
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Affiliation(s)
- Luis Escobar
- Yusuf Hamied Department of Chemistry, University of Cambridge, Lensfield Road, Cambridge CB2 1EW, UK.
| | - Daniel Sun
- Yusuf Hamied Department of Chemistry, University of Cambridge, Lensfield Road, Cambridge CB2 1EW, UK.
| | - Mohit Dhiman
- Yusuf Hamied Department of Chemistry, University of Cambridge, Lensfield Road, Cambridge CB2 1EW, UK.
| | - Christopher A Hunter
- Yusuf Hamied Department of Chemistry, University of Cambridge, Lensfield Road, Cambridge CB2 1EW, UK.
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11
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Watts AM, Hughes CJ, Clausen GA, Yanar P, Wolff EJ, Rubio PR, Stuart NM, Shugrue CR. Electron-rich anilines as cleavable linkers for peptides. Bioorg Chem 2025; 154:108084. [PMID: 39753039 DOI: 10.1016/j.bioorg.2024.108084] [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: 10/05/2024] [Revised: 12/09/2024] [Accepted: 12/18/2024] [Indexed: 01/15/2025]
Abstract
We report the development of a new electron-rich aniline (ERA)-based cleavable linker. Anilines can be incorporated into peptides during SPPS and are stable to most reaction conditions. ERA-containing peptides can be cleaved rapidly in the presence of oxidants, such as DDQ, CAN, and NaIO4, in 30 min at room temperature. The compatibility of these conditions is demonstrated on peptides containing natural and unnatural amino acids. While the cleavages of other oxidatively labile linkers is known to cause decomposition of Tyr and Trp, these sensitive residues are stable to DDQ oxidations. An ERA-linker also enables the capture and release of a biotinylated peptide from immobilized streptavidin. ERA-linkers may serve as an excellent tool for peptide library screening applications.
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Affiliation(s)
- Andrew M Watts
- Department of Chemistry, University of Richmond, Gottwald Science Center, B-100 138 UR Drive, Richmond, VA 23173, United States
| | - Caitlyn J Hughes
- Department of Chemistry, University of Richmond, Gottwald Science Center, B-100 138 UR Drive, Richmond, VA 23173, United States
| | - Gavin A Clausen
- Department of Chemistry, University of Richmond, Gottwald Science Center, B-100 138 UR Drive, Richmond, VA 23173, United States
| | - Pamira Yanar
- Department of Chemistry, University of Richmond, Gottwald Science Center, B-100 138 UR Drive, Richmond, VA 23173, United States
| | - Evan J Wolff
- Department of Chemistry, University of Richmond, Gottwald Science Center, B-100 138 UR Drive, Richmond, VA 23173, United States
| | - Phoebe R Rubio
- Department of Chemistry, University of Richmond, Gottwald Science Center, B-100 138 UR Drive, Richmond, VA 23173, United States
| | - Natalie M Stuart
- Department of Chemistry, University of Richmond, Gottwald Science Center, B-100 138 UR Drive, Richmond, VA 23173, United States
| | - Christopher R Shugrue
- Department of Chemistry, University of Richmond, Gottwald Science Center, B-100 138 UR Drive, Richmond, VA 23173, United States.
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12
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Szaniszló S, Schlosser G, Farkas V, Perczel A. Direct Continuous Flow Synthesis of Two Difficult Polypeptides Using β-Cyclodextrins. J Org Chem 2024; 89:18039-18046. [PMID: 39611495 DOI: 10.1021/acs.joc.4c01589] [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: 11/30/2024]
Abstract
This study focuses on investigating the use of β-cyclodextrin (β-CyD) derivatives as additives in continuous flow peptide synthesis, with particular emphasis on challenging sequences such as the Jung-Redemann decapeptide and the 42-residue amyloid β polypeptide [Aβ(1-42)]. The efficacy of the OH-free β-CyD and two of its derivatives (Ac-β-CyD and HP-β-CyD) is compared with alternative, state-of-the-art synthetic methods, including the widely used and recently improved pseudoproline monomer technique, e.g., Ser(ΨPro). Our results show that the use of β-CyD as an additive results in a significant (8-19%) increase in the purity of the crude polypeptide compared to that determined by our reference method. The chromatograms determined by LC-MS were deconvoluted to estimate the more precise purity of the crude products, and we found that the improvement is greater when the free OH β-CyD is used and moderate when the acetyl-β-CyD or the 2-hydroxypropyl-β-CyD derivatives are used. We have found that the free CyD gives an improvement comparable to that achieved with the Ser(ΨPro) derivative.
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Affiliation(s)
- Szebasztián Szaniszló
- Laboratory of Structural Chemistry and Biology, Institute of Chemistry, ELTE Eötvös Loránd University, Pázmány Péter sétány 1/A, Budapest, Hungary H-1117
- Hevesy György PhD School of Chemistry, Institute of Chemistry, ELTE Eötvös Loránd University, Pázmány Péter sétány 1/A, Budapest, Hungary H-1117
| | - Gitta Schlosser
- MTA-ELTE Lendület Ion Mobility Mass Spectrometry Research Group, ELTE Eötvös Loránd University, Pázmány Péter sétány 1/A, Budapest, Hungary H-1117
| | - Viktor Farkas
- Laboratory of Structural Chemistry and Biology, Institute of Chemistry, ELTE Eötvös Loránd University, Pázmány Péter sétány 1/A, Budapest, Hungary H-1117
- HUN-REN ELTE Protein Modelling Research Group, ELTE Eötvös Loránd University, Pázmány Péter sétány 1/A, Budapest, Hungary H-1117
| | - András Perczel
- Laboratory of Structural Chemistry and Biology, Institute of Chemistry, ELTE Eötvös Loránd University, Pázmány Péter sétány 1/A, Budapest, Hungary H-1117
- HUN-REN ELTE Protein Modelling Research Group, ELTE Eötvös Loránd University, Pázmány Péter sétány 1/A, Budapest, Hungary H-1117
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13
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Ma J, Huang Y, Jia G, Dong X, Shi Q, Sun Y. Discovery of broad-spectrum high-affinity peptide ligands of spike protein for the vaccine purification of SARS-CoV-2 and Omicron variants. Int J Biol Macromol 2024; 283:137059. [PMID: 39500432 DOI: 10.1016/j.ijbiomac.2024.137059] [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: 09/13/2024] [Revised: 10/23/2024] [Accepted: 10/28/2024] [Indexed: 11/14/2024]
Abstract
To combat with emerging SARS-CoV-2 variants of concern (VOCs), we report the identification of a set of unique HWK-motif peptide ligands for the receptor-binding domain (RBD) of the SARS-CoV-2 spike (S) protein from a phage-displayed peptide library. These HWK-motif peptides exhibited nanomolar affinity for RBD. Among them, the peptide, HWKAVNWLKPWT (SP-HWK), had not only the highest affinities for RBD and trimer S protein, but also broad-spectrum affinities for RBDs from VOCs. Molecular dynamics simulations and competitive ELISA revealed a conserved pocket between the cryptic and the outer faces of RBD for SP-HWK binding, distinct from the human angiotensin-converting enzyme 2 receptor binding site. By coupling SP-HWK to agarose gel, the as-prepared affinity gel could efficiently capture RBD and trimer S from the ancestral strain and the Omicron variant, and the bound targets could be recovered by mild elution at pH 6.0. More importantly, the affinity gel presented excellent and stable chromatographic performance in the purification of inactivated SARS-CoV-2 and Omicron vaccines, affording high yields and purities, and strong HCP reduction. The results demonstrated the potential of SP-HWK as a broad-spectrum peptide ligand for developing a universal platform for the vaccine purification of SARS-CoV-2 and VOCs.
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Affiliation(s)
- Jing Ma
- Department of Biochemical Engineering, School of Chemical Engineering and Technology, Tianjin University, Tianjin 300350, China
| | - Yongdong Huang
- State Key Laboratory of Biochemical Engineering and Key Laboratory of Biopharmaceutical Preparation and Delivery, Chinese Academy of Sciences, Beijing 100190, China
| | | | - Xiaoyan Dong
- Department of Biochemical Engineering, School of Chemical Engineering and Technology, Tianjin University, Tianjin 300350, China; Key Laboratory of Systems Bioengineering and Frontiers Science Center for Synthetic Biology (Ministry of Education), Tianjin University, Tianjin 300350, China
| | - Qinghong Shi
- Department of Biochemical Engineering, School of Chemical Engineering and Technology, Tianjin University, Tianjin 300350, China; Key Laboratory of Systems Bioengineering and Frontiers Science Center for Synthetic Biology (Ministry of Education), Tianjin University, Tianjin 300350, China.
| | - Yan Sun
- Department of Biochemical Engineering, School of Chemical Engineering and Technology, Tianjin University, Tianjin 300350, China; Key Laboratory of Systems Bioengineering and Frontiers Science Center for Synthetic Biology (Ministry of Education), Tianjin University, Tianjin 300350, China.
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14
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Xu X, Kao WL, Wang A, Lee HJ, Duan R, Holmes H, Gallazzi F, Ji J, Sun H, Heng X, Zou X. In silico screening of protein-binding peptides with an application to developing peptide inhibitors against antibiotic resistance. PNAS NEXUS 2024; 3:pgae541. [PMID: 39660074 PMCID: PMC11630551 DOI: 10.1093/pnasnexus/pgae541] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 10/29/2024] [Accepted: 11/18/2024] [Indexed: 12/12/2024]
Abstract
The field of therapeutic peptides is experiencing a surge, fueled by their advantageous features. These include predictable metabolism, enhanced safety profile, high selectivity, and reduced off-target effects compared with small-molecule drugs. Despite progress in addressing limitations associated with peptide drugs, a significant bottleneck remains: the absence of a large-scale in silico screening method for a given protein target structure. Such methods have proven invaluable in accelerating small-molecule drug discovery. The high flexibility of peptide structures and the large diversity of peptide sequences greatly hinder the development of urgently needed computational methods. Here, we report a method called MDockPeP2_VS to address these challenges. It integrates molecular docking with structural conservation between protein folding and protein-peptide binding. Briefly, we discovered that when the interfacial residues are conserved, a sequence fragment derived from a monomeric protein exhibits a high propensity to bind a target protein with a similar conformation. This valuable insight significantly reduces the search space for peptide conformations, resulting in a substantial reduction in computational time and making in silico peptide screening practical. We applied MDockPeP2_VS to develop peptide inhibitors targeting the TEM-1 β-lactamase of Escherichia coli, a key mechanism behind antibiotic resistance in gram-negative bacteria. Among the top 10 peptides selected from in silico screening, TF7 (KTYLAQAAATG) showed significant inhibition of β-lactamase activity with a K i value of 1.37 ± 0.37 µM. This fully automated, large-scale structure-based in silico peptide screening software is available for free download at https://zougrouptoolkit.missouri.edu/mdockpep2_vs/download.html.
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Affiliation(s)
- Xianjin Xu
- Department of Physics, University of Missouri, Columbia, MO 65211, USA
- Department of Biochemistry, University of Missouri, Columbia, MO 65211, USA
- Dalton Cardiovascular Research Center, University of Missouri, Columbia, MO 65211, USA
- Institute of Data Science and Informatics, University of Missouri, Columbia, MO 65211, USA
| | - Wei-Ling Kao
- Department of Biochemistry, University of Missouri, Columbia, MO 65211, USA
- Department of Medicine, University of Missouri, Columbia, MO 65211, USA
- Department of Pharmacology, National Yang Ming Chiao Tung University College of Medicine, Taipei 112304, Taiwan
| | - Allison Wang
- Department of Biochemistry, University of Missouri, Columbia, MO 65211, USA
- Department of Medicine, University of Missouri, Columbia, MO 65211, USA
- Department of Pharmacology, National Yang Ming Chiao Tung University College of Medicine, Taipei 112304, Taiwan
| | - Hsin-Jou Lee
- Department of Biochemistry, University of Missouri, Columbia, MO 65211, USA
- Department of Medicine, University of Missouri, Columbia, MO 65211, USA
- Department of Pharmacology, National Yang Ming Chiao Tung University College of Medicine, Taipei 112304, Taiwan
| | - Rui Duan
- Department of Physics, University of Missouri, Columbia, MO 65211, USA
- Department of Biochemistry, University of Missouri, Columbia, MO 65211, USA
- Dalton Cardiovascular Research Center, University of Missouri, Columbia, MO 65211, USA
- Institute of Data Science and Informatics, University of Missouri, Columbia, MO 65211, USA
| | - Hannah Holmes
- Department of Biochemistry, University of Missouri, Columbia, MO 65211, USA
| | - Fabio Gallazzi
- Molecular Interactions Core, University of Missouri, Columbia, MO 65211, USA
- Department of Chemistry, University of Missouri, Columbia, MO 65211, USA
| | - Juan Ji
- Department of Biochemistry, University of Missouri, Columbia, MO 65211, USA
| | - Hongmin Sun
- Department of Medicine, University of Missouri, Columbia, MO 65211, USA
| | - Xiao Heng
- Department of Biochemistry, University of Missouri, Columbia, MO 65211, USA
| | - Xiaoqin Zou
- Department of Physics, University of Missouri, Columbia, MO 65211, USA
- Department of Biochemistry, University of Missouri, Columbia, MO 65211, USA
- Dalton Cardiovascular Research Center, University of Missouri, Columbia, MO 65211, USA
- Institute of Data Science and Informatics, University of Missouri, Columbia, MO 65211, USA
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15
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Chen CH. Membrane-active peptides for anticancer therapies. PROGRESS IN MOLECULAR BIOLOGY AND TRANSLATIONAL SCIENCE 2024; 212:67-116. [PMID: 40122653 DOI: 10.1016/bs.pmbts.2024.10.005] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 03/25/2025]
Abstract
Membrane-active peptides are found in many living organisms and play a critical role in their immune systems by combating various infectious diseases. These host defense peptides employ multiple mechanisms against different microorganisms and possess unique functions, such as anti-inflammatory and immunomodulatory effects, often working in synergy with other antimicrobial agents. Despite extensive research over the past few decades and the identification of thousands of sequences, only a few have been successfully applied in clinical settings and received approval from the U.S. Food and Drug Administration. In this chapter, we explore all peptide therapeutics that have reached the market, as well as candidates in preclinical and clinical trials, to understand their success and potential applications in cancer therapy. Our findings indicate that at least four membrane-active peptide drugs have progressed to preclinical or clinical phases, dmonstrating promising results for cancer treatment. We summarize our insights in this chapter, highlighting the potential of membrane-active anticancer peptide therapeutics and their applications as targeting ligands in various biomedical fields.
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Affiliation(s)
- Charles H Chen
- Synthetic Biology Group, Research Laboratory of Electronics, Massachusetts Institute of Technology (MIT), Cambridge, MA, United States.
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16
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Dockerill M, Sabale PM, Russo F, Barluenga S, Winssinger N. Translation of Deoxyribonucleic Acid into Synthetic Alpha Helical Peptides for Darwinian Evolution. JACS AU 2024; 4:4013-4022. [PMID: 39483244 PMCID: PMC11522901 DOI: 10.1021/jacsau.4c00738] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 08/13/2024] [Revised: 09/09/2024] [Accepted: 09/09/2024] [Indexed: 11/03/2024]
Abstract
DNA-encoded libraries connect the phenotypes of synthetic molecules to a DNA barcode; however, most libraries do not tap into the potential of Darwinian evolution. Herein, we report a DNA-templated synthesis (DTS) architecture to make peptides that are stabilized into α-helical conformations via head-to-tail supramolecular cyclization. Using a pilot library targeting MDM2, we show that repeated screening can amplify a binder from the lowest abundance in the library to a ranking that correlates to binding affinity. The study also highlights the need to design libraries such that the chemistry avoids biases from the heterogeneous yield in DTS.
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Affiliation(s)
- Millicent Dockerill
- Department of Organic Chemistry,
Faculty of Sciences, University of Geneva, Geneva 1211, Switzerland
| | - Pramod M. Sabale
- Department of Organic Chemistry,
Faculty of Sciences, University of Geneva, Geneva 1211, Switzerland
| | - Francesco Russo
- Department of Organic Chemistry,
Faculty of Sciences, University of Geneva, Geneva 1211, Switzerland
| | - Sofia Barluenga
- Department of Organic Chemistry,
Faculty of Sciences, University of Geneva, Geneva 1211, Switzerland
| | - Nicolas Winssinger
- Department of Organic Chemistry,
Faculty of Sciences, University of Geneva, Geneva 1211, Switzerland
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17
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Tyagarajan S, Andrews CL, Beshore DC, Buevich AV, Curran PJ, Dandliker P, Greshock TJ, Hoar J, Kim A, Karnachi P, Knemeyer I, Kozlowski J, Liu J, Maletic M, Myers R, Rada V, Sha D, Sauvagnat B, Vachal P, Wolkenberg S, Yu W, Yu Y, Krska SW. Rapid Affinity and Microsomal Stability Ranking of Crude Mixture Libraries of Histone Deacetylase Inhibitors. ACS Med Chem Lett 2024; 15:1787-1794. [PMID: 39411537 PMCID: PMC11472384 DOI: 10.1021/acsmedchemlett.4c00345] [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: 07/22/2024] [Revised: 08/28/2024] [Accepted: 08/29/2024] [Indexed: 10/19/2024] Open
Abstract
The science of drug discovery involves multiparameter optimization of molecular structures through iterative design-make-test cycles. For medicinal chemistry library synthesis, traditional workflows involve the isolation of each individual compound, gravimetric quantitation, and preparation of a standard concentration solution for biological assays. In this work, we explore ways to expedite this process by testing unpurified library mixtures using a combination of mass spectrometry-based assays for affinity selection and microsomal metabolic stability. Utilizing this approach, microgram quantities of crude library mixtures can be used to identify high affinity, metabolically stable library members for isolation and full characterization. This streamlined approach was demonstrated for the synthesis and evaluation of two libraries of histone deacetylase inhibitors and was shown to generate decision-making data in line with traditional workflows. The advantages of this paradigm include greatly reduced cycle time, reduced material requirements, and concentration of resources on the most promising compounds.
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Affiliation(s)
- Sriram Tyagarajan
- Discovery
Chemistry, Merck & Co., Inc., Rahway, New Jersey 07065, United States
| | - Christine L. Andrews
- Quantitative
Biosciences, Merck & Co., Inc., Boston, Massachusetts 02115, United States
| | - Douglas C. Beshore
- Discovery
Chemistry, Merck & Co., Inc., West Point, Pennsylvania 19486, United States
| | - Alexei V. Buevich
- Analytical
Research & Development, Merck &
Co., Inc., Rahway, New Jersey 07065, United States
| | - Patrick J. Curran
- Quantitative
Biosciences, Merck & Co., Inc., Boston, Massachusetts 02115, United States
| | - Peter Dandliker
- Quantitative
Biosciences, Merck & Co., Inc., Boston, Massachusetts 02115, United States
| | - Thomas J. Greshock
- Discovery
Chemistry, Merck & Co., Inc., West Point, Pennsylvania 19486, United States
| | - Jason Hoar
- Pharmacokinetics,
Pharmacodynamics and Drug Metabolism, Merck
& Co., Inc., Rahway, New Jersey 07065, United States
| | - Alex Kim
- Discovery
Chemistry, Merck & Co., Inc., Rahway, New Jersey 07065, United States
| | - Prabha Karnachi
- Modeling
and Informatics, Merck & Co., Inc., Rahway, New Jersey 07065, United States
| | - Ian Knemeyer
- Pharmacokinetics,
Pharmacodynamics and Drug Metabolism, Merck
& Co., Inc., Boston, Massachusetts 02115, United States
| | - Joseph Kozlowski
- Discovery
Chemistry, Merck & Co., Inc., Rahway, New Jersey 07065, United States
| | - Jian Liu
- Discovery
Chemistry, Merck & Co., Inc., Rahway, New Jersey 07065, United States
| | - Milana Maletic
- Discovery
Chemistry, Merck & Co., Inc., Rahway, New Jersey 07065, United States
| | - Robert Myers
- Department
of Pharmacology, Merck & Co., Inc., Rahway, New Jersey 07065, United States
| | - Vanessa Rada
- Discovery
Chemistry, Merck & Co., Inc., West Point, Pennsylvania 19486, United States
| | - Deyou Sha
- Discovery
Chemistry, Merck & Co., Inc., West Point, Pennsylvania 19486, United States
| | - Berengere Sauvagnat
- Quantitative
Biosciences, Merck & Co., Inc., Boston, Massachusetts 02115, United States
| | - Petr Vachal
- Discovery
Chemistry, Merck & Co., Inc., Rahway, New Jersey 07065, United States
| | - Scott Wolkenberg
- Discovery
Chemistry, Merck & Co., Inc., West Point, Pennsylvania 19486, United States
| | - Wensheng Yu
- Discovery
Chemistry, Merck & Co., Inc., Rahway, New Jersey 07065, United States
| | - Younong Yu
- Discovery
Chemistry, Merck & Co., Inc., Rahway, New Jersey 07065, United States
| | - Shane W. Krska
- Discovery
Chemistry, Merck & Co., Inc., Rahway, New Jersey 07065, United States
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18
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Fan Y, Feng R, Zhang X, Wang ZL, Xiong F, Zhang S, Zhong ZF, Yu H, Zhang QW, Zhang Z, Wang Y, Li G. Encoding and display technologies for combinatorial libraries in drug discovery: The coming of age from biology to therapy. Acta Pharm Sin B 2024; 14:3362-3384. [PMID: 39220863 PMCID: PMC11365444 DOI: 10.1016/j.apsb.2024.04.006] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/19/2024] [Revised: 03/19/2024] [Accepted: 04/08/2024] [Indexed: 09/04/2024] Open
Abstract
Drug discovery is a sophisticated process that incorporates scientific innovations and cutting-edge technologies. Compared to traditional bioactivity-based screening methods, encoding and display technologies for combinatorial libraries have recently advanced from proof-of-principle experiments to promising tools for pharmaceutical hit discovery due to their high screening efficiency, throughput, and resource minimization. This review systematically summarizes the development history, typology, and prospective applications of encoding and displayed technologies, including phage display, ribosomal display, mRNA display, yeast cell display, one-bead one-compound, DNA-encoded, peptide nucleic acid-encoded, and new peptide-encoded technologies, and examples of preclinical and clinical translation. We discuss the progress of novel targeted therapeutic agents, covering a spectrum from small-molecule inhibitors and nonpeptidic macrocycles to linear, monocyclic, and bicyclic peptides, in addition to antibodies. We also address the pending challenges and future prospects of drug discovery, including the size of screening libraries, advantages and disadvantages of the technology, clinical translational potential, and market space. This review is intended to establish a comprehensive high-throughput drug discovery strategy for scientific researchers and clinical drug developers.
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Affiliation(s)
- Yu Fan
- Macao Centre for Research and Development in Chinese Medicine, State Key Laboratory of Quality Research in Chinese Medicine, Institute of Chinese Medical Sciences, University of Macau, Macao SAR 999078, China
- State Key Laboratory of Quality Research in Chinese Medicine, Institute of Chinese Medical Sciences, University of Macau, Macao SAR 999078, China
- Zhuhai UM Science and Technology Research Institute, Zhuhai 519031, China
| | - Ruibing Feng
- State Key Laboratory of Quality Research in Chinese Medicine, Institute of Chinese Medical Sciences, University of Macau, Macao SAR 999078, China
| | - Xinya Zhang
- Macao Centre for Research and Development in Chinese Medicine, State Key Laboratory of Quality Research in Chinese Medicine, Institute of Chinese Medical Sciences, University of Macau, Macao SAR 999078, China
- State Key Laboratory of Quality Research in Chinese Medicine, Institute of Chinese Medical Sciences, University of Macau, Macao SAR 999078, China
- Zhuhai UM Science and Technology Research Institute, Zhuhai 519031, China
| | - Zhen-Liang Wang
- Geriatric Medicine, First People's Hospital of XinXiang and the Fifth Affiliated Hospital of Xinxiang Medical College, Xinxiang 453100, China
| | - Feng Xiong
- Shenzhen Innovation Center for Small Molecule Drug Discovery Co., Ltd., Shenzhen 518000, China
| | - Shuihua Zhang
- Shenzhen Innovation Center for Small Molecule Drug Discovery Co., Ltd., Shenzhen 518000, China
| | - Zhang-Feng Zhong
- Macao Centre for Research and Development in Chinese Medicine, State Key Laboratory of Quality Research in Chinese Medicine, Institute of Chinese Medical Sciences, University of Macau, Macao SAR 999078, China
- State Key Laboratory of Quality Research in Chinese Medicine, Institute of Chinese Medical Sciences, University of Macau, Macao SAR 999078, China
| | - Hua Yu
- Macao Centre for Research and Development in Chinese Medicine, State Key Laboratory of Quality Research in Chinese Medicine, Institute of Chinese Medical Sciences, University of Macau, Macao SAR 999078, China
- State Key Laboratory of Quality Research in Chinese Medicine, Institute of Chinese Medical Sciences, University of Macau, Macao SAR 999078, China
| | - Qing-Wen Zhang
- State Key Laboratory of Quality Research in Chinese Medicine, Institute of Chinese Medical Sciences, University of Macau, Macao SAR 999078, China
| | - Zhang Zhang
- International Cooperative Laboratory of Traditional Chinese Medicine Modernization and Innovative Drug Development, Ministry of Education (MoE) of People's Republic of China, College of Pharmacy, Jinan University, Guangzhou 510632, China
- Department of Pharmacy, Guangzhou Red Cross Hospital, Faculty of Medical Science, Jinan University, Guangzhou 510632, China
| | - Yitao Wang
- Macao Centre for Research and Development in Chinese Medicine, State Key Laboratory of Quality Research in Chinese Medicine, Institute of Chinese Medical Sciences, University of Macau, Macao SAR 999078, China
- State Key Laboratory of Quality Research in Chinese Medicine, Institute of Chinese Medical Sciences, University of Macau, Macao SAR 999078, China
| | - Guodong Li
- Macao Centre for Research and Development in Chinese Medicine, State Key Laboratory of Quality Research in Chinese Medicine, Institute of Chinese Medical Sciences, University of Macau, Macao SAR 999078, China
- State Key Laboratory of Quality Research in Chinese Medicine, Institute of Chinese Medical Sciences, University of Macau, Macao SAR 999078, China
- Zhuhai UM Science and Technology Research Institute, Zhuhai 519031, China
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19
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Li R, Yan X, Zhong W, Zheng J, Li X, Liang J, Hu Z, Liu H, Chen G, Yang Y, Zhang J, Qu E, Liu W. Stratifin promotes the malignant progression of HCC via binding and hyperactivating AKT signaling. Cancer Lett 2024; 592:216761. [PMID: 38490326 DOI: 10.1016/j.canlet.2024.216761] [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: 09/24/2023] [Revised: 02/06/2024] [Accepted: 02/22/2024] [Indexed: 03/17/2024]
Abstract
Hepatocellular carcinoma (HCC) is a highly aggressive malignant tumor with limited treatment options and poor prognosis. In this study, we reveal the pivotal role of Stratifin (SFN), also recognized as 14-3-3σ, in driving HCC progression. Our investigation underscores a substantial upregulation of SFN within HCC tissues, manifesting a significant association with worse prognostic outcomes among HCC patients. In vitro and in vivo experiments reveal that SFN overexpression significantly amplifies proliferation, mitigates sorafenib-induced effects on HCC cells, and enhances tumorigenesis. While SFN silencing exerts converse effects on HCC progression. Additionally, we unveil a critical interaction between SFN and AKT, where SFN boosts AKT kinase activity by disrupting the binding of PHLPP2 and AKT, thereby intensifying the malignant progression of HCC cells. In conclusion, this study identifies the oncogenic role of SFN and elucidates the regulatory mechanism of the SFN/AKT axis in HCC, which may provide valuable insights into the mechanisms of HCC progression and potential targets for therapeutic intervention.
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Affiliation(s)
- Rong Li
- Guangdong Provincial Key Laboratory of Liver Disease Research, Guangzhou, 510630, China; Guangdong Province Engineering Laboratory for Transplantation Medicine, Organ Transplantation Research Center of Guangdong Province, Guangzhou, 510630, China
| | - Xijing Yan
- Department of Hepatic Surgery and Liver Transplantation Center, The Third Affiliated Hospital of Sun Yat-sen University, Guangzhou, 510630, China
| | - Wenhui Zhong
- Department of Pancreatic and Gastric Surgery, National Clinical Research Center for Cancer, Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, 100021, China
| | - Jun Zheng
- Department of Hepatic Surgery and Liver Transplantation Center, The Third Affiliated Hospital of Sun Yat-sen University, Guangzhou, 510630, China
| | - Xuejiao Li
- Guangdong Provincial Key Laboratory of Liver Disease Research, Guangzhou, 510630, China
| | - Jinliang Liang
- Guangdong Provincial Key Laboratory of Liver Disease Research, Guangzhou, 510630, China
| | - Zhongying Hu
- Guangdong Provincial Key Laboratory of Liver Disease Research, Guangzhou, 510630, China
| | - Huanyi Liu
- Guangdong Provincial Key Laboratory of Liver Disease Research, Guangzhou, 510630, China
| | - Guihua Chen
- Guangdong Provincial Key Laboratory of Liver Disease Research, Guangzhou, 510630, China; Department of Hepatic Surgery and Liver Transplantation Center, The Third Affiliated Hospital of Sun Yat-sen University, Guangzhou, 510630, China
| | - Yang Yang
- Guangdong Province Engineering Laboratory for Transplantation Medicine, Organ Transplantation Research Center of Guangdong Province, Guangzhou, 510630, China; Department of Hepatic Surgery and Liver Transplantation Center, The Third Affiliated Hospital of Sun Yat-sen University, Guangzhou, 510630, China.
| | - Jianwei Zhang
- Department of Pancreatic and Gastric Surgery, National Clinical Research Center for Cancer, Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, 100021, China.
| | - Enze Qu
- Department of Ultrasound, The Third Affiliated Hospital of Sun Yat-Sen University, Guangzhou, 510630, China.
| | - Wei Liu
- Guangdong Provincial Key Laboratory of Liver Disease Research, Guangzhou, 510630, China; Guangdong Province Engineering Laboratory for Transplantation Medicine, Organ Transplantation Research Center of Guangdong Province, Guangzhou, 510630, China.
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20
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Zhang P, Ye X, Wang JCK, Baddock HT, Jensvold Z, Foe IT, Loas A, Eaton DL, Hao Q, Nile AH, Pentelute BL. Reversibly Reactive Affinity Selection-Mass Spectrometry Enables Identification of Covalent Peptide Binders. J Am Chem Soc 2024; 146:15627-15639. [PMID: 38771982 DOI: 10.1021/jacs.4c05571] [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: 05/23/2024]
Abstract
Covalent peptide binders have found applications as activity-based probes and as irreversible therapeutic inhibitors. Currently, there is no rapid, label-free, and tunable affinity selection platform to enrich covalent reactive peptide binders from synthetic libraries. We address this challenge by developing a reversibly reactive affinity selection platform termed ReAct-ASMS enabled by tandem high-resolution mass spectrometry (MS/MS) to identify covalent peptide binders to native protein targets. It uses mixed disulfide-containing peptides to build reversible peptide-protein conjugates that can enrich for covalent variants, which can be sequenced by MS/MS after reduction. Using this platform, we identified covalent peptide binders against two oncoproteins, human papillomavirus 16 early protein 6 (HPV16 E6) and peptidyl-prolyl cis-trans isomerase NIMA-interacting 1 protein (Pin1). The resulting peptide binders efficiently and selectively cross-link Cys58 of E6 at 37 °C and Cys113 of Pin1 at room temperature, respectively. ReAct-ASMS enables the identification of highly selective covalent peptide binders for diverse molecular targets, introducing an applicable platform to assist preclinical therapeutic development pipelines.
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Affiliation(s)
- Peiyuan Zhang
- Department of Chemistry, Massachusetts Institute of Technology, 77 Massachusetts Avenue, Cambridge, Massachusetts 02139, United States
| | - Xiyun Ye
- Department of Chemistry, Massachusetts Institute of Technology, 77 Massachusetts Avenue, Cambridge, Massachusetts 02139, United States
| | - John C K Wang
- Calico Life Sciences LLC, 1170 Veterans Boulevard, South San Francisco, California 94080, United States
| | - Hannah T Baddock
- Calico Life Sciences LLC, 1170 Veterans Boulevard, South San Francisco, California 94080, United States
| | - Zena Jensvold
- Calico Life Sciences LLC, 1170 Veterans Boulevard, South San Francisco, California 94080, United States
| | - Ian T Foe
- Calico Life Sciences LLC, 1170 Veterans Boulevard, South San Francisco, California 94080, United States
| | - Andrei Loas
- Department of Chemistry, Massachusetts Institute of Technology, 77 Massachusetts Avenue, Cambridge, Massachusetts 02139, United States
| | - Dan L Eaton
- Calico Life Sciences LLC, 1170 Veterans Boulevard, South San Francisco, California 94080, United States
| | - Qi Hao
- Calico Life Sciences LLC, 1170 Veterans Boulevard, South San Francisco, California 94080, United States
| | - Aaron H Nile
- Calico Life Sciences LLC, 1170 Veterans Boulevard, South San Francisco, California 94080, United States
| | - Bradley L Pentelute
- Department of Chemistry, Massachusetts Institute of Technology, 77 Massachusetts Avenue, Cambridge, Massachusetts 02139, United States
- The Koch Institute for Integrative Cancer Research, Massachusetts Institute of Technology, 500 Main Street, Cambridge, Massachusetts 02142, United States
- Center for Environmental Health Sciences, Massachusetts Institute of Technology, 77 Massachusetts Avenue, Cambridge, Massachusetts 02139, United States
- Broad Institute of MIT and Harvard, 415 Main Street, Cambridge, Massachusetts 02142, United States
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21
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Bruce A, Adebomi V, Czabala P, Palmer J, McFadden WM, Lorson ZC, Slack RL, Bhardwaj G, Sarafianos SG, Raj M. A Tag-Free Platform for Synthesis and Screening of Cyclic Peptide Libraries. Angew Chem Int Ed Engl 2024; 63:e202320045. [PMID: 38529717 PMCID: PMC11254100 DOI: 10.1002/anie.202320045] [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: 12/26/2023] [Revised: 03/06/2024] [Accepted: 03/25/2024] [Indexed: 03/27/2024]
Abstract
In the realm of high-throughput screening (HTS), macrocyclic peptide libraries traditionally necessitate decoding tags, essential for both library synthesis and identifying hit peptide sequences post-screening. Our innovation introduces a tag-free technology platform for synthesizing cyclic peptide libraries in solution and facilitates screening against biological targets to identify peptide binders through unconventional intramolecular CyClick and DeClick chemistries (CCDC) discovered through our research. This combination allows for the synthesis of diverse cyclic peptide libraries, the incorporation of various amino acids, and facile linearization and decoding of cyclic peptide binder sequences. Our sensitivity-enhancing derivatization method, utilized in tandem with nano LC-MS/MS, enables the sequencing of peptides even at exceedingly low picomolar concentrations. Employing our technology platform, we have successfully unearthed novel cyclic peptide binders against a monoclonal antibody and the first cyclic peptide binder of HIV capsid protein responsible for viral infections as validated by microscale thermal shift assays (TSA), biolayer interferometry (BLI) and functional assays.
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Affiliation(s)
- Angele Bruce
- Department of Chemistry, Emory University, Atlanta, Georgia, 30322, United States
| | - Victor Adebomi
- Department of Chemistry, Emory University, Atlanta, Georgia, 30322, United States
- Department of Medicinal Chemistry, University of Washington, Seattle, WA, United States, 98195
| | - Patrick Czabala
- Department of Chemistry, Emory University, Atlanta, Georgia, 30322, United States
| | - Jonathan Palmer
- Department of Medicinal Chemistry, University of Washington, Seattle, WA, United States, 98195
| | - William M McFadden
- Center for ViroScience and Cure, Laboratory of Biochemical Pharmacology, Department of Pediatrics, Emory University School of Medicine, 1760 Haygood Drive NE, Atlanta, GA, 30322, United States
- Children's Healthcare of Atlanta, Atlanta, GA, 30322, United States
| | - Zachary C Lorson
- Center for ViroScience and Cure, Laboratory of Biochemical Pharmacology, Department of Pediatrics, Emory University School of Medicine, 1760 Haygood Drive NE, Atlanta, GA, 30322, United States
- Children's Healthcare of Atlanta, Atlanta, GA, 30322, United States
| | - Ryan L Slack
- Center for ViroScience and Cure, Laboratory of Biochemical Pharmacology, Department of Pediatrics, Emory University School of Medicine, 1760 Haygood Drive NE, Atlanta, GA, 30322, United States
- Children's Healthcare of Atlanta, Atlanta, GA, 30322, United States
| | - Gaurav Bhardwaj
- Department of Medicinal Chemistry, University of Washington, Seattle, WA, United States, 98195
| | - Stefan G Sarafianos
- Center for ViroScience and Cure, Laboratory of Biochemical Pharmacology, Department of Pediatrics, Emory University School of Medicine, 1760 Haygood Drive NE, Atlanta, GA, 30322, United States
- Children's Healthcare of Atlanta, Atlanta, GA, 30322, United States
| | - Monika Raj
- Department of Chemistry, Emory University, Atlanta, Georgia, 30322, United States
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22
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Yi Y, An HW, Wang H. Intelligent Biomaterialomics: Molecular Design, Manufacturing, and Biomedical Applications. ADVANCED MATERIALS (DEERFIELD BEACH, FLA.) 2024; 36:e2305099. [PMID: 37490938 DOI: 10.1002/adma.202305099] [Citation(s) in RCA: 5] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/29/2023] [Revised: 07/14/2023] [Indexed: 07/27/2023]
Abstract
Materialomics integrates experiment, theory, and computation in a high-throughput manner, and has changed the paradigm for the research and development of new functional materials. Recently, with the rapid development of high-throughput characterization and machine-learning technologies, the establishment of biomaterialomics that tackles complex physiological behaviors has become accessible. Breakthroughs in the clinical translation of nanoparticle-based therapeutics and vaccines have been observed. Herein, recent advances in biomaterials, including polymers, lipid-like materials, and peptides/proteins, discovered through high-throughput screening or machine learning-assisted methods, are summarized. The molecular design of structure-diversified libraries; high-throughput characterization, screening, and preparation; and, their applications in drug delivery and clinical translation are discussed in detail. Furthermore, the prospects and main challenges in future biomaterialomics and high-throughput screening development are highlighted.
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Affiliation(s)
- Yu Yi
- CAS Center for Excellence in Nanoscience, CAS Key Laboratory for Biomedical Effects of Nanomaterials and Nanosafety, National Center for Nanoscience and Technology (NCNST), No. 11 Beiyitiao, Zhongguancun, Haidian District, Beijing, 100190, China
| | - Hong-Wei An
- CAS Center for Excellence in Nanoscience, CAS Key Laboratory for Biomedical Effects of Nanomaterials and Nanosafety, National Center for Nanoscience and Technology (NCNST), No. 11 Beiyitiao, Zhongguancun, Haidian District, Beijing, 100190, China
| | - Hao Wang
- CAS Center for Excellence in Nanoscience, CAS Key Laboratory for Biomedical Effects of Nanomaterials and Nanosafety, National Center for Nanoscience and Technology (NCNST), No. 11 Beiyitiao, Zhongguancun, Haidian District, Beijing, 100190, China
- Center of Materials Science and Optoelectronics Engineering, University of Chinese Academy of Sciences, Beijing, 100049, P. R. China
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23
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Das S, Nag A. Tetrazine cyclized peptides for one-bead-one-compound library: Synthesis and sequencing. Methods Enzymol 2024; 698:141-167. [PMID: 38886030 DOI: 10.1016/bs.mie.2024.04.015] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 06/20/2024]
Abstract
While most FDA-approved peptide drugs are cyclic, robust cyclization chemistry of peptides and the deconvolution of the cyclic peptide sequences using tandem mass spectrometry render cyclic peptide drug discovery difficult. In this chapter, the protocol for the successful synthesis of tetrazine-linked cyclic peptide library in solid phase, which shows both robust cyclization and easy sequence deconvolution, is described. The protocol for the linearization and cleavage of cyclic peptides from the solid phase by simple UV light irradiation, followed by accurate sequencing using tandem mass spectrometry, is described. We describe the troubleshooting for this dithiol bis-arylation reaction and for the successful cleavage of the aryl cyclic peptide into linear form. This method for efficient solid-phase macrocyclization can be used for the rapid production of loop-based peptides and screening for inhibition of protein-protein interactions, by using the covalent inverse electron-demand Diels Alder reaction to supplement the non-covalent interaction between a protein and its peptide binder, isolating highly selective peptides in the process.
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Affiliation(s)
- Samir Das
- Carlson School of Chemistry and Biochemistry, Clark University, Worcester, MA, United States
| | - Arundhati Nag
- Carlson School of Chemistry and Biochemistry, Clark University, Worcester, MA, United States.
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24
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Zhang P, Ye X, Wang JCK, Smith CL, Sousa S, Loas A, Eaton DL, Preciado López M, Pentelute BL. Development of an α-Klotho Recognizing High-Affinity Peptide Probe from In-Solution Enrichment. JACS AU 2024; 4:1334-1344. [PMID: 38665650 PMCID: PMC11040699 DOI: 10.1021/jacsau.3c00650] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 10/23/2023] [Revised: 02/22/2024] [Accepted: 02/23/2024] [Indexed: 04/28/2024]
Abstract
The kidney, parathyroid gland, and choroid plexus express the aging-related transmembrane protein α-Klotho, a coreceptor of the fibroblast growth factor 23 (FGF23) receptor complex. Reduced α-Klotho levels are correlated with chronic kidney disease and other age-related diseases, wherein they are released from membranes into circulation. Klotho's potential physiological action as a hormone is of current scientific interest. Part of the challenges associated with advancing these studies, however, has been the long-standing difficulty in detecting soluble α-Klotho in biofluids. Here, we describe the discovery of peptides that recognize α-Klotho with high affinity and selectivity by applying in-solution size-exclusion-based affinity selection-mass spectrometry (AS-MS). After two rounds of AS-MS and subsequent N-terminal modifications, the peptides improved their binding affinity to α-Klotho by approximately 2300-fold compared to the reported starting peptide Pep-10, previously designed based on the C-terminal region of FGF23. The lead peptide binders were shown to enrich α-Klotho from cell lysates and to label α-Klotho in kidney cells. Our results further support the utility of in-solution, label-free AS-MS protocols to discover peptide-based binders to target proteins of interest with high affinity and selectivity, resulting in functional probes for biological studies.
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Affiliation(s)
- Peiyuan Zhang
- Department
of Chemistry, Massachusetts Institute of
Technology, 77 Massachusetts Avenue, Cambridge, Massachusetts 02139, United States
| | - Xiyun Ye
- Department
of Chemistry, Massachusetts Institute of
Technology, 77 Massachusetts Avenue, Cambridge, Massachusetts 02139, United States
| | - John C. K. Wang
- Calico
Life Sciences LLC, 1170 Veterans Boulevard, South San Francisco, California 94080, United States
| | - Corey L. Smith
- AbbVie
Bioresearch Center, 100 Research Drive, Worcester, Massachusetts 01605, United States
| | - Silvino Sousa
- AbbVie
Bioresearch Center, 100 Research Drive, Worcester, Massachusetts 01605, United States
| | - Andrei Loas
- Department
of Chemistry, Massachusetts Institute of
Technology, 77 Massachusetts Avenue, Cambridge, Massachusetts 02139, United States
| | - Dan L. Eaton
- Calico
Life Sciences LLC, 1170 Veterans Boulevard, South San Francisco, California 94080, United States
| | - Magdalena Preciado López
- Calico
Life Sciences LLC, 1170 Veterans Boulevard, South San Francisco, California 94080, United States
| | - Bradley L. Pentelute
- Department
of Chemistry, Massachusetts Institute of
Technology, 77 Massachusetts Avenue, Cambridge, Massachusetts 02139, United States
- The
Koch Institute for Integrative Cancer Research, Massachusetts Institute of Technology, 500 Main Street, Cambridge, Massachusetts 02142, United States
- Center
for Environmental Health Sciences, Massachusetts
Institute of Technology, 77 Massachusetts Avenue, Cambridge, Massachusetts 02139, United States
- Broad Institute
of MIT and Harvard, 415
Main Street, Cambridge, Massachusetts 02142, United States
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25
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Szaniszló S, Csámpai A, Horváth D, Tomecz R, Farkas V, Perczel A. Unveiling the Oxazolidine Character of Pseudoproline Derivatives by Automated Flow Peptide Chemistry. Int J Mol Sci 2024; 25:4150. [PMID: 38673739 PMCID: PMC11050244 DOI: 10.3390/ijms25084150] [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: 03/15/2024] [Revised: 04/03/2024] [Accepted: 04/04/2024] [Indexed: 04/28/2024] Open
Abstract
Pseudoproline derivatives such as Thr(ΨPro)-OH are commonly used in peptide synthesis to reduce the likelihood of peptide aggregation and to prevent aspartimide (Asi) formation during the synthesis process. In this study, we investigate notable by-products such as aspartimide formation and an imine derivative of the Thr(ΨPro) moiety observed in flow peptide chemistry synthesis. To gain insight into the formation of these unexpected by-products, we design a series of experiments. Furthermore, we demonstrate the oxazolidine character of the pseudoproline moiety and provide plausible mechanisms for the two-way ring opening of oxazolidine leading to these by-products. In addition, we present evidence that Asi formation appears to be catalyzed by the presence of the pseudoproline moiety. These observed side reactions are attributed to elevated temperature and pressure; therefore, caution is advised when using ΨPro derivatives under such harsh conditions. In addition, we propose a solution whereby thermodynamically controlled Asi formation can be kinetically prevented.
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Affiliation(s)
- Szebasztián Szaniszló
- Laboratory of Structural Chemistry and Biology, Institute of Chemistry, ELTE Eötvös Loránd University, Pázmány Péter Sétány 1/A, 1117 Budapest, Hungary; (S.S.); (D.H.); (R.T.)
- ELTE Hevesy György Ph.D. School of Chemistry, ELTE Eötvös Loránd University, Pázmány Péter Sétány 1/A, 1117 Budapest, Hungary
| | - Antal Csámpai
- Instutite of Chemistry, ELTE Eötvös Loránd University, Pázmány Péter Sétány 1/A, 1117 Budapest, Hungary;
| | - Dániel Horváth
- Laboratory of Structural Chemistry and Biology, Institute of Chemistry, ELTE Eötvös Loránd University, Pázmány Péter Sétány 1/A, 1117 Budapest, Hungary; (S.S.); (D.H.); (R.T.)
| | - Richárd Tomecz
- Laboratory of Structural Chemistry and Biology, Institute of Chemistry, ELTE Eötvös Loránd University, Pázmány Péter Sétány 1/A, 1117 Budapest, Hungary; (S.S.); (D.H.); (R.T.)
| | - Viktor Farkas
- HUN-REN—ELTE Protein Modeling Research Group, ELTE Eötvös Loránd University, Pázmány Péter Sétány 1/A, 1117 Budapest, Hungary
| | - András Perczel
- Laboratory of Structural Chemistry and Biology, Institute of Chemistry, ELTE Eötvös Loránd University, Pázmány Péter Sétány 1/A, 1117 Budapest, Hungary; (S.S.); (D.H.); (R.T.)
- HUN-REN—ELTE Protein Modeling Research Group, ELTE Eötvös Loránd University, Pázmány Péter Sétány 1/A, 1117 Budapest, Hungary
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26
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Zhang G, Zhu TF. Mirror-image trypsin digestion and sequencing of D-proteins. Nat Chem 2024; 16:592-598. [PMID: 38238467 DOI: 10.1038/s41557-023-01411-x] [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: 02/21/2023] [Accepted: 11/28/2023] [Indexed: 04/07/2024]
Abstract
The development of mirror-image biology systems and related applications is hindered by the lack of effective methods to sequence mirror-image (D-) proteins. Although natural-chirality (L-) proteins can be sequenced by bottom-up liquid chromatography-tandem mass spectrometry (LC-MS/MS), the sequencing of long D-peptides and D-proteins with the same strategy requires digestion by a site-specific D-protease before mass analysis. Here we apply solid-phase peptide synthesis and native chemical ligation to chemically synthesize a mirror-image version of trypsin, a widely used protease for site-specific protein digestion. Using mirror-image trypsin digestion and LC-MS/MS, we sequence a mirror-image large subunit ribosomal protein (L25) and a mirror-image Sulfolobus solfataricus P2 DNA polymerase IV (Dpo4), and distinguish between different mutants of D-Dpo4. We also perform writing and reading of digital information in a long D-peptide of 50 amino acids. Thus, mirror-image trypsin digestion in conjunction with LC-MS/MS may facilitate practical applications of D-peptides and D-proteins as potential therapeutic and informational tools.
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Affiliation(s)
- Guanwei Zhang
- School of Life Sciences, Tsinghua-Peking Center for Life Sciences, Beijing Frontier Research Center for Biological Structure, Tsinghua University, Beijing, China
- School of Life Sciences, New Cornerstone Science Laboratory, Research Center for Industries of the Future, Westlake University, Hangzhou, China
- Westlake Laboratory of Life Sciences and Biomedicine, Hangzhou, China
| | - Ting F Zhu
- School of Life Sciences, New Cornerstone Science Laboratory, Research Center for Industries of the Future, Westlake University, Hangzhou, China.
- Westlake Laboratory of Life Sciences and Biomedicine, Hangzhou, China.
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27
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Taggart EL, Wolff EJ, Yanar P, Blobe JP, Shugrue CR. Development of an oxazole-based cleavable linker for peptides. Bioorg Med Chem 2024; 102:117663. [PMID: 38457910 DOI: 10.1016/j.bmc.2024.117663] [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: 12/08/2023] [Revised: 02/06/2024] [Accepted: 02/29/2024] [Indexed: 03/10/2024]
Abstract
We report the development of a new oxazole-based cleavable linker to release peptides from attached cargo. Oxazoles are stable to most reaction conditions, yet they can be rapidly cleaved in the presence of single-electron oxidants like cerium ammonium nitrate (CAN). An oxazole linker could be synthesized and attached to peptides through standard solid-phase peptide coupling reactions. Cleavage of these peptide-oxazole conjugates is demonstrated on a broad scope of peptides containing various natural and unnatural amino acids. These results represent the first example of a peptide-based linker that is cleaved through single-electron oxidation. The oxazole is also demonstrated to be a suitable linker for both the release of a peptide from a conjugated small molecule and the orthogonal release of cargo from a peptide containing multiple cleavable linkers. Oxazole linkers could serve as a promising tool for peptide screening platforms such as peptide-encoded libraries.
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Affiliation(s)
- Elizabeth L Taggart
- Department of Chemistry, University of Richmond, Gottwald Science Center B-100 138 UR Drive University of Richmond, VA 23173, United States
| | - Evan J Wolff
- Department of Chemistry, University of Richmond, Gottwald Science Center B-100 138 UR Drive University of Richmond, VA 23173, United States
| | - Pamira Yanar
- Department of Chemistry, University of Richmond, Gottwald Science Center B-100 138 UR Drive University of Richmond, VA 23173, United States
| | - John P Blobe
- Department of Chemistry, University of Richmond, Gottwald Science Center B-100 138 UR Drive University of Richmond, VA 23173, United States
| | - Christopher R Shugrue
- Department of Chemistry, University of Richmond, Gottwald Science Center B-100 138 UR Drive University of Richmond, VA 23173, United States.
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28
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Olmedo DA, Durant-Archibold AA, López-Pérez JL, Medina-Franco JL. Design and Diversity Analysis of Chemical Libraries in Drug Discovery. Comb Chem High Throughput Screen 2024; 27:502-515. [PMID: 37409545 DOI: 10.2174/1386207326666230705150110] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/05/2023] [Revised: 05/30/2023] [Accepted: 05/30/2023] [Indexed: 07/07/2023]
Abstract
Chemical libraries and compound data sets are among the main inputs to start the drug discovery process at universities, research institutes, and the pharmaceutical industry. The approach used in the design of compound libraries, the chemical information they possess, and the representation of structures, play a fundamental role in the development of studies: chemoinformatics, food informatics, in silico pharmacokinetics, computational toxicology, bioinformatics, and molecular modeling to generate computational hits that will continue the optimization process of drug candidates. The prospects for growth in drug discovery and development processes in chemical, biotechnological, and pharmaceutical companies began a few years ago by integrating computational tools with artificial intelligence methodologies. It is anticipated that it will increase the number of drugs approved by regulatory agencies shortly.
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Affiliation(s)
- Dionisio A Olmedo
- Centro de Investigaciones Farmacognósticas de la Flora Panameña (CIFLORPAN), Facultad de Farmacia, Universidad de Panamá, Ciudad de Panamá, Apartado, 0824-00178, Panamá
- Sistema Nacional de Investigación (SNI), Secretaria Nacional de Ciencia, Tecnología e Innovación (SENACYT), Ciudad del Saber, Clayton, Panamá
| | - Armando A Durant-Archibold
- Centro de Biodiversidad y Descubrimiento de Drogas, Instituto de Investigaciones Científicas y Servicios de Alta Tecnología (INDICASAT AIP), Apartado, 0843-01103, Panamá
- Departamento de Bioquímica, Facultad de Ciencias Naturales, Exactas y Tecnología, Universidad de Panamá, Ciudad de Panamá, Panamá
| | - José Luis López-Pérez
- CESIFAR, Departamento de Farmacología, Facultad de Medicina, Universidad de Panamá, Ciudad de Panamá, Panamá
- Departamento de Ciencias Farmacéuticas, Facultad de Farmacia, Universidad de Salamanca, Avda. Campo Charro s/n, 37071 Salamanca, España
| | - José Luis Medina-Franco
- DIFACQUIM Grupo de Investigación, Departamento de Farmacia, Escuela de Química, Universidad Nacional Autónoma de México, Ciudad de México, Apartado, 04510, México
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29
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Popov KI, Wellnitz J, Maxfield T, Tropsha A. HIt Discovery using docking ENriched by GEnerative Modeling (HIDDEN GEM): A novel computational workflow for accelerated virtual screening of ultra-large chemical libraries. Mol Inform 2024; 43:e202300207. [PMID: 37802967 PMCID: PMC11156482 DOI: 10.1002/minf.202300207] [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: 08/16/2023] [Revised: 10/03/2023] [Accepted: 10/06/2023] [Indexed: 10/08/2023]
Abstract
Recent rapid expansion of make-on-demand, purchasable, chemical libraries comprising dozens of billions or even trillions of molecules has challenged the efficient application of traditional structure-based virtual screening methods that rely on molecular docking. We present a novel computational methodology termed HIDDEN GEM (HIt Discovery using Docking ENriched by GEnerative Modeling) that greatly accelerates virtual screening. This workflow uniquely integrates machine learning, generative chemistry, massive chemical similarity searching and molecular docking of small, selected libraries in the beginning and the end of the workflow. For each target, HIDDEN GEM nominates a small number of top-scoring virtual hits prioritized from ultra-large chemical libraries. We have benchmarked HIDDEN GEM by conducting virtual screening campaigns for 16 diverse protein targets using Enamine REAL Space library comprising 37 billion molecules. We show that HIDDEN GEM yields the highest enrichment factors as compared to state of the art accelerated virtual screening methods, while requiring the least computational resources. HIDDEN GEM can be executed with any docking software and employed by users with limited computational resources.
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Affiliation(s)
- Konstantin I. Popov
- UNC Eshelman School of Pharmacy, University of North Carolina, Chapel Hill, NC, USA
- These authors contributed equally: Konstantin I. Popov, James Wellnitz, Travis Maxfield
| | - James Wellnitz
- UNC Eshelman School of Pharmacy, University of North Carolina, Chapel Hill, NC, USA
- These authors contributed equally: Konstantin I. Popov, James Wellnitz, Travis Maxfield
| | - Travis Maxfield
- UNC Eshelman School of Pharmacy, University of North Carolina, Chapel Hill, NC, USA
- These authors contributed equally: Konstantin I. Popov, James Wellnitz, Travis Maxfield
| | - Alexander Tropsha
- UNC Eshelman School of Pharmacy, University of North Carolina, Chapel Hill, NC, USA
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30
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Momin N. Balancing safety and efficacy: tuning the biodistribution and pharmacokinetics of cytokine immunotherapies. Curr Opin Biotechnol 2023; 84:102994. [PMID: 37806081 DOI: 10.1016/j.copbio.2023.102994] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/26/2023] [Revised: 06/12/2023] [Accepted: 08/27/2023] [Indexed: 10/10/2023]
Abstract
Modulating the immune system shows promise in treating various conditions such as autoimmune, malignant, inflammatory, and infectious diseases. While immunotherapies can provide significant clinical benefits, they can also trigger debilitating immune-related toxicities. Achieving a balance between safety and efficacy of immunotherapy remains a significant engineering challenge. A complex immune response can be simplified into a sequence of coordinated signals with precise spatial and temporal arrangements. Mimicking or inhibiting these signals with protein immunotherapies relies on engineering them with specific biodistribution and pharmacokinetic properties. This review summarizes principles governing the movement of therapeutic proteins (i.e. biologics), focusing on cytokine immunotherapies injected intravenously or locally, and highlights approaches and considerations to balance their efficacy and safety.
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Affiliation(s)
- Noor Momin
- Department of Bioengineering, University of Pennsylvania, Philadelphia, PA, USA; Center for Precision Engineering for Health, University of Pennsylvania, Philadelphia, PA, USA.
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31
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Prudent R, Lemoine H, Walsh J, Roche D. Affinity selection mass spectrometry speeding drug discovery. Drug Discov Today 2023; 28:103760. [PMID: 37660985 DOI: 10.1016/j.drudis.2023.103760] [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: 03/23/2023] [Revised: 07/21/2023] [Accepted: 08/29/2023] [Indexed: 09/05/2023]
Abstract
Affinity selection mass spectrometry (AS-MS) has gained momentum in drug discovery. This review summarizes how this technology has slowly risen as a new paradigm in hit identification and its potential synergy with DNA encoded library technology. It presents an overview of the recent results on challenging targets and perspectives on new areas of research, such as RNA targeting with small molecules. The versatility of the approach is illustrated and strategic drivers discussed in terms of the experience of a small-medium CRO and a big pharma organization.
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Affiliation(s)
| | | | - Jarrod Walsh
- High Throughput Screening, Hit Discovery, Discovery Sciences, R&D Biopharmaceuticals, AstraZeneca, Alderley Park, UK
| | - Didier Roche
- Edelris, Bioparc, Bioserra 1 Building, Lyon, France.
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32
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Chen Z, Lim YW, Neo JY, Ting Chan RS, Koh LQ, Yuen TY, Lim YH, Johannes CW, Gates ZP. De Novo Sequencing of Synthetic Bis-cysteine Peptide Macrocycles Enabled by "Chemical Linearization" of Compound Mixtures. Anal Chem 2023; 95:14870-14878. [PMID: 37724843 PMCID: PMC10569172 DOI: 10.1021/acs.analchem.3c01742] [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: 04/22/2023] [Accepted: 09/04/2023] [Indexed: 09/21/2023]
Abstract
A "chemical linearization" approach was applied to synthetic peptide macrocycles to enable their de novo sequencing from mixtures using nanoliquid chromatography-tandem mass spectrometry (nLC-MS/MS). This approach─previously applied to individual macrocycles but not to mixtures─involves cleavage of the peptide backbone at a defined position to give a product capable of generating sequence-determining fragment ions. Here, we first established the compatibility of "chemical linearization" by Edman degradation with a prominent macrocycle scaffold based on bis-Cys peptides cross-linked with the m-xylene linker, which are of major significance in therapeutics discovery. Then, using macrocycle libraries of known sequence composition, the ability to recover accurate de novo assignments to linearized products was critically tested using performance metrics unique to mixtures. Significantly, we show that linearized macrocycles can be sequenced with lower recall compared to linear peptides but with similar accuracy, which establishes the potential of using "chemical linearization" with synthetic libraries and selection procedures that yield compound mixtures. Sodiated precursor ions were identified as a significant source of high-scoring but inaccurate assignments, with potential implications for improving automated de novo sequencing more generally.
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Affiliation(s)
- Zhi’ang Chen
- Institute
of Molecular and Cell Biology (IMCB), Agency
for Science, Technology and Research (A*STAR), 61 Biopolis Drive, Proteos, Singapore 138673, Republic of Singapore
- Institute
of Sustainability for Chemicals, Energy and Environment (ISCE), Agency for Science, Technology
and Research (A*STAR), 8 Biomedical Grove, #07-01 Neuros, Singapore 138665, Republic
of Singapore
| | - Yi Wee Lim
- Institute
of Sustainability for Chemicals, Energy and Environment (ISCE), Agency for Science, Technology
and Research (A*STAR), 8 Biomedical Grove, #07-01 Neuros, Singapore 138665, Republic
of Singapore
| | - Jin Yong Neo
- Institute
of Sustainability for Chemicals, Energy and Environment (ISCE), Agency for Science, Technology
and Research (A*STAR), 8 Biomedical Grove, #07-01 Neuros, Singapore 138665, Republic
of Singapore
| | - Rachel Shu Ting Chan
- Institute
of Sustainability for Chemicals, Energy and Environment (ISCE), Agency for Science, Technology
and Research (A*STAR), 8 Biomedical Grove, #07-01 Neuros, Singapore 138665, Republic
of Singapore
| | - Li Quan Koh
- Institute
of Molecular and Cell Biology (IMCB), Agency
for Science, Technology and Research (A*STAR), 61 Biopolis Drive, Proteos, Singapore 138673, Republic of Singapore
- Institute
of Sustainability for Chemicals, Energy and Environment (ISCE), Agency for Science, Technology
and Research (A*STAR), 8 Biomedical Grove, #07-01 Neuros, Singapore 138665, Republic
of Singapore
| | - Tsz Ying Yuen
- Institute
of Sustainability for Chemicals, Energy and Environment (ISCE), Agency for Science, Technology
and Research (A*STAR), 8 Biomedical Grove, #07-01 Neuros, Singapore 138665, Republic
of Singapore
| | - Yee Hwee Lim
- Institute
of Sustainability for Chemicals, Energy and Environment (ISCE), Agency for Science, Technology
and Research (A*STAR), 8 Biomedical Grove, #07-01 Neuros, Singapore 138665, Republic
of Singapore
| | - Charles W. Johannes
- Institute
of Molecular and Cell Biology (IMCB), Agency
for Science, Technology and Research (A*STAR), 61 Biopolis Drive, Proteos, Singapore 138673, Republic of Singapore
| | - Zachary P. Gates
- Institute
of Molecular and Cell Biology (IMCB), Agency
for Science, Technology and Research (A*STAR), 61 Biopolis Drive, Proteos, Singapore 138673, Republic of Singapore
- Institute
of Sustainability for Chemicals, Energy and Environment (ISCE), Agency for Science, Technology
and Research (A*STAR), 8 Biomedical Grove, #07-01 Neuros, Singapore 138665, Republic
of Singapore
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33
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Mata JM, van der Nol E, Pomplun SJ. Advances in Ultrahigh Throughput Hit Discovery with Tandem Mass Spectrometry Encoded Libraries. J Am Chem Soc 2023; 145:19129-19139. [PMID: 37556835 PMCID: PMC10472510 DOI: 10.1021/jacs.3c04899] [Citation(s) in RCA: 8] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/11/2023] [Indexed: 08/11/2023]
Abstract
Discovering new bioactive molecules is crucial for drug development. Finding a hit compound for a new drug target usually requires screening of millions of molecules. Affinity selection based technologies have revolutionized early hit discovery by enabling the rapid screening of libraries with millions or billions of compounds in short timeframes. In this Perspective, we describe recent technology breakthroughs that enable the screening of ultralarge synthetic peptidomimetic libraries with a barcode-free tandem mass spectrometry decoding strategy. A combination of combinatorial synthesis, affinity selection, automated de novo peptide sequencing algorithms, and advances in mass spectrometry instrumentation now enables hit discovery from synthetic libraries with over 100 million members. We provide a perspective on this powerful technology and showcase success stories featuring the discovery of high affinity binders for a number of drug targets including proteins, nucleic acids, and specific cell types. Further, we show the usage of the technology to discover synthetic peptidomimetics with specific functions and reactivity. We predict that affinity selection coupled with tandem mass spectrometry and automated de novo decoding will rapidly evolve further and become a broadly used drug discovery technology.
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34
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Wong F, de la Fuente-Nunez C, Collins JJ. Leveraging artificial intelligence in the fight against infectious diseases. Science 2023; 381:164-170. [PMID: 37440620 PMCID: PMC10663167 DOI: 10.1126/science.adh1114] [Citation(s) in RCA: 96] [Impact Index Per Article: 48.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/01/2023] [Accepted: 06/05/2023] [Indexed: 07/15/2023]
Abstract
Despite advances in molecular biology, genetics, computation, and medicinal chemistry, infectious disease remains an ominous threat to public health. Addressing the challenges posed by pathogen outbreaks, pandemics, and antimicrobial resistance will require concerted interdisciplinary efforts. In conjunction with systems and synthetic biology, artificial intelligence (AI) is now leading to rapid progress, expanding anti-infective drug discovery, enhancing our understanding of infection biology, and accelerating the development of diagnostics. In this Review, we discuss approaches for detecting, treating, and understanding infectious diseases, underscoring the progress supported by AI in each case. We suggest future applications of AI and how it might be harnessed to help control infectious disease outbreaks and pandemics.
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Affiliation(s)
- Felix Wong
- Infectious Disease and Microbiome Program, Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
- Institute for Medical Engineering & Science and Department of Biological Engineering, Massachusetts Institute of Technology, Cambridge, MA 02139, USA
| | - Cesar de la Fuente-Nunez
- Machine Biology Group, Departments of Psychiatry and Microbiology, Institute for Biomedical Informatics, Institute for Translational Medicine and Therapeutics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
- Departments of Bioengineering and Chemical and Biomolecular Engineering, School of Engineering and Applied Science, University of Pennsylvania, Philadelphia, PA 19104, USA
- Penn Institute for Computational Science, University of Pennsylvania, Philadelphia, PA, 19104, USA
| | - James J. Collins
- Infectious Disease and Microbiome Program, Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
- Institute for Medical Engineering & Science and Department of Biological Engineering, Massachusetts Institute of Technology, Cambridge, MA 02139, USA
- Wyss Institute for Biologically Inspired Engineering, Harvard University, Boston, MA 02115, USA
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35
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Fetse J, Kandel S, Mamani UF, Cheng K. Recent advances in the development of therapeutic peptides. Trends Pharmacol Sci 2023; 44:425-441. [PMID: 37246037 PMCID: PMC10330351 DOI: 10.1016/j.tips.2023.04.003] [Citation(s) in RCA: 16] [Impact Index Per Article: 8.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/09/2023] [Revised: 04/14/2023] [Accepted: 04/18/2023] [Indexed: 05/30/2023]
Abstract
Peptides have unique characteristics that make them highly desirable as therapeutic agents. The physicochemical and proteolytic stability profiles determine the therapeutic potential of peptides. Multiple strategies to enhance the therapeutic profile of peptides have emerged. They include chemical modifications, such as cyclization, substitution with d-amino acids, peptoid formation, N-methylation, and side-chain halogenation, and incorporation in delivery systems. There have been recent advances in approaches to discover peptides having these modifications to attain desirable therapeutic properties. We critically review these recent advancements in therapeutic peptide development.
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Affiliation(s)
- John Fetse
- Division of Pharmacology and Pharmaceutical Sciences, School of Pharmacy, University of Missouri-Kansas City, 2464 Charlotte Street, Kansas City, MO 64108, USA
| | - Sashi Kandel
- Division of Pharmacology and Pharmaceutical Sciences, School of Pharmacy, University of Missouri-Kansas City, 2464 Charlotte Street, Kansas City, MO 64108, USA
| | - Umar-Farouk Mamani
- Division of Pharmacology and Pharmaceutical Sciences, School of Pharmacy, University of Missouri-Kansas City, 2464 Charlotte Street, Kansas City, MO 64108, USA
| | - Kun Cheng
- Division of Pharmacology and Pharmaceutical Sciences, School of Pharmacy, University of Missouri-Kansas City, 2464 Charlotte Street, Kansas City, MO 64108, USA.
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36
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Silvestri AP, Zhang Q, Ping Y, Muir EW, Zhao J, Chakka SK, Wang G, Bray WM, Chen W, Fribourgh JL, Tripathi S, He Y, Rubin SM, Satz AL, Pye CR, Kuai L, Su W, Schwochert JA. DNA-Encoded Macrocyclic Peptide Libraries Enable the Discovery of a Neutral MDM2-p53 Inhibitor. ACS Med Chem Lett 2023; 14:820-826. [PMID: 37312849 PMCID: PMC10258823 DOI: 10.1021/acsmedchemlett.3c00117] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/29/2023] [Accepted: 05/03/2023] [Indexed: 06/15/2023] Open
Abstract
Synthetic macrocyclic peptides are an emerging molecular class for both targeting intracellular protein-protein interactions (PPIs) and providing an oral modality for drug targets typically addressed by biologics. Display technologies, such as mRNA and phage display, often yield peptides that are too large and too polar to achieve passive permeability or oral bioavailability without substantial off-platform medicinal chemistry. Herein, we use DNA-encoded cyclic peptide libraries to discover a neutral nonapeptide, UNP-6457, that inhibits MDM2-p53 interaction with an IC50 of 8.9 nM. X-ray structural analysis of the MDM2-UNP-6457 complex revealed mutual binding interactions and identified key ligand modification points which may be tuned to enhance its pharmacokinetic profile. These studies showcase how tailored DEL libraries can directly yield macrocyclic peptides benefiting from low MW, TPSA, and HBD/HBA counts that are capable of potently inhibiting therapeutically relevant protein-protein interactions.
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Affiliation(s)
- Anthony P. Silvestri
- Unnatural
Products, Inc., 2161 Delaware Ave. Suite A, Santa Cruz, California 95060, United States
| | - Qi Zhang
- WuXi
AppTec, 288 Fute Zhong Road, Waigaoqiao Free Trade Zone, Shanghai 200131, China
| | - Yan Ping
- WuXi
AppTec, 288 Fute Zhong Road, Waigaoqiao Free Trade Zone, Shanghai 200131, China
| | - Erik W. Muir
- Unnatural
Products, Inc., 2161 Delaware Ave. Suite A, Santa Cruz, California 95060, United States
| | - Jingsi Zhao
- WuXi
AppTec, 288 Fute Zhong Road, Waigaoqiao Free Trade Zone, Shanghai 200131, China
| | - Sai Kumar Chakka
- Unnatural
Products, Inc., 2161 Delaware Ave. Suite A, Santa Cruz, California 95060, United States
| | - Gaonan Wang
- WuXi
AppTec, 288 Fute Zhong Road, Waigaoqiao Free Trade Zone, Shanghai 200131, China
| | - Walter M. Bray
- Unnatural
Products, Inc., 2161 Delaware Ave. Suite A, Santa Cruz, California 95060, United States
| | - Wenhua Chen
- WuXi
AppTec, 288 Fute Zhong Road, Waigaoqiao Free Trade Zone, Shanghai 200131, China
| | - Jennifer L. Fribourgh
- Unnatural
Products, Inc., 2161 Delaware Ave. Suite A, Santa Cruz, California 95060, United States
| | - Sarvind Tripathi
- Department
of Chemistry and Biochemistry, University
of California, Santa
Cruz, California 95064, United States
| | - Yunyun He
- WuXi
AppTec, 288 Fute Zhong Road, Waigaoqiao Free Trade Zone, Shanghai 200131, China
| | - Seth M. Rubin
- Department
of Chemistry and Biochemistry, University
of California, Santa
Cruz, California 95064, United States
| | | | - Cameron R. Pye
- Unnatural
Products, Inc., 2161 Delaware Ave. Suite A, Santa Cruz, California 95060, United States
| | - Letian Kuai
- WuXi
AppTec, 55 Cambridge
Parkway, 8th Floor, Cambridge, Massachusetts 02142, United States
| | - Wenji Su
- WuXi
AppTec, 288 Fute Zhong Road, Waigaoqiao Free Trade Zone, Shanghai 200131, China
| | - Joshua A. Schwochert
- Unnatural
Products, Inc., 2161 Delaware Ave. Suite A, Santa Cruz, California 95060, United States
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Somsen BA, Sijbesma E, Leysen S, Honzejkova K, Visser EJ, Cossar PJ, Obšil T, Brunsveld L, Ottmann C. Molecular basis and dual ligand regulation of tetrameric Estrogen Receptor α/14-3-3ζ protein complex. J Biol Chem 2023:104855. [PMID: 37224961 PMCID: PMC10302166 DOI: 10.1016/j.jbc.2023.104855] [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: 04/17/2023] [Revised: 05/15/2023] [Accepted: 05/16/2023] [Indexed: 05/26/2023] Open
Abstract
Therapeutic strategies targeting Nuclear Receptors (NRs) beyond their endogenous ligand binding pocket have gained significant scientific interest, driven by a need to circumvent problems associated with drug resistance and pharmacological profile. The hub protein 14-3-3 is an endogenous regulator of various NRs, providing a novel entry point for small molecule modulation of NR activity. Exemplified, 14-3-3 binding to the C-terminal F-domain of the Estrogen Receptor alpha (ERα), and small molecule stabilization of the ERα/14-3-3ζ protein complex by the natural product Fusicoccin A (FC-A), was demonstrated to downregulate ERα-mediated breast cancer proliferation. This presents a novel drug discovery approach to target ERα, however, structural and mechanistic insights into ERα/14-3-3 complex formation are lacking. Here, we provide an in-depth molecular understanding of the ERα/14-3-3ζ complex by isolating 14-3-3ζ in complex with an ERα protein construct comprising its Ligand Binding Domain (LBD) and phosphorylated F-domain. Bacterial co-expression and co-purification of the ERα/14-3-3ζ complex, followed by extensive biophysical and structural characterization, revealed a tetrameric complex between the ERα homodimer and the 14-3-3ζ homodimer. 14-3-3ζ binding to ERα, and ERα/14-3-3ζ complex stabilization by FC-A, appeared to be orthogonal to ERα endogenous agonist (E2) binding, E2-induced conformational changes, and cofactor recruitment. Similarly, the ERα antagonist 4-hydroxytamoxifen inhibited cofactor recruitment to the ERα LBD while ERα was bound to 14-3-3ζ. Furthermore, stabilization of the ERα/14-3-3ζ protein complex by FC-A was not influenced by the disease-associated and 4-hydroxytamoxifen resistant ERα-Y537S mutant. Together, these molecular and mechanistic insights provide direction for targeting ERα via the ERα/14-3-3 complex as an alternative drug discovery approach.
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Affiliation(s)
- Bente A Somsen
- Laboratory of Chemical Biology, Department of Biomedical Engineering and Institute for Complex Molecular Systems, Eindhoven University of Technology, PO Box 513, 5600 MB Eindhoven, The Netherlands
| | - Eline Sijbesma
- Laboratory of Chemical Biology, Department of Biomedical Engineering and Institute for Complex Molecular Systems, Eindhoven University of Technology, PO Box 513, 5600 MB Eindhoven, The Netherlands
| | - Seppe Leysen
- Laboratory of Chemical Biology, Department of Biomedical Engineering and Institute for Complex Molecular Systems, Eindhoven University of Technology, PO Box 513, 5600 MB Eindhoven, The Netherlands
| | - Karolina Honzejkova
- Department of Physical and Macromolecular Chemistry, Faculty of Science, Charles University, Prague, Czech Republic
| | - Emira J Visser
- Laboratory of Chemical Biology, Department of Biomedical Engineering and Institute for Complex Molecular Systems, Eindhoven University of Technology, PO Box 513, 5600 MB Eindhoven, The Netherlands
| | - Peter J Cossar
- Laboratory of Chemical Biology, Department of Biomedical Engineering and Institute for Complex Molecular Systems, Eindhoven University of Technology, PO Box 513, 5600 MB Eindhoven, The Netherlands
| | - Tomáš Obšil
- Department of Physical and Macromolecular Chemistry, Faculty of Science, Charles University, Prague, Czech Republic
| | - Luc Brunsveld
- Laboratory of Chemical Biology, Department of Biomedical Engineering and Institute for Complex Molecular Systems, Eindhoven University of Technology, PO Box 513, 5600 MB Eindhoven, The Netherlands.
| | - Christian Ottmann
- Laboratory of Chemical Biology, Department of Biomedical Engineering and Institute for Complex Molecular Systems, Eindhoven University of Technology, PO Box 513, 5600 MB Eindhoven, The Netherlands.
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Han N, Li J, Zhao F, Li Y, Wang J, Dai X, Zeng D, Xiong W, Zeng Z. Isopropoxy Benzene Guanidine Ameliorates Streptococcus suis Infection In Vivo and In Vitro. Int J Mol Sci 2023; 24:ijms24087354. [PMID: 37108521 PMCID: PMC10138962 DOI: 10.3390/ijms24087354] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/08/2023] [Revised: 03/21/2023] [Accepted: 03/27/2023] [Indexed: 04/29/2023] Open
Abstract
Streptococcus suis, an encapsulated zoonotic pathogen, has been reported to cause a variety of infectious diseases, such as meningitis and streptococcal-toxic-shock-like syndrome. Increasing antimicrobial resistance has triggered the need for new treatments. In the present study, we found that isopropoxy benzene guanidine (IBG) significantly attenuated the effects caused by S. suis infection, in vivo and in vitro, by killing S. suis and reducing S. suis pathogenicity. Further studies showed that IBG disrupted the integrity of S. suis cell membranes and increased the permeability of S. suis cell membranes, leading to an imbalance in proton motive force and the accumulation of intracellular ATP. Meanwhile, IBG antagonized the hemolysis activity of suilysin and decreased the expression of Sly gene. In vivo, IBG improved the viability of S. suis SS3-infected mice by reducing tissue bacterial load. In conclusion, IBG is a promising compound for the treatment of S. suis infections, given its antibacterial and anti-hemolysis activity.
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Affiliation(s)
- Ning Han
- Guangdong Provincial Key Laboratory of Veterinary Pharmaceutics Development and Safety Evaluation, College of Veterinary Medicine, South China Agricultural University, Guangzhou 510642, China
- National Laboratory of Safety Evaluation (Environmental Assessment) of Veterinary Drugs, College of Veterinary Medicine, South China Agricultural University, Guangzhou 510642, China
- National Risk Assessment Laboratory for Antimicrobial Resistance of Animal Original Bacteria, College of Veterinary Medicine, South China Agricultural University, Guangzhou 510642, China
| | - Jie Li
- Guangdong Provincial Key Laboratory of Veterinary Pharmaceutics Development and Safety Evaluation, College of Veterinary Medicine, South China Agricultural University, Guangzhou 510642, China
- National Laboratory of Safety Evaluation (Environmental Assessment) of Veterinary Drugs, College of Veterinary Medicine, South China Agricultural University, Guangzhou 510642, China
- National Risk Assessment Laboratory for Antimicrobial Resistance of Animal Original Bacteria, College of Veterinary Medicine, South China Agricultural University, Guangzhou 510642, China
| | - Feifei Zhao
- Guangdong Provincial Key Laboratory of Veterinary Pharmaceutics Development and Safety Evaluation, College of Veterinary Medicine, South China Agricultural University, Guangzhou 510642, China
- National Laboratory of Safety Evaluation (Environmental Assessment) of Veterinary Drugs, College of Veterinary Medicine, South China Agricultural University, Guangzhou 510642, China
- National Risk Assessment Laboratory for Antimicrobial Resistance of Animal Original Bacteria, College of Veterinary Medicine, South China Agricultural University, Guangzhou 510642, China
| | - Yangyang Li
- Guangdong Provincial Key Laboratory of Veterinary Pharmaceutics Development and Safety Evaluation, College of Veterinary Medicine, South China Agricultural University, Guangzhou 510642, China
- National Laboratory of Safety Evaluation (Environmental Assessment) of Veterinary Drugs, College of Veterinary Medicine, South China Agricultural University, Guangzhou 510642, China
- National Risk Assessment Laboratory for Antimicrobial Resistance of Animal Original Bacteria, College of Veterinary Medicine, South China Agricultural University, Guangzhou 510642, China
| | - Jun Wang
- Guangdong Provincial Key Laboratory of Veterinary Pharmaceutics Development and Safety Evaluation, College of Veterinary Medicine, South China Agricultural University, Guangzhou 510642, China
- National Laboratory of Safety Evaluation (Environmental Assessment) of Veterinary Drugs, College of Veterinary Medicine, South China Agricultural University, Guangzhou 510642, China
- National Risk Assessment Laboratory for Antimicrobial Resistance of Animal Original Bacteria, College of Veterinary Medicine, South China Agricultural University, Guangzhou 510642, China
| | - Xiaolan Dai
- Guangdong Provincial Key Laboratory of Veterinary Pharmaceutics Development and Safety Evaluation, College of Veterinary Medicine, South China Agricultural University, Guangzhou 510642, China
- National Laboratory of Safety Evaluation (Environmental Assessment) of Veterinary Drugs, College of Veterinary Medicine, South China Agricultural University, Guangzhou 510642, China
- National Risk Assessment Laboratory for Antimicrobial Resistance of Animal Original Bacteria, College of Veterinary Medicine, South China Agricultural University, Guangzhou 510642, China
| | - Dongping Zeng
- Guangdong Provincial Key Laboratory of Veterinary Pharmaceutics Development and Safety Evaluation, College of Veterinary Medicine, South China Agricultural University, Guangzhou 510642, China
- National Laboratory of Safety Evaluation (Environmental Assessment) of Veterinary Drugs, College of Veterinary Medicine, South China Agricultural University, Guangzhou 510642, China
- National Risk Assessment Laboratory for Antimicrobial Resistance of Animal Original Bacteria, College of Veterinary Medicine, South China Agricultural University, Guangzhou 510642, China
| | - Wenguang Xiong
- Guangdong Provincial Key Laboratory of Veterinary Pharmaceutics Development and Safety Evaluation, College of Veterinary Medicine, South China Agricultural University, Guangzhou 510642, China
- National Laboratory of Safety Evaluation (Environmental Assessment) of Veterinary Drugs, College of Veterinary Medicine, South China Agricultural University, Guangzhou 510642, China
- National Risk Assessment Laboratory for Antimicrobial Resistance of Animal Original Bacteria, College of Veterinary Medicine, South China Agricultural University, Guangzhou 510642, China
| | - Zhenling Zeng
- Guangdong Provincial Key Laboratory of Veterinary Pharmaceutics Development and Safety Evaluation, College of Veterinary Medicine, South China Agricultural University, Guangzhou 510642, China
- National Laboratory of Safety Evaluation (Environmental Assessment) of Veterinary Drugs, College of Veterinary Medicine, South China Agricultural University, Guangzhou 510642, China
- National Risk Assessment Laboratory for Antimicrobial Resistance of Animal Original Bacteria, College of Veterinary Medicine, South China Agricultural University, Guangzhou 510642, China
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39
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Schissel CK, Farquhar CE, Loas A, Malmberg AB, Pentelute BL. In-Cell Penetration Selection-Mass Spectrometry Produces Noncanonical Peptides for Antisense Delivery. ACS Chem Biol 2023; 18:615-628. [PMID: 36857503 PMCID: PMC10460143 DOI: 10.1021/acschembio.2c00920] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 03/03/2023]
Abstract
Peptide-mediated delivery of macromolecules in cells has significant potential therapeutic benefits, but no therapy employing cell-penetrating peptides (CPPs) has reached the market after 30 years of investigation due to challenges in the discovery of new, more efficient sequences. Here, we demonstrate a method for in-cell penetration selection-mass spectrometry (in-cell PS-MS) to discover peptides from a synthetic library capable of delivering macromolecule cargo to the cytosol. This method was inspired by recent in vivo selection approaches for cell-surface screening, with an added spatial dimension resulting from subcellular fractionation. A representative peptide discovered in the cytosolic extract, Cyto1a, is nearly 100-fold more active toward antisense phosphorodiamidate morpholino oligomer (PMO) delivery compared to a sequence identified from a whole cell extract, which includes endosomes. Cyto1a is composed of d-residues and two non-α-amino acids, is more stable than its all-l isoform, and is less toxic than known CPPs with comparable activity. Pulse-chase and microscopy experiments revealed that while the PMO-Cyto1a conjugate is likely taken up by endosomes, it can escape to localize to the nucleus without nonspecifically releasing other endosomal components. In-cell PS-MS introduces a means to empirically discover unnatural synthetic peptides for subcellular delivery of therapeutically relevant cargo.
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Affiliation(s)
- Carly K Schissel
- Department of Chemistry, Massachusetts Institute of Technology, 77 Massachusetts Avenue, Cambridge, Massachusetts 02139, United States
| | - Charlotte E Farquhar
- Department of Chemistry, Massachusetts Institute of Technology, 77 Massachusetts Avenue, Cambridge, Massachusetts 02139, United States
| | - Andrei Loas
- Department of Chemistry, Massachusetts Institute of Technology, 77 Massachusetts Avenue, Cambridge, Massachusetts 02139, United States
| | - Annika B Malmberg
- Sarepta Therapeutics, 215 First Street, Cambridge, Massachusetts 02142, United States
| | - Bradley L Pentelute
- Department of Chemistry, Massachusetts Institute of Technology, 77 Massachusetts Avenue, Cambridge, Massachusetts 02139, United States
- Center for Environmental Health Sciences, Massachusetts Institute of Technology, 77 Massachusetts Avenue, Cambridge, Massachusetts 02139, United States
- The Koch Institute for Integrative Cancer Research, Massachusetts Institute of Technology, 500 Main Street, Cambridge, Massachusetts 02142, United States
- Broad Institute of MIT and Harvard, 415 Main Street, Cambridge, Massachusetts 02142, United States
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40
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Rössler SL, Grob NM, Buchwald SL, Pentelute BL. Abiotic peptides as carriers of information for the encoding of small-molecule library synthesis. Science 2023; 379:939-945. [PMID: 36862767 PMCID: PMC10064805 DOI: 10.1126/science.adf1354] [Citation(s) in RCA: 22] [Impact Index Per Article: 11.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/30/2022] [Accepted: 01/24/2023] [Indexed: 03/04/2023]
Abstract
Encoding small-molecule information in DNA has been leveraged to accelerate the discovery of ligands for therapeutic targets such as proteins. However, oligonucleotide-based encoding is hampered by inherent limitations of information stability and density. In this study, we establish abiotic peptides for next-generation information storage and apply them for the encoding of diverse small-molecule synthesis. The chemical stability of the peptide-based tag allows the use of palladium-mediated reactions to efficiently synthesize peptide-encoded libraries (PELs) with broad chemical diversity and high purity. We demonstrate the successful de novo discovery of small-molecule protein ligands from PELs by affinity selection against carbonic anhydrase IX and the oncogenic protein targets BRD4(1) and MDM2. Collectively, this work establishes abiotic peptides as carriers of information for the encoding of small-molecule synthesis, leveraged herein for the discovery of protein ligands.
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Affiliation(s)
- Simon L. Rössler
- Massachusetts Institute of Technology, Department of Chemistry; Cambridge, MA 02139, United States of America
| | - Nathalie M. Grob
- Massachusetts Institute of Technology, Department of Chemistry; Cambridge, MA 02139, United States of America
| | - Stephen L. Buchwald
- Massachusetts Institute of Technology, Department of Chemistry; Cambridge, MA 02139, United States of America
| | - Bradley L. Pentelute
- Massachusetts Institute of Technology, Department of Chemistry; Cambridge, MA 02139, United States of America
- The Koch Institute for Integrative Cancer Research, Massachusetts Institute of Technology; Cambridge, MA 02139, United States of America
- Center for Environmental Health Sciences, Massachusetts Institute of Technology; Cambridge, MA 02139, United States of America
- Broad Institute of MIT and Harvard; Cambridge, MA 02142, United States of America
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41
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Lin J, Wang S, Wen L, Ye H, Shang S, Li J, Shu J, Zhou P. Targeting peptide-mediated interactions in omics. Proteomics 2023; 23:e2200175. [PMID: 36461811 DOI: 10.1002/pmic.202200175] [Citation(s) in RCA: 13] [Impact Index Per Article: 6.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/07/2022] [Revised: 11/28/2022] [Accepted: 11/28/2022] [Indexed: 12/05/2022]
Abstract
Peptide-mediated interactions (PMIs) play a crucial role in cell signaling network, which are responsible for about half of cellular protein-protein associations in the human interactome and have recently been recognized as a new kind of promising druggable target for drug development and disease therapy. In this article, we give a systematic review regarding the proteome-wide discovery of PMIs and targeting druggable PMIs (dPMIs) with chemical drugs, self-inhibitory peptides (SIPs) and protein agents, particularly focusing on their implications and applications for therapeutic purpose in omics. We also introduce computational peptidology strategies used to model, analyze, and design PMI-targeted molecular entities and further extend the concepts of protein context, direct/indirect readout, and enthalpy/entropy effect involved in PMIs. Current issues and future perspective on this topic are discussed. There is still a long way to go before establishment of efficient therapeutic strategies to target PMIs on the omics scale.
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Affiliation(s)
- Jing Lin
- Center for Informational Biology, School of Life Science and Technology, University of Electronic Science and Technology of China (UESTC), Chengdu, China
| | - Shaozhou Wang
- Center for Informational Biology, School of Life Science and Technology, University of Electronic Science and Technology of China (UESTC), Chengdu, China
| | - Li Wen
- Center for Informational Biology, School of Life Science and Technology, University of Electronic Science and Technology of China (UESTC), Chengdu, China
| | - Haiyang Ye
- Center for Informational Biology, School of Life Science and Technology, University of Electronic Science and Technology of China (UESTC), Chengdu, China
| | - Shuyong Shang
- Institute of Ecological Environment Protection, Chengdu Normal University, Chengdu, China
| | - Juelin Li
- Center for Informational Biology, School of Life Science and Technology, University of Electronic Science and Technology of China (UESTC), Chengdu, China
| | - Jianping Shu
- Center for Informational Biology, School of Life Science and Technology, University of Electronic Science and Technology of China (UESTC), Chengdu, China
| | - Peng Zhou
- Center for Informational Biology, School of Life Science and Technology, University of Electronic Science and Technology of China (UESTC), Chengdu, China
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42
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Borges A, Nguyen C, Letendre M, Onasenko I, Kandler R, Nguyen NK, Chen J, Allakhverdova T, Atkinson E, DiChiara B, Wang C, Petler N, Patel H, Nanavati D, Das S, Nag A. Facile de Novo Sequencing of Tetrazine-Cyclized Peptides through UV-Induced Ring-Opening and Cleavage from the Solid Phase. Chembiochem 2023; 24:e202200590. [PMID: 36471561 PMCID: PMC10099459 DOI: 10.1002/cbic.202200590] [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: 10/14/2022] [Revised: 12/05/2022] [Accepted: 12/05/2022] [Indexed: 12/12/2022]
Abstract
While most FDA-approved peptide drugs are cyclic, the robust cyclization chemistry of peptides and the deconvolution of cyclic peptide sequences by using tandem mass spectrometry render cyclic peptide drug discovery difficult. Here we present the successful design of cyclic peptides on solid phase that addresses both of these problems. We demonstrate that this peptide cyclization method using dichloro-s-tetrazine on solid phase allows successful cyclization of a panel of random peptide sequences with various charges and hydrophobicities. The cyclic peptides can be linearized and cleaved from the solid phase by simple UV light irradiation, and we demonstrate that accurate sequence information can be obtained for the UV-cleaved linearized peptides by using tandem mass spectrometry. The tetrazine linker used in the cyclic peptides can further be explored for inverse electron-demand Diels-Alder (IEDDA) reactions for screening or bioconjugation applications in the future.
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Affiliation(s)
- Ariane Borges
- Carlson School of Chemistry and Biochemistry, Clark University, 950 Main Street, 01610, Worcester, MA, USA
| | - Chi Nguyen
- Carlson School of Chemistry and Biochemistry, Clark University, 950 Main Street, 01610, Worcester, MA, USA
| | - Madison Letendre
- Carlson School of Chemistry and Biochemistry, Clark University, 950 Main Street, 01610, Worcester, MA, USA
| | - Iryna Onasenko
- Carlson School of Chemistry and Biochemistry, Clark University, 950 Main Street, 01610, Worcester, MA, USA
| | - Rene Kandler
- Carlson School of Chemistry and Biochemistry, Clark University, 950 Main Street, 01610, Worcester, MA, USA
| | - Ngoc K Nguyen
- Carlson School of Chemistry and Biochemistry, Clark University, 950 Main Street, 01610, Worcester, MA, USA
| | - Jue Chen
- Carlson School of Chemistry and Biochemistry, Clark University, 950 Main Street, 01610, Worcester, MA, USA
| | - Tamara Allakhverdova
- Carlson School of Chemistry and Biochemistry, Clark University, 950 Main Street, 01610, Worcester, MA, USA
| | - Emily Atkinson
- Carlson School of Chemistry and Biochemistry, Clark University, 950 Main Street, 01610, Worcester, MA, USA
| | - Bella DiChiara
- Carlson School of Chemistry and Biochemistry, Clark University, 950 Main Street, 01610, Worcester, MA, USA
| | - Caroline Wang
- Carlson School of Chemistry and Biochemistry, Clark University, 950 Main Street, 01610, Worcester, MA, USA
| | - Noa Petler
- Carlson School of Chemistry and Biochemistry, Clark University, 950 Main Street, 01610, Worcester, MA, USA
| | - Henna Patel
- Carlson School of Chemistry and Biochemistry, Clark University, 950 Main Street, 01610, Worcester, MA, USA
| | - Dhaval Nanavati
- Global Protein Sciences, AbbVie Bioresearch Center, 100 Research Dr, 01605, Worcester, MA, USA
| | - Samir Das
- Carlson School of Chemistry and Biochemistry, Clark University, 950 Main Street, 01610, Worcester, MA, USA
| | - Arundhati Nag
- Carlson School of Chemistry and Biochemistry, Clark University, 950 Main Street, 01610, Worcester, MA, USA
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43
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Lee K, Willi JA, Cho N, Kim I, Jewett MC, Lee J. Cell-free Biosynthesis of Peptidomimetics. BIOTECHNOL BIOPROC E 2023; 28:1-17. [PMID: 36778039 PMCID: PMC9896473 DOI: 10.1007/s12257-022-0268-5] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/08/2022] [Revised: 10/16/2022] [Accepted: 11/13/2022] [Indexed: 02/05/2023]
Abstract
A wide variety of peptidomimetics (peptide analogs) possessing innovative biological functions have been brought forth as therapeutic candidates through cell-free protein synthesis (CFPS) systems. A key feature of these peptidomimetic drugs is the use of non-canonical amino acid building blocks with diverse biochemical properties that expand functional diversity. Here, we summarize recent technologies leveraging CFPS platforms to expand the reach of peptidomimetics drugs. We also offer perspectives on engineering the translational machinery that may open new opportunities for expanding genetically encoded chemistry to transform drug discovery practice beyond traditional boundaries.
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Affiliation(s)
- Kanghun Lee
- School of Interdisciplinary Bioscience and Bioengineering (I-Bio), Pohang University of Science and Technology (POSTECH), Pohang, 37673 Korea
| | - Jessica A. Willi
- Department of Chemical and Biological Engineering, Northwestern University, Evanston, IL 60208 USA
| | - Namjin Cho
- Department of Chemical Engineering, Pohang University of Science and Technology (POSTECH), Pohang, 37673 Korea
| | - Inseon Kim
- School of Interdisciplinary Bioscience and Bioengineering (I-Bio), Pohang University of Science and Technology (POSTECH), Pohang, 37673 Korea
| | - Michael C. Jewett
- Department of Chemical and Biological Engineering, Northwestern University, Evanston, IL 60208 USA
- Center for Synthetic Biology, Northwestern University, Evanston, IL 60208 USA
| | - Joongoo Lee
- School of Interdisciplinary Bioscience and Bioengineering (I-Bio), Pohang University of Science and Technology (POSTECH), Pohang, 37673 Korea
- Department of Chemical Engineering, Pohang University of Science and Technology (POSTECH), Pohang, 37673 Korea
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44
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Zhang Y, Guo J, Cheng J, Zhang Z, Kang F, Wu X, Chu Q. High-Throughput Screening of Stapled Helical Peptides in Drug Discovery. J Med Chem 2023; 66:95-106. [PMID: 36580278 DOI: 10.1021/acs.jmedchem.2c01541] [Citation(s) in RCA: 12] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/30/2022]
Abstract
Therapeutic peptides have revolutionized treatment for a number of human diseases. In particular, the past two decades have witnessed rapid progress of stapled helical peptides in drug discovery. Stapled helical peptides are chemically modified and constrained in their bioactive α-helical conformation. Compared to unstabilized linear peptides, stapled helical peptides exhibit superior binding affinity and selectivity, enhanced membrane permeability, and improved metabolic stability, presenting exciting promise for targeting otherwise challenging protein-protein interfaces. In this Perspective, we summarize recent applications of high-throughput screening technologies for identification of potent stapled helical peptides with optimized binding properties. We expect to provide a broad reference to accelerate the development of stapled helical peptides as the next generation of therapeutic peptides for various human diseases.
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Affiliation(s)
- Yiwei Zhang
- Department of Medicinal Chemistry, School of Pharmacy, China Pharmaceutical University, Nanjing 211198, China
| | - Jiabei Guo
- Department of Medicinal Chemistry, School of Pharmacy, China Pharmaceutical University, Nanjing 211198, China
| | - Jiongjia Cheng
- Key Laboratory of Advanced Functional Materials of Nanjing, Nanjing Xiaozhuang University, Nanjing 211171, China
| | - Zhenghua Zhang
- Department of Chemistry, School of Science, China Pharmaceutical University, Nanjing 211198, China
| | - Fenghua Kang
- Xiangya School of Pharmaceutical Sciences, Central South University, Changsha 410013, China
| | - Xiaoxing Wu
- Department of Medicinal Chemistry, School of Pharmacy, China Pharmaceutical University, Nanjing 211198, China
| | - Qian Chu
- Department of Medicinal Chemistry, School of Pharmacy, China Pharmaceutical University, Nanjing 211198, China.,Jiangsu Key Laboratory of Drug Design and Optimization, China Pharmaceutical University, Nanjing 210009, China
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45
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Yan YQ, Wang JQ, Zhang L, Yang PP, Ye XW, Liu C, Hou DY, Lai WJ, Wang J, Zeng XZ, Xu W, Wang L. Localized Instillation Enables In Vivo Screening of Targeting Peptides Using One-Bead One-Compound Technology. ACS NANO 2023; 17:1381-1392. [PMID: 36596220 DOI: 10.1021/acsnano.2c09894] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/17/2023]
Abstract
The One-Bead One-Compound (OBOC) library screening is an efficient technique for identifying targeting peptides. However, due to the relatively large bead size, it is challenging for the OBOC method to be applied for in vivo screening. Herein, we report an in vivo Localized Instillation Beads library (LIB) screening method to discover targeting peptides with the OBOC technique. Inspired by localized instillation, we constructed a cavity inside of a transplanted tumor of a mouse. Then, the OBOC heptapeptide library was injected and incubated inside the tumor cavity. After an efficient elution process, the retained beads were gathered, from which three MDA-MB-231 tumor-targeting heptapeptides were discovered. It was verified that the best peptide had 1.9-fold higher tumor accumulation than the commonly used targeting peptide RGD in vivo. Finally, two targeting proteins were discovered as potential targets of our targeting peptide to the MDA-MB-231 tumor. The in vivo LIB screening method expands the scope of OBOC peptide screening applications to discover targeting peptides in vivo feasibly and reliably.
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Affiliation(s)
- Ya-Qiong Yan
- CAS Center for Excellence in Nanoscience, CAS Key Laboratory for Biomedical Effects of Nanomaterials and Nanosafety, National Center for Nanoscience and Technology (NCNST)No. 11 Beiyitiao, Zhongguancun, Beijing100190, China
- Center of Materials Science and Optoelectronics Engineering, University of Chinese Academy of Sciences, Beijing100049, P. R. China
| | - Jia-Qi Wang
- CAS Center for Excellence in Nanoscience, CAS Key Laboratory for Biomedical Effects of Nanomaterials and Nanosafety, National Center for Nanoscience and Technology (NCNST)No. 11 Beiyitiao, Zhongguancun, Beijing100190, China
- Department of Urology, the Fourth Hospital of Harbin Medical University, Heilongjiang Key Laboratory of Scientific Research in Urology, No. 37 Yi-Yuan Street, Nangang District, Harbin, Heilongjiang Province150001, China
- NHC Key Laboratory of Molecular Probes and Targeted Diagnosis and Therapy, Harbin Medical University, Harbin, 150001, China
| | - Lingze Zhang
- CAS Center for Excellence in Nanoscience, CAS Key Laboratory for Biomedical Effects of Nanomaterials and Nanosafety, National Center for Nanoscience and Technology (NCNST)No. 11 Beiyitiao, Zhongguancun, Beijing100190, China
| | - Pei-Pei Yang
- CAS Center for Excellence in Nanoscience, CAS Key Laboratory for Biomedical Effects of Nanomaterials and Nanosafety, National Center for Nanoscience and Technology (NCNST)No. 11 Beiyitiao, Zhongguancun, Beijing100190, China
| | - Xin-Wei Ye
- CAS Center for Excellence in Nanoscience, CAS Key Laboratory for Biomedical Effects of Nanomaterials and Nanosafety, National Center for Nanoscience and Technology (NCNST)No. 11 Beiyitiao, Zhongguancun, Beijing100190, China
| | - Cong Liu
- CAS Center for Excellence in Nanoscience, CAS Key Laboratory for Biomedical Effects of Nanomaterials and Nanosafety, National Center for Nanoscience and Technology (NCNST)No. 11 Beiyitiao, Zhongguancun, Beijing100190, China
| | - Da-Yong Hou
- CAS Center for Excellence in Nanoscience, CAS Key Laboratory for Biomedical Effects of Nanomaterials and Nanosafety, National Center for Nanoscience and Technology (NCNST)No. 11 Beiyitiao, Zhongguancun, Beijing100190, China
- Department of Urology, the Fourth Hospital of Harbin Medical University, Heilongjiang Key Laboratory of Scientific Research in Urology, No. 37 Yi-Yuan Street, Nangang District, Harbin, Heilongjiang Province150001, China
- NHC Key Laboratory of Molecular Probes and Targeted Diagnosis and Therapy, Harbin Medical University, Harbin, 150001, China
| | - Wen-Jia Lai
- CAS Center for Excellence in Nanoscience, CAS Key Laboratory for Biomedical Effects of Nanomaterials and Nanosafety, National Center for Nanoscience and Technology (NCNST)No. 11 Beiyitiao, Zhongguancun, Beijing100190, China
| | - Jie Wang
- CAS Center for Excellence in Nanoscience, CAS Key Laboratory for Biomedical Effects of Nanomaterials and Nanosafety, National Center for Nanoscience and Technology (NCNST)No. 11 Beiyitiao, Zhongguancun, Beijing100190, China
- Center of Materials Science and Optoelectronics Engineering, University of Chinese Academy of Sciences, Beijing100049, P. R. China
| | - Xiang-Zhong Zeng
- CAS Center for Excellence in Nanoscience, CAS Key Laboratory for Biomedical Effects of Nanomaterials and Nanosafety, National Center for Nanoscience and Technology (NCNST)No. 11 Beiyitiao, Zhongguancun, Beijing100190, China
- Center of Materials Science and Optoelectronics Engineering, University of Chinese Academy of Sciences, Beijing100049, P. R. China
| | - Wanhai Xu
- Department of Urology, the Fourth Hospital of Harbin Medical University, Heilongjiang Key Laboratory of Scientific Research in Urology, No. 37 Yi-Yuan Street, Nangang District, Harbin, Heilongjiang Province150001, China
- NHC Key Laboratory of Molecular Probes and Targeted Diagnosis and Therapy, Harbin Medical University, Harbin, 150001, China
| | - Lei Wang
- CAS Center for Excellence in Nanoscience, CAS Key Laboratory for Biomedical Effects of Nanomaterials and Nanosafety, National Center for Nanoscience and Technology (NCNST)No. 11 Beiyitiao, Zhongguancun, Beijing100190, China
- Center of Materials Science and Optoelectronics Engineering, University of Chinese Academy of Sciences, Beijing100049, P. R. China
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46
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Imiołek M, Winssinger N. Two-Helix Supramolecular Proteomimetic Binders Assembled via PNA-Assisted Disulfide Crosslinking. Chembiochem 2023; 24:e202200561. [PMID: 36349499 DOI: 10.1002/cbic.202200561] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/25/2022] [Revised: 11/05/2022] [Indexed: 11/10/2022]
Abstract
Peptidic motifs folded in a defined conformation are able to inhibit protein-protein interactions (PPIs) covering large interfaces and as such they are biomedical molecules of interest. Mimicry of such natural structures with synthetically tractable constructs often requires complex scaffolding and extensive optimization to preserve the fidelity of binding to the target. Here, we present a novel proteomimetic strategy based on a 2-helix binding motif that is brought together by hybridization of peptide nucleic acids (PNA) and stabilized by a rationally positioned intermolecular disulfide crosslink. Using a solid phase synthesis approach (SPPS), the building blocks are easily accessible and such supramolecular peptide-PNA helical hybrids could be further coiled using precise templated chemistry. The elaboration of the structural design afforded high affinity SARS CoV-2 RBD (receptor binding domain) binders without interference with the underlying peptide sequence, creating a basis for a new architecture of supramolecular proteomimetics.
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Affiliation(s)
- Mateusz Imiołek
- Department of Organic Chemistry, Faculty of Science, NCCR Chemical Biology, University of Geneva, 1211, Geneva, Switzerland
| | - Nicolas Winssinger
- Department of Organic Chemistry, Faculty of Science, NCCR Chemical Biology, University of Geneva, 1211, Geneva, Switzerland
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47
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Zhang L, Jiang Z, Yang X, Qian Y, Wang M, Wu S, Li L, Jia F, Wang Z, Hu Z, Zhao M, Tang X, Li G, Shang H, Chen X, Wang W. A Totipotent "All-In-One" Peptide Sequentially Blocks Immune Checkpoint and Reverses the Immunosuppressive Tumor Microenvironment. ADVANCED MATERIALS (DEERFIELD BEACH, FLA.) 2023; 35:e2207330. [PMID: 36259590 DOI: 10.1002/adma.202207330] [Citation(s) in RCA: 15] [Impact Index Per Article: 7.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/11/2022] [Revised: 09/27/2022] [Indexed: 06/16/2023]
Abstract
Immune checkpoint blockade combined with reversal of the immunosuppressive tumor microenvironment (TME) can dramatically enhance anti-tumor immunity, which can be achieved by using multiple-agent therapy. However, the optimal dose and order of administration of different agents remain elusive. To address this dilemma, multiple agents are often grafted together to construct "all-in-one" totipotent drugs, but this usually comes at the cost of a lack of synergy between the agents. Herein, by comprehensively analyzing the conserved sites of the immune checkpoint and TME drug targets, peptide secondary structures, assembly properties, and other physicochemical properties, a high-content peptide library is designed. By using the "3D-molecular-evolution" screening strategy, an efficient and totipotent "all-in-one" peptide (TAP) is obtained, which possesses the abilities of self-assembling, blocking the PD-1/PD-L1 axis, inhibiting Rbm38-eIF4E complex formation, and activating p53. It is shown that in mice treated with TAP, with either subcutaneous tumors or patient-derived xenografts, PD-L1 is blocked, with increased activation of both T and NK cells whilst reversing the immunosuppressive TME. Moreover, TAP can mitigate tumor activity and suppress tumor growth, showing superior therapeutic effect over antibody-based drugs.
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Affiliation(s)
- Limin Zhang
- Key Laboratory of Medical Molecule Science and Pharmaceutics Engineering, Ministry of Industry and Information Technology, Key Laboratory of Cluster Science of Ministry of Education, Beijing Key Laboratory of Photoelectronic/Electro-photonic Conversion Materials, School of Chemistry and Chemical Engineering, Beijing Institute of Technology, Beijing, 100081, P. R. China
| | - Zhenqi Jiang
- Key Laboratory of Medical Molecule Science and Pharmaceutics Engineering, Ministry of Industry and Information Technology, Key Laboratory of Cluster Science of Ministry of Education, Beijing Key Laboratory of Photoelectronic/Electro-photonic Conversion Materials, School of Chemistry and Chemical Engineering, Beijing Institute of Technology, Beijing, 100081, P. R. China
- School of Medical Technology, Beijing Institute of Technology, Beijing, 100081, P.R. China
| | - Xi Yang
- Key Laboratory of Medical Molecule Science and Pharmaceutics Engineering, Ministry of Industry and Information Technology, Key Laboratory of Cluster Science of Ministry of Education, Beijing Key Laboratory of Photoelectronic/Electro-photonic Conversion Materials, School of Chemistry and Chemical Engineering, Beijing Institute of Technology, Beijing, 100081, P. R. China
- Cancer Institute, Longhua Hospital, Shanghai University of Traditional Chinese Medicine, Shanghai, 201203, P. R. China
| | - Yixia Qian
- CAS Key Laboratory for Biomedical Effects of Nanomaterials and Nanosafety, CAS Center for Excellence in Nanoscience, National Center for Nanoscience and Technology, Beijing, 100190, P. R. China
| | - Minxuan Wang
- Key Laboratory of Medical Molecule Science and Pharmaceutics Engineering, Ministry of Industry and Information Technology, Key Laboratory of Cluster Science of Ministry of Education, Beijing Key Laboratory of Photoelectronic/Electro-photonic Conversion Materials, School of Chemistry and Chemical Engineering, Beijing Institute of Technology, Beijing, 100081, P. R. China
| | - Shang Wu
- Key Laboratory of Medical Molecule Science and Pharmaceutics Engineering, Ministry of Industry and Information Technology, Key Laboratory of Cluster Science of Ministry of Education, Beijing Key Laboratory of Photoelectronic/Electro-photonic Conversion Materials, School of Chemistry and Chemical Engineering, Beijing Institute of Technology, Beijing, 100081, P. R. China
| | - Lingyun Li
- Key Laboratory of Medical Molecule Science and Pharmaceutics Engineering, Ministry of Industry and Information Technology, Key Laboratory of Cluster Science of Ministry of Education, Beijing Key Laboratory of Photoelectronic/Electro-photonic Conversion Materials, School of Chemistry and Chemical Engineering, Beijing Institute of Technology, Beijing, 100081, P. R. China
| | - Fei Jia
- CAS Key Laboratory for Biomedical Effects of Nanomaterials and Nanosafety, CAS Center for Excellence in Nanoscience, National Center for Nanoscience and Technology, Beijing, 100190, P. R. China
| | - Zihua Wang
- Centre for Neuroscience Research, School of Basic Medical Sciences, Fujian Medical University, Fuzhou, Fujian, 350108, P. R. China
| | - Zhiyuan Hu
- CAS Key Laboratory for Biomedical Effects of Nanomaterials and Nanosafety, CAS Center for Excellence in Nanoscience, National Center for Nanoscience and Technology, Beijing, 100190, P. R. China
| | - Minzhi Zhao
- CAS Key Laboratory for Biomedical Effects of Nanomaterials and Nanosafety, CAS Center for Excellence in Nanoscience, National Center for Nanoscience and Technology, Beijing, 100190, P. R. China
| | - Xiaoying Tang
- Key Laboratory of Medical Molecule Science and Pharmaceutics Engineering, Ministry of Industry and Information Technology, Key Laboratory of Cluster Science of Ministry of Education, Beijing Key Laboratory of Photoelectronic/Electro-photonic Conversion Materials, School of Chemistry and Chemical Engineering, Beijing Institute of Technology, Beijing, 100081, P. R. China
| | - Gang Li
- Gastrointestinal Surgery, Shanxi Hospital of Traditional Chinese Medicine, Taiyuan, 030012, P. R. China
| | - Hanbing Shang
- Department of Surgery, Ruijin Hospital, Shanghai Jiaotong University, Shanghai, 200025, P. R. China
| | - Xiaoyuan Chen
- Engineering, Yong Loo Lin School of Medicine and Faculty of Engineering, National University of Singapore, Singapore, 119074, Singapore
- Clinical Imaging Research Centre, Centre for Translational Medicine, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, 117599, Singapore
- Nanomedicine Translational Research Program, NUS Center for Nanomedicine, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, 117597, Singapore
| | - Weizhi Wang
- Key Laboratory of Medical Molecule Science and Pharmaceutics Engineering, Ministry of Industry and Information Technology, Key Laboratory of Cluster Science of Ministry of Education, Beijing Key Laboratory of Photoelectronic/Electro-photonic Conversion Materials, School of Chemistry and Chemical Engineering, Beijing Institute of Technology, Beijing, 100081, P. R. China
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48
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Somsen BA, Craenmehr FWB, Liu WHW, Koops AA, Pennings MAM, Visser EJ, Ottmann C, Cossar PJ, Brunsveld L. Functional mapping of the 14-3-3 hub protein as a guide to design 14-3-3 molecular glues. Chem Sci 2022; 13:13122-13131. [PMID: 36425501 PMCID: PMC9667936 DOI: 10.1039/d2sc04662h] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/21/2022] [Accepted: 10/24/2022] [Indexed: 12/03/2022] Open
Abstract
Molecular glues represent an evolution in drug discovery, however, targeted stabilization of protein complexes remains challenging, owing to a paucity of drug design rules. The functional mapping of hotspots has been critical to protein-protein interaction (PPI) inhibitor research, however, the orthogonal approach to stabilize PPIs has not exploited this information. Utilizing the hub protein 14-3-3 as a case study we demonstrate that functional mapping of hotspots provides a triage map for 14-3-3 molecular glue development. Truncation and mutation studies allowed deconvoluting the energetic contributions of sidechain and backbone interactions of a 14-3-3-binding non-natural peptide. Three central 14-3-3 hotspots were identified and their thermodynamic characteristics profiled. In addition to the phospho-binding pocket; (i) Asn226, (ii) Lys122 and (iii) the hydrophobic patch formed by Leu218, Ile219 and Leu222 were critical for protein complex formation. Exploiting this hotspot information allowed a peptide-based molecular glue that elicits high cooperativity (α = 36) and selectively stabilizes the 14-3-3/ChREBP PPI to be uniquely developed.
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Affiliation(s)
- Bente A Somsen
- Laboratory of Chemical Biology, Department of Biomedical Engineering and Institute for Complex Molecular Systems, Eindhoven University of Technology P.O. Box 513 Eindhoven 5600 MB The Netherlands
| | - Fenna W B Craenmehr
- Laboratory of Chemical Biology, Department of Biomedical Engineering and Institute for Complex Molecular Systems, Eindhoven University of Technology P.O. Box 513 Eindhoven 5600 MB The Netherlands
| | - Wei-Hong W Liu
- Laboratory of Chemical Biology, Department of Biomedical Engineering and Institute for Complex Molecular Systems, Eindhoven University of Technology P.O. Box 513 Eindhoven 5600 MB The Netherlands
| | - Auke A Koops
- Laboratory of Chemical Biology, Department of Biomedical Engineering and Institute for Complex Molecular Systems, Eindhoven University of Technology P.O. Box 513 Eindhoven 5600 MB The Netherlands
| | - Marloes A M Pennings
- Laboratory of Chemical Biology, Department of Biomedical Engineering and Institute for Complex Molecular Systems, Eindhoven University of Technology P.O. Box 513 Eindhoven 5600 MB The Netherlands
| | - Emira J Visser
- Laboratory of Chemical Biology, Department of Biomedical Engineering and Institute for Complex Molecular Systems, Eindhoven University of Technology P.O. Box 513 Eindhoven 5600 MB The Netherlands
| | - Christian Ottmann
- Laboratory of Chemical Biology, Department of Biomedical Engineering and Institute for Complex Molecular Systems, Eindhoven University of Technology P.O. Box 513 Eindhoven 5600 MB The Netherlands
| | - Peter J Cossar
- Laboratory of Chemical Biology, Department of Biomedical Engineering and Institute for Complex Molecular Systems, Eindhoven University of Technology P.O. Box 513 Eindhoven 5600 MB The Netherlands
| | - Luc Brunsveld
- Laboratory of Chemical Biology, Department of Biomedical Engineering and Institute for Complex Molecular Systems, Eindhoven University of Technology P.O. Box 513 Eindhoven 5600 MB The Netherlands
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49
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Ye X, Lee YC, Gates ZP, Ling Y, Mortensen JC, Yang FS, Lin YS, Pentelute BL. Binary combinatorial scanning reveals potent poly-alanine-substituted inhibitors of protein-protein interactions. Commun Chem 2022; 5:128. [PMID: 36697672 PMCID: PMC9814900 DOI: 10.1038/s42004-022-00737-w] [Citation(s) in RCA: 11] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/12/2022] [Accepted: 09/21/2022] [Indexed: 01/28/2023] Open
Abstract
Establishing structure-activity relationships is crucial to understand and optimize the activity of peptide-based inhibitors of protein-protein interactions. Single alanine substitutions provide limited information on the residues that tolerate simultaneous modifications with retention of biological activity. To guide optimization of peptide binders, we use combinatorial peptide libraries of over 4,000 variants-in which each position is varied with either the wild-type residue or alanine-with a label-free affinity selection platform to study protein-ligand interactions. Applying this platform to a peptide binder to the oncogenic protein MDM2, several multi-alanine-substituted analogs with picomolar binding affinity were discovered. We reveal a non-additive substitution pattern in the selected sequences. The alanine substitution tolerances for peptide ligands of the 12ca5 antibody and 14-3-3 regulatory protein are also characterized, demonstrating the general applicability of this new platform. We envision that binary combinatorial alanine scanning will be a powerful tool for investigating structure-activity relationships.
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Affiliation(s)
- Xiyun Ye
- Department of Chemistry, Massachusetts Institute of Technology, 77 Massachusetts Avenue, Cambridge, MA, 02139, USA
| | - Yen-Chun Lee
- Department of Chemistry, Massachusetts Institute of Technology, 77 Massachusetts Avenue, Cambridge, MA, 02139, USA
- Department of Chemistry, National Cheng Kung University, No.1, University Road, Tainan City, 701, Taiwan
| | - Zachary P Gates
- Department of Chemistry, Massachusetts Institute of Technology, 77 Massachusetts Avenue, Cambridge, MA, 02139, USA
- Institute of Sustainability for Chemicals, Energy and Environment (ISCE2), Agency for Science, Technology and Research (A*STAR), 8A Biomedical Grove, Singapore, 138665, Singapore
- Disease Intervention Technology Laboratory (DITL), Agency for Science, Technology and Research (A*STAR), 61 Biopolis Drive, Singapore, 138673, Singapore
| | - Yingjie Ling
- Department of Chemistry, Tufts University, 62 Talbot Avenue, Medford, MA, 02155, USA
| | - Jennifer C Mortensen
- Department of Chemistry, Tufts University, 62 Talbot Avenue, Medford, MA, 02155, USA
| | - Fan-Shen Yang
- Department of Chemistry and Frontier Research Center on Fundamental and Applied Sciences and Matters, National Tsing Hua University, 101, Sec. 2, Guang-Fu Road, Hsinchu, 300, Taiwan
| | - Yu-Shan Lin
- Department of Chemistry, Tufts University, 62 Talbot Avenue, Medford, MA, 02155, USA
| | - Bradley L Pentelute
- Department of Chemistry, Massachusetts Institute of Technology, 77 Massachusetts Avenue, Cambridge, MA, 02139, USA.
- The Koch Institute for Integrative Cancer Research, Massachusetts Institute of Technology, 500 Main Street, Cambridge, MA, 02142, USA.
- Center for Environmental Health Sciences, Massachusetts Institute of Technology, 77 Massachusetts Avenue, Cambridge, MA, 02139, USA.
- Broad Institute of MIT and Harvard, 415 Main Street, Cambridge, MA, 02142, USA.
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Backlund CM, Holden RL, Moynihan KD, Garafola D, Farquhar C, Mehta NK, Maiorino L, Pham S, Iorgulescu JB, Reardon DA, Wu CJ, Pentelute BL, Irvine DJ. Cell-penetrating peptides enhance peptide vaccine accumulation and persistence in lymph nodes to drive immunogenicity. Proc Natl Acad Sci U S A 2022; 119:e2204078119. [PMID: 35914154 PMCID: PMC9371699 DOI: 10.1073/pnas.2204078119] [Citation(s) in RCA: 33] [Impact Index Per Article: 11.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/08/2022] [Accepted: 06/29/2022] [Indexed: 12/30/2022] Open
Abstract
Peptide-based cancer vaccines are widely investigated in the clinic but exhibit modest immunogenicity. One approach that has been explored to enhance peptide vaccine potency is covalent conjugation of antigens with cell-penetrating peptides (CPPs), linear cationic and amphiphilic peptide sequences designed to promote intracellular delivery of associated cargos. Antigen-CPPs have been reported to exhibit enhanced immunogenicity compared to free peptides, but their mechanisms of action in vivo are poorly understood. We tested eight previously described CPPs conjugated to antigens from multiple syngeneic murine tumor models and found that linkage to CPPs enhanced peptide vaccine potency in vivo by as much as 25-fold. Linkage of antigens to CPPs did not impact dendritic cell activation but did promote uptake of linked antigens by dendritic cells both in vitro and in vivo. However, T cell priming in vivo required Batf3-dependent dendritic cells, suggesting that antigens delivered by CPP peptides were predominantly presented via the process of cross-presentation and not through CPP-mediated cytosolic delivery of peptide to the classical MHC class I antigen processing pathway. Unexpectedly, we observed that many CPPs significantly enhanced antigen accumulation in draining lymph nodes. This effect was associated with the ability of CPPs to bind to lymph-trafficking lipoproteins and protection of CPP-antigens from proteolytic degradation in serum. These two effects resulted in prolonged presentation of CPP-peptides in draining lymph nodes, leading to robust T cell priming and expansion. Thus, CPPs can act through multiple unappreciated mechanisms to enhance T cell priming that can be exploited for cancer vaccines with enhanced potency.
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Affiliation(s)
- Coralie M. Backlund
- The Koch Institute for Integrative Cancer Research, Massachusetts Institute of Technology, Cambridge, MA 02142
| | - Rebecca L. Holden
- Department of Chemistry, Massachusetts Institute of Technology, Cambridge, MA 02139
| | - Kelly D. Moynihan
- The Koch Institute for Integrative Cancer Research, Massachusetts Institute of Technology, Cambridge, MA 02142
- Department of Biological Engineering, Massachusetts Institute of Technology, Cambridge, MA 02139
| | - Daniel Garafola
- The Koch Institute for Integrative Cancer Research, Massachusetts Institute of Technology, Cambridge, MA 02142
| | - Charlotte Farquhar
- Department of Chemistry, Massachusetts Institute of Technology, Cambridge, MA 02139
| | - Naveen K. Mehta
- The Koch Institute for Integrative Cancer Research, Massachusetts Institute of Technology, Cambridge, MA 02142
- Department of Biological Engineering, Massachusetts Institute of Technology, Cambridge, MA 02139
| | - Laura Maiorino
- The Koch Institute for Integrative Cancer Research, Massachusetts Institute of Technology, Cambridge, MA 02142
| | - Sydney Pham
- The Koch Institute for Integrative Cancer Research, Massachusetts Institute of Technology, Cambridge, MA 02142
| | - J. Bryan Iorgulescu
- Department of Pathology, Brigham and Women's Hospital, Harvard Medical School, Boston, MA 02115
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA 02215
- Broad Institute of MIT and Harvard, Cambridge, MA 02142
| | - David A. Reardon
- Center for Neuro-Oncology, Dana-Farber Cancer Institute, Harvard University School of Medicine, Boston, MA 02215
| | - Catherine J. Wu
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA 02215
- Broad Institute of MIT and Harvard, Cambridge, MA 02142
| | - Bradley L. Pentelute
- The Koch Institute for Integrative Cancer Research, Massachusetts Institute of Technology, Cambridge, MA 02142
- Department of Chemistry, Massachusetts Institute of Technology, Cambridge, MA 02139
- Broad Institute of MIT and Harvard, Cambridge, MA 02142
- Center for Environmental Health Sciences, Massachusetts Institute of Technology, Cambridge, MA 02139
| | - Darrell J. Irvine
- The Koch Institute for Integrative Cancer Research, Massachusetts Institute of Technology, Cambridge, MA 02142
- Department of Biological Engineering, Massachusetts Institute of Technology, Cambridge, MA 02139
- Broad Institute of MIT and Harvard, Cambridge, MA 02142
- Ragon Institute of Massachusetts General Hospital, Massachusetts Institute of Technology and Harvard University, Cambridge, MA 02139
- Department of Materials Science and Engineering, Massachusetts Institute of Technology, Cambridge, MA 02139
- Howard Hughes Medical Institute, Chevy Chase, MD 20815
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