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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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2
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Selicharová I, Fabre B, Soledad Garre Hernández M, Lubos M, Pícha J, Voburka Z, Mitrová K, Jiráček J. Combinatorial Libraries of Bipodal Binders of the Insulin Receptor. ChemMedChem 2024; 19:e202400145. [PMID: 38445366 DOI: 10.1002/cmdc.202400145] [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: 02/28/2024] [Accepted: 03/05/2024] [Indexed: 03/07/2024]
Abstract
The binding process of insulin to its transmembrane receptor entails a sophisticated interplay between two proteins, each possessing two binding sites. Given the difficulties associated with the use of insulin in the treatment of diabetes, despite its remarkable efficacy, there is interest in smaller and more stable compounds than the native hormone that would effectively activate the receptor. Our study adopts a strategy focused on synthesizing extensive combinatorial libraries of bipodal compounds consisting of two distinct peptides linked to a molecular scaffold. These constructs, evaluated in a resin bead-bound format, were designed to assess their binding to the insulin receptor. Despite notable nonspecific binding, our approach successfully generated and tested millions of compounds. Rigorous evaluations via flow cytometry and specific antibodies revealed peptide sequences with specific interactions at either receptor binding Site 1 or 2. Notably, these sequences bear similarity to peptides discovered through phage display by other researchers. This convergence of chemical and biological methods underscores nature's beauty, revealing general principles in peptide binding to the insulin receptor. Overall, our study deepens the understanding of molecular interactions in ligand binding to the insulin receptor, highlighting the challenges of targeting large proteins with small synthetic peptides.
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Affiliation(s)
- Irena Selicharová
- Institute of Organic Chemistry and Biochemistry, Czech Academy of Sciences, Flemingovo n. 2, 16610, Praha 6, Czech Republic
| | - Benjamin Fabre
- Institute of Organic Chemistry and Biochemistry, Czech Academy of Sciences, Flemingovo n. 2, 16610, Praha 6, Czech Republic
| | - María Soledad Garre Hernández
- Institute of Organic Chemistry and Biochemistry, Czech Academy of Sciences, Flemingovo n. 2, 16610, Praha 6, Czech Republic
| | - Marta Lubos
- Institute of Organic Chemistry and Biochemistry, Czech Academy of Sciences, Flemingovo n. 2, 16610, Praha 6, Czech Republic
| | - Jan Pícha
- Institute of Organic Chemistry and Biochemistry, Czech Academy of Sciences, Flemingovo n. 2, 16610, Praha 6, Czech Republic
| | - Zdeněk Voburka
- Institute of Organic Chemistry and Biochemistry, Czech Academy of Sciences, Flemingovo n. 2, 16610, Praha 6, Czech Republic
| | - Katarína Mitrová
- Institute of Organic Chemistry and Biochemistry, Czech Academy of Sciences, Flemingovo n. 2, 16610, Praha 6, Czech Republic
| | - Jiří Jiráček
- Institute of Organic Chemistry and Biochemistry, Czech Academy of Sciences, Flemingovo n. 2, 16610, Praha 6, Czech Republic
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3
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Stergas HR, Dillon-Martin M, Dumas CM, Hansen NA, Carasi-Schwartz FJ, D'Amico AR, Finnegan KM, Juch U, Kane KR, Kaplan IE, Masengarb ML, Melero ME, Meyer LE, Sacher CR, Scriven EA, Ebert AM, Ballif BA. CRK and NCK adaptors may functionally overlap in zebrafish neurodevelopment, as indicated by common binding partners and overlapping expression patterns. FEBS Lett 2024; 598:302-320. [PMID: 38058169 DOI: 10.1002/1873-3468.14781] [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: 08/03/2023] [Revised: 10/18/2023] [Accepted: 10/29/2023] [Indexed: 12/08/2023]
Abstract
CRK adaptor proteins are important for signal transduction mechanisms driving cell proliferation and positioning during vertebrate central nervous system development. Zebrafish lacking both CRK family members exhibit small, disorganized retinas with 50% penetrance. The goal of this study was to determine whether another adaptor protein might functionally compensate for the loss of CRK adaptors. Expression patterns in developing zebrafish, and bioinformatic analyses of the motifs recognized by their SH2 and SH3 domains, suggest NCK adaptors are well-positioned to compensate for loss of CRK adaptors. In support of this hypothesis, proteomic analyses found CRK and NCK adaptors share overlapping interacting partners including known regulators of cell adhesion and migration, suggesting their functional intersection in neurodevelopment.
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Affiliation(s)
| | | | - Caroline M Dumas
- Department of Biology, University of Vermont, Burlington, VT, USA
| | - Nicole A Hansen
- Department of Biology, University of Vermont, Burlington, VT, USA
| | | | - Alex R D'Amico
- Department of Biology, University of Vermont, Burlington, VT, USA
| | - Kylie M Finnegan
- Department of Biology, University of Vermont, Burlington, VT, USA
| | - Uatchet Juch
- Department of Biology, University of Vermont, Burlington, VT, USA
| | - Keeley R Kane
- Department of Biology, University of Vermont, Burlington, VT, USA
| | - Isabel E Kaplan
- Department of Biology, University of Vermont, Burlington, VT, USA
| | | | - Marina E Melero
- Department of Biology, University of Vermont, Burlington, VT, USA
| | - Lauren E Meyer
- Department of Biology, University of Vermont, Burlington, VT, USA
| | - Conrad R Sacher
- Department of Biology, University of Vermont, Burlington, VT, USA
| | - Evan A Scriven
- Department of Biology, University of Vermont, Burlington, VT, USA
| | - Alicia M Ebert
- Department of Biology, University of Vermont, Burlington, VT, USA
| | - Bryan A Ballif
- Department of Biology, University of Vermont, Burlington, VT, USA
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4
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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: 0] [Impact Index Per Article: 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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5
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Functional Peptides from One-bead One-compound High-throughput Screening Technique. Chem Res Chin Univ 2023. [DOI: 10.1007/s40242-023-2356-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/19/2023]
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6
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Furka Á. Forty years of combinatorial technology. Drug Discov Today 2022; 27:103308. [PMID: 35760283 DOI: 10.1016/j.drudis.2022.06.008] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/23/2022] [Revised: 05/24/2022] [Accepted: 06/21/2022] [Indexed: 12/15/2022]
Abstract
Combinatorial technology has been facilitating the synthesis and screening of large molecular libraries containing millions of organic compounds ever since its introduction 40 years ago. It has changed the paradigms of pharmaceutical research from focusing on single compounds to focusing on immense collections of compounds. It inspired the development of dynamic combinatorial libraries, fragment-based drug discovery and virtual library screening. Combinatorial technology was revitalized by the development of DNA encoding. Amplification of DNA oligomers plus next-generation sequencing has made it possible to successfully screen billions of compounds in a single process.
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Affiliation(s)
- Árpád Furka
- Eötvös Loránd University Budapest Hungary, 1077 Rozsa u. 23-25, Budapest, Hungary.
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7
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Li X, Craven TW, Levine PM. Cyclic Peptide Screening Methods for Preclinical Drug Discovery. J Med Chem 2022; 65:11913-11926. [PMID: 36074956 DOI: 10.1021/acs.jmedchem.2c01077] [Citation(s) in RCA: 12] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Abstract
Cyclic peptides are among the most diverse architectures for current drug discovery efforts. Their size, stability, and ease of synthesis provide attractive scaffolds to engage and modulate some of the most challenging targets, including protein-protein interactions and those considered to be "undruggable". With a variety of sophisticated screening technologies to produce libraries of cyclic peptides, including phage display, mRNA display, split intein circular ligation of peptides, and in silico screening, a new era of cyclic peptide drug discovery is at the forefront of modern medicine. In this perspective, we begin by discussing cyclic peptides approved for clinical use in the past two decades. Particular focus is placed around synthetic chemistries to generate de novo libraries of cyclic peptides and novel methods to screen them. The perspective culminates with future prospects for generating cyclic peptides as viable therapeutic options and discusses the advantages and disadvantages currently being faced with bringing them to market.
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Affiliation(s)
- Xinting Li
- Department of Biochemistry and Institute for Protein Design, University of Washington, Seattle, Washington 98195, United States
| | - Timothy W Craven
- Department of Biochemistry and Institute for Protein Design, University of Washington, Seattle, Washington 98195, United States
| | - Paul M Levine
- Department of Biochemistry and Institute for Protein Design, University of Washington, Seattle, Washington 98195, United States
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8
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Avital-Shmilovici M, Liu X, Shaler T, Lowenthal A, Bourbon P, Snider J, Tambo-Ong A, Repellin C, Yniguez K, Sambucetti L, Madrid PB, Collins N. Mega-High-Throughput Screening Platform for the Discovery of Biologically Relevant Sequence-Defined Non-Natural Polymers. ACS CENTRAL SCIENCE 2022; 8:86-101. [PMID: 35106376 PMCID: PMC8796305 DOI: 10.1021/acscentsci.1c01041] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 08/25/2021] [Indexed: 06/14/2023]
Abstract
Combinatorial methods enable the synthesis of chemical libraries on scales of millions to billions of compounds, but the ability to efficiently screen and sequence such large libraries has remained a major bottleneck for molecular discovery. We developed a novel technology for screening and sequencing libraries of synthetic molecules of up to a billion compounds in size. This platform utilizes the fiber-optic array scanning technology (FAST) to screen bead-based libraries of synthetic compounds at a rate of 5 million compounds per minute (∼83 000 Hz). This ultra-high-throughput screening platform has been used to screen libraries of synthetic "self-readable" non-natural polymers that can be sequenced at the femtomole scale by chemical fragmentation and high-resolution mass spectrometry. The versatility and throughput of the platform were demonstrated by screening two libraries of non-natural polyamide polymers with sizes of 1.77M and 1B compounds against the protein targets K-Ras, asialoglycoprotein receptor 1 (ASGPR), IL-6, IL-6 receptor (IL-6R), and TNFα. Hits with low nanomolar binding affinities were found against all targets, including competitive inhibitors of K-Ras binding to Raf and functionally active uptake ligands for ASGPR facilitating intracellular delivery of a nonglycan ligand.
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9
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Zhang G, Li C, Quartararo AJ, Loas A, Pentelute BL. Automated affinity selection for rapid discovery of peptide binders. Chem Sci 2021; 12:10817-10824. [PMID: 34447564 PMCID: PMC8372318 DOI: 10.1039/d1sc02587b] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/11/2021] [Accepted: 07/13/2021] [Indexed: 12/14/2022] Open
Abstract
In-solution affinity selection (AS) of large synthetic peptide libraries affords identification of binders to protein targets through access to an expanded chemical space. Standard affinity selection methods, however, can be time-consuming, low-throughput, or provide hits that display low selectivity to the target. Here we report an automated bio-layer interferometry (BLI)-assisted affinity selection platform. When coupled with tandem mass spectrometry (MS), this method enables both rapid de novo discovery and affinity maturation of known peptide binders with high selectivity. The BLI-assisted AS-MS technology also features real-time monitoring of the peptide binding during the library selection process, a feature unattainable by current selection approaches. We show the utility of the BLI AS-MS platform toward rapid identification of novel nanomolar (dissociation constant, KD < 50 nM) non-canonical binders to the leukemia-associated oncogenic protein menin. To our knowledge, this is the first application of BLI to the affinity selection of synthetic peptide libraries. We believe our approach can significantly accelerate the use of synthetic peptidomimetic libraries in drug discovery. This work reports an automated affinity selection-mass spectrometry (AS-MS) approach amenable to both de novo peptide binder discovery and affinity maturation of known binders in a high-throughput and selective manner.![]()
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Affiliation(s)
- Genwei Zhang
- Department of Chemistry, Massachusetts Institute of Technology 77 Massachusetts Avenue Cambridge MA 02139 USA
| | - Chengxi Li
- Department of Chemistry, Massachusetts Institute of Technology 77 Massachusetts Avenue Cambridge MA 02139 USA
| | - Anthony J Quartararo
- Department of Chemistry, Massachusetts Institute of Technology 77 Massachusetts Avenue Cambridge MA 02139 USA
| | - Andrei Loas
- Department of Chemistry, Massachusetts Institute of Technology 77 Massachusetts Avenue Cambridge MA 02139 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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10
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Hackler AL, FitzGerald FG, Dang VQ, Satz AL, Paegel BM. Off-DNA DNA-Encoded Library Affinity Screening. ACS COMBINATORIAL SCIENCE 2020; 22:25-34. [PMID: 31829554 DOI: 10.1021/acscombsci.9b00153] [Citation(s) in RCA: 25] [Impact Index Per Article: 6.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/05/2023]
Abstract
DNA-encoded library (DEL) technology is emerging as a key element of the small molecule discovery toolbox. Conventional DEL screens (i.e., on-DNA screening) interrogate large combinatorial libraries via affinity selection of DNA-tagged library members that are ligands of a purified and immobilized protein target. In these selections, the DNA tags can materially and undesirably influence target binding and, therefore, the experiment outcome. Here, we use a solid-phase DEL and droplet-based microfluidic screening to separate the DEL member from its DNA tag (i.e., off-DNA screening), for subsequent in-droplet laser-induced fluorescence polarization (FP) detection of target binding, obviating DNA tag interference. Using the receptor tyrosine kinase (RTK) discoidin domain receptor 1 (DDR1) as a proof-of-concept target in a droplet-scale competition-binding assay, we screened a 67 100-member solid-phase DEL of drug-like small molecules for competitive ligands of DDR1 and identified several known RTK inhibitor pharmacophores, including azaindole- and quinazolinone-containing monomers. Off-DNA DEL affinity screening with FP detection is potentially amenable to a wide array of target classes, including nucleic acid binding proteins, proteins that are difficult to overexpress and purify, or targets with no known activity assay.
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Affiliation(s)
| | | | | | - Alexander L. Satz
- Roche Pharma Research and Early Development (pRED), Roche Innovation Center Basel Hoffman-La Roche Ltd, Grenzacherstrasse 124, CH-4070 Basel, Switzerland
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11
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Kodadek T, Paciaroni NG, Balzarini M, Dickson P. Beyond protein binding: recent advances in screening DNA-encoded libraries. Chem Commun (Camb) 2019; 55:13330-13341. [PMID: 31633708 PMCID: PMC6939232 DOI: 10.1039/c9cc06256d] [Citation(s) in RCA: 34] [Impact Index Per Article: 6.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/28/2022]
Abstract
DNA-encoded library (DEL) screening has emerged as an important method for early stage drug and probe molecule discovery. The vast majority of screens using DELs have been relatively simple binding assays. The library is incubated with a target molecule, which is almost always a protein, and the DNAs that remain associated with the target after thorough washing are amplified and deep sequenced to reveal the chemical structures of the ligands they encode. Recently however, a number of different screening formats have been introduced that demand more than simple binding. These include a format that demands hits exhibit high selectivity for target vs. off-targets, a protocol to screen for enzyme inhibitors and another to identify organocatalysts in a DEL. These and other novel assay formats are reviewed in this article. We also consider some of the most significant remaining challenges in DEL assay development.
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Affiliation(s)
- Thomas Kodadek
- Department of Chemistry, The Scripps Research Institute, 130 Scripps Way, Jupiter, FL 33458, USA.
| | - Nicholas G Paciaroni
- Department of Chemistry, The Scripps Research Institute, 130 Scripps Way, Jupiter, FL 33458, USA.
| | - Madeline Balzarini
- Department of Chemistry, The Scripps Research Institute, 130 Scripps Way, Jupiter, FL 33458, USA.
| | - Paige Dickson
- Department of Chemistry, The Scripps Research Institute, 130 Scripps Way, Jupiter, FL 33458, USA.
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12
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Pei D, Kubi GA. Developments with bead-based screening for novel drug discovery. Expert Opin Drug Discov 2019; 14:1097-1102. [PMID: 31335229 PMCID: PMC7301614 DOI: 10.1080/17460441.2019.1647164] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/24/2019] [Accepted: 07/19/2019] [Indexed: 01/24/2023]
Abstract
Introduction: Combinatorial chemistry provides a cost-effective method for rapid discovery of drug hits/leads. The one-bead-one-compound (OBOC) library method is in principle ideally suited for this application, because it permits a large number of structurally diverse compounds to be rapidly synthesized and simultaneously screened for binding to a target of interest. However, application of OBOC libraries in drug discovery has encountered significant technical challenges. Areas covered: This Special Report covers the challenges associated with first-generation OBOC libraries (difficulty in structural identification of non-peptidic hits, screening biases and high false positive rates, and poor scalability). It also covers the many strategies developed over the past two decades to overcome these challenges. Expert opinion: With most of the technical challenges now overcome and the advent of powerful intracellular delivery technologies, OBOC libraries of metabolically stable and conformationally rigidified molecules (macrocyclic peptides and peptidomimetics, rigidified acyclic oligomers, and D-peptides) can be routinely synthesized and screened to discover initial hits against previously undruggable targets such as intracellular protein-protein interactions. On the other hand, further developments are still needed to expand the utility of the OBOC method to non-peptidic chemical scaffolds.
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Affiliation(s)
- Dehua Pei
- Department of Chemistry and Biochemistry, The Ohio State University, 484 West 12th Avenue, Columbus, OH 43210, USA
| | - George Appiah Kubi
- Department of Chemistry and Biochemistry, The Ohio State University, 484 West 12th Avenue, Columbus, OH 43210, USA
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13
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Multiplexed Competitive Screening of One-Bead-One-Component Combinatorial Libraries Using a ClonePix 2 Colony Sorter. Int J Mol Sci 2019; 20:ijms20205119. [PMID: 31623061 PMCID: PMC6830312 DOI: 10.3390/ijms20205119] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/25/2019] [Revised: 10/12/2019] [Accepted: 10/13/2019] [Indexed: 12/24/2022] Open
Abstract
Screening solid-phase combinatorial libraries of bioactive compounds against fluorescently labeled target biomolecules is an established technology in ligand and drug discovery. Rarely, however, do screening methods include comprehensive strategies-beyond mere library blocking and competitive screening-to ensure binding selectivity of selected leads. This work presents a method for multiplexed solid-phase peptide library screening using a ClonePix 2 Colony Picker that integrates (i) orthogonal fluorescent labeling for positive selection against a target protein and negative selection against competitor species with (ii) semi-quantitative tracking of target vs. competitor binding for every library bead. The ClonePix 2 technology enables global at-a-glance evaluation and customization of the parameters for bead selection to ensure high affinity and selectivity of the isolated leads. A case study is presented by screening a peptide library against green-labeled human immunoglobulin G (IgG) and red-labeled host cell proteins (HCPs) using ClonePix 2 to select HCP-binding ligands for flow-through chromatography applications. Using this approach, 79 peptide ligand candidates (6.6% of the total number of ligands screened) were identified as potential HCP-selective ligands, enabling a potential rate of >3,000 library beads screened per hour.
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14
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Nguyen HQ, Roy J, Harink B, Damle NP, Latorraca NR, Baxter BC, Brower K, Longwell SA, Kortemme T, Thorn KS, Cyert MS, Fordyce PM. Quantitative mapping of protein-peptide affinity landscapes using spectrally encoded beads. eLife 2019; 8:e40499. [PMID: 31282865 PMCID: PMC6728138 DOI: 10.7554/elife.40499] [Citation(s) in RCA: 38] [Impact Index Per Article: 7.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/08/2018] [Accepted: 07/03/2019] [Indexed: 12/22/2022] Open
Abstract
Transient, regulated binding of globular protein domains to Short Linear Motifs (SLiMs) in disordered regions of other proteins drives cellular signaling. Mapping the energy landscapes of these interactions is essential for deciphering and perturbing signaling networks but is challenging due to their weak affinities. We present a powerful technology (MRBLE-pep) that simultaneously quantifies protein binding to a library of peptides directly synthesized on beads containing unique spectral codes. Using MRBLE-pep, we systematically probe binding of calcineurin (CN), a conserved protein phosphatase essential for the immune response and target of immunosuppressants, to the PxIxIT SLiM. We discover that flanking residues and post-translational modifications critically contribute to PxIxIT-CN affinity and identify CN-binding peptides based on multiple scaffolds with a wide range of affinities. The quantitative biophysical data provided by this approach will improve computational modeling efforts, elucidate a broad range of weak protein-SLiM interactions, and revolutionize our understanding of signaling networks.
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Affiliation(s)
- Huy Quoc Nguyen
- Department of GeneticsStanford UniversityStanfordUnited States
| | - Jagoree Roy
- Department of BiologyStanford UniversityStanfordUnited States
| | - Björn Harink
- Department of GeneticsStanford UniversityStanfordUnited States
| | - Nikhil P Damle
- Department of BiologyStanford UniversityStanfordUnited States
| | | | - Brian C Baxter
- Department of Biochemistry and BiophysicsUniversity of California, San FranciscoSan FranciscoUnited States
| | - Kara Brower
- Department of BioengineeringStanford UniversityStanfordUnited States
| | - Scott A Longwell
- Department of BioengineeringStanford UniversityStanfordUnited States
| | - Tanja Kortemme
- Department of Bioengineering and Therapeutic SciencesUniversity of California, San FranciscoSan FranciscoUnited States
- Chan Zuckerberg BiohubSan FranciscoUnited States
| | - Kurt S Thorn
- Department of Biochemistry and BiophysicsUniversity of California, San FranciscoSan FranciscoUnited States
| | - Martha S Cyert
- Department of BiologyStanford UniversityStanfordUnited States
| | - Polly Morrell Fordyce
- Department of GeneticsStanford UniversityStanfordUnited States
- Department of BioengineeringStanford UniversityStanfordUnited States
- Chan Zuckerberg BiohubSan FranciscoUnited States
- ChEM-H InstituteStanford UniversityStanfordUnited States
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15
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Mahzoon S, Detamore MS. Chondroinductive Peptides: Drawing Inspirations from Cell–Matrix Interactions. TISSUE ENGINEERING PART B-REVIEWS 2019; 25:249-257. [DOI: 10.1089/ten.teb.2018.0003] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/15/2022]
Affiliation(s)
- Salma Mahzoon
- School of Aerospace and Mechanical Engineering, University of Oklahoma, Norman, Oklahoma
| | - Michael S. Detamore
- Stephenson School of Biomedical Engineering, University of Oklahoma, Norman, Oklahoma
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16
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Agnew HD, Coppock MB, Idso MN, Lai BT, Liang J, McCarthy-Torrens AM, Warren CM, Heath JR. Protein-Catalyzed Capture Agents. Chem Rev 2019; 119:9950-9970. [PMID: 30838853 DOI: 10.1021/acs.chemrev.8b00660] [Citation(s) in RCA: 21] [Impact Index Per Article: 4.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/28/2022]
Abstract
Protein-catalyzed capture agents (PCCs) are synthetic and modular peptide-based affinity agents that are developed through the use of single-generation in situ click chemistry screens against large peptide libraries. In such screens, the target protein, or a synthetic epitope fragment of that protein, provides a template for selectively promoting the noncopper catalyzed azide-alkyne dipolar cycloaddition click reaction between either a library peptide and a known ligand or a library peptide and the synthetic epitope. The development of epitope-targeted PCCs was motivated by the desire to fully generalize pioneering work from the Sharpless and Finn groups in which in situ click screens were used to develop potent, divalent enzymatic inhibitors. In fact, a large degree of generality has now been achieved. Various PCCs have demonstrated utility for selective protein detection, as allosteric or direct inhibitors, as modulators of protein folding, and as tools for in vivo tumor imaging. We provide a historical context for PCCs and place them within the broader scope of biological and synthetic aptamers. The development of PCCs is presented as (i) Generation I PCCs, which are branched ligands engineered through an iterative, nonepitope-targeted process, and (ii) Generation II PCCs, which are typically developed from macrocyclic peptide libraries and are precisely epitope-targeted. We provide statistical comparisons of Generation II PCCs relative to monoclonal antibodies in which the protein target is the same. Finally, we discuss current challenges and future opportunities of PCCs.
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Affiliation(s)
- Heather D Agnew
- Indi Molecular, Inc. , 6162 Bristol Parkway , Culver City , California 90230 , United States
| | - Matthew B Coppock
- Sensors and Electron Devices Directorate , U.S. Army Research Laboratory , Adelphi , Maryland 20783 , United States
| | - Matthew N Idso
- Institute for Systems Biology , 401 Terry Avenue North , Seattle , Washington 98109-5234 , United States
| | - Bert T Lai
- Indi Molecular, Inc. , 6162 Bristol Parkway , Culver City , California 90230 , United States
| | - JingXin Liang
- Institute for Systems Biology , 401 Terry Avenue North , Seattle , Washington 98109-5234 , United States
| | - Amy M McCarthy-Torrens
- Institute for Systems Biology , 401 Terry Avenue North , Seattle , Washington 98109-5234 , United States
| | - Carmen M Warren
- Indi Molecular, Inc. , 6162 Bristol Parkway , Culver City , California 90230 , United States
| | - James R Heath
- Institute for Systems Biology , 401 Terry Avenue North , Seattle , Washington 98109-5234 , United States
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17
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18
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Komnatnyy VV, Nielsen TE, Qvortrup K. Bead-based screening in chemical biology and drug discovery. Chem Commun (Camb) 2018; 54:6759-6771. [PMID: 29888365 DOI: 10.1039/c8cc02486c] [Citation(s) in RCA: 25] [Impact Index Per Article: 4.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/19/2022]
Abstract
High-throughput screening is an important component of the drug discovery process. The screening of libraries containing hundreds of thousands of compounds requires assays amenable to miniaturisation and automization. Combinatorial chemistry holds a unique promise to deliver structurally diverse libraries for early drug discovery. Among the various library forms, the one-bead-one-compound (OBOC) library, where each bead carries many copies of a single compound, holds the greatest potential for the rapid identification of novel hits against emerging drug targets. However, this potential has not yet been fully realized due to a number of technical obstacles. In this feature article, we review the progress that has been made in bead-based library screening and its application to the discovery of bioactive compounds. We identify the key challenges of this approach and highlight key steps needed for making a greater impact in the field.
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Affiliation(s)
- Vitaly V Komnatnyy
- Department of Chemistry, Technical University of Denmark, DK-2800 Kgs, Lyngby, Denmark.
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19
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Tran-Hoang N, Kodadek T. Solid-Phase Synthesis of β-Amino Ketones Via DNA-Compatible Organocatalytic Mannich Reactions. ACS COMBINATORIAL SCIENCE 2018; 20:55-60. [PMID: 29316387 PMCID: PMC7074847 DOI: 10.1021/acscombsci.7b00151] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/01/2023]
Abstract
One-bead-one-compound (OBOC) libraries constructed by solid-phase split-and-pool synthesis are a valuable source of protein ligands. Most OBOC libraries are comprised of oligoamides, particularly peptides, peptoids, and peptoid-inspired molecules. Further diversification of the chemical space covered by OBOC libraries is desirable. Toward this end, we report here the efficient proline-catalyzed asymmetric Mannich reaction between immobilized aldehydes and soluble ketones and anilines. The reaction conditions do not compromise the amplification of DNA by the PCR. Thus, this chemistry will likely be useful for the construction of novel DNA-encoded libraries by solid-phase synthesis.
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Affiliation(s)
- Nam Tran-Hoang
- Department of Chemistry The Scripps Research Institute 130 Scripps Way, Jupiter, Florida 33458, United States
| | - Thomas Kodadek
- Department of Chemistry The Scripps Research Institute 130 Scripps Way, Jupiter, Florida 33458, United States
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20
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Liao H, Pei D. Cell-permeable bicyclic peptidyl inhibitors against T-cell protein tyrosine phosphatase from a combinatorial library. Org Biomol Chem 2017; 15:9595-9598. [PMID: 29116277 PMCID: PMC5702537 DOI: 10.1039/c7ob02562a] [Citation(s) in RCA: 16] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]
Abstract
Protein tyrosine phosphatases (PTPs) have been challenging targets for inhibitor design, because all PTPs share a highly conserved active site structure, which is positively charged and requires negatively charged moieties for tight binding. In this study, we developed cell-permeable bicyclic peptidyl inhibitors against T-cell PTP (TCPTP), which feature a cell-penetrating motif in one ring and a target-binding sequence in the second ring.
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Affiliation(s)
- Hui Liao
- Department of Chemistry and Biochemistry, The Ohio State University, 484 West 12th Avenue, Columbus, Ohio 43210, USA.
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21
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Shi B, Deng Y, Zhao P, Li X. Selecting a DNA-Encoded Chemical Library against Non-immobilized Proteins Using a “Ligate–Cross-Link–Purify” Strategy. Bioconjug Chem 2017; 28:2293-2301. [PMID: 28742329 DOI: 10.1021/acs.bioconjchem.7b00343] [Citation(s) in RCA: 30] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/28/2022]
Affiliation(s)
- Bingbing Shi
- Key
Laboratory of Chemical Genomics, School of Chemical Biology and Biotechnology, Peking University Shenzhen Graduate School, 2199 Lishui Road West, Shenzhen 518055, China
- Department
of Chemistry, The University of Hong Kong, Pokfulam Road, Hong Kong SAR, China
| | - Yuqing Deng
- Department
of Chemistry, The University of Hong Kong, Pokfulam Road, Hong Kong SAR, China
| | - Peng Zhao
- Department
of Chemistry, The University of Hong Kong, Pokfulam Road, Hong Kong SAR, China
- Institute
of Nuclear Physics and Chemistry, China Academy of Engineering Physics, 64 Mianshan Road, Mianyang, Sichuan 621900, China
| | - Xiaoyu Li
- Department
of Chemistry, The University of Hong Kong, Pokfulam Road, Hong Kong SAR, China
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22
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Tang Y, Thillier Y, Liu R, Li X, Lam KS, Gao T. Single-Bead Quantification of Peptide Loading Distribution for One-Bead One-Compound Library Synthesis Using Confocal Raman Spectroscopy. Anal Chem 2017; 89:7000-7008. [PMID: 28530391 DOI: 10.1021/acs.analchem.7b00516] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/20/2023]
Abstract
We report an analytical method to determine peptide loading of "one-bead one-compound" (OBOC) combinatorial peptide libraries at single-bead level. The quantification is based on a linear relationship between the amount of N-terminal amino groups on individual peptide beads and the intensity of Raman signal obtained from a specifically designed reporter labeled on amino groups. Confocal Raman spectroscopy was employed to characterize peptide loading of beads with defined peptide sequences and from OBOC combinatorial peptide libraries. Although amine loading of blank TentaGel beads was found to be uniform, peptide loading among beads of OBOC peptide libraries varied substantially, particularly for those libraries with long sequences. Construction of OBOC libraries can be monitored with this novel analytical technique so that synthetic conditions can be optimized for the preparation of high-quality OBOC peptide libraries. As the variability of peptide loading of individual library beads can significantly influence the screening results, quantitative information obtained by this method will allow us to gain insight into the complexity and challenge of OBOC library synthesis and screening.
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Affiliation(s)
- Yuchen Tang
- College of Chemistry, Central China Normal University , Wuhan 430079, China.,China Key Laboratory of Pesticide and Chemical Biology of Ministry of Education, Wuhan 430079, China.,Department of Biochemistry and Molecular Medicine, University of California at Davis , Sacramento, California 95817, United States
| | - Yann Thillier
- Department of Biochemistry and Molecular Medicine, University of California at Davis , Sacramento, California 95817, United States
| | - Ruiwu Liu
- Department of Biochemistry and Molecular Medicine, University of California at Davis , Sacramento, California 95817, United States
| | - Xiaocen Li
- Department of Biochemistry and Molecular Medicine, University of California at Davis , Sacramento, California 95817, United States
| | - Kit S Lam
- Department of Biochemistry and Molecular Medicine, University of California at Davis , Sacramento, California 95817, United States
| | - Tingjuan Gao
- College of Chemistry, Central China Normal University , Wuhan 430079, China.,China Key Laboratory of Pesticide and Chemical Biology of Ministry of Education, Wuhan 430079, China
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23
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Vastl J, Wang T, Trinh TB, Spiegel DA. Encoded Silicon-Chip-Based Platform for Combinatorial Synthesis and Screening. ACS COMBINATORIAL SCIENCE 2017; 19:255-261. [PMID: 28263558 DOI: 10.1021/acscombsci.6b00181] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/22/2023]
Abstract
Solid-supported chemical libraries have proven useful for the rapid and cost-effective discovery of bioactive compounds. However, traditional on-bead screening involves time-intensive chemical characterization of hit compounds and high false positive rates. Herein, we report a new platform for encoded chemical synthesis and solid-supported screening using p-Chips, microsized silicon microtransponders capable of storing and emitting unique numerical identifiers (IDs). By encoding the structures of library members using p-Chip IDs, we can track compound identities throughout both split-and-pool synthesis and protein binding assays without destructive cleavage. Thanks to the numerical IDs, our p-Chip platform can provide binding constants for library members simply by stripping and reprobing with different protein concentrations, unlike traditional on-bead assays. To showcase these features, we synthesized a library of 108 hemagglutinin (HA) peptide variants using split-and-pool approach, and measured EC50s for each variant directly on p-Chips. On-chip EC50s obtained from these studies showed excellent correlation (80%) with those obtained using traditional ELISA methods. Our screen also yielded a false positive rate of 14%, markedly superior to that reported for conventional bead-based binding studies (66-96%).1-9 On the basis of these results, we believe the p-Chip platform has the potential to improve the effectiveness of solid-supported high-throughput screening by a significant margin.
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Affiliation(s)
- Julian Vastl
- Department of Chemistry, Yale University, 225
Prospect Street, New Haven, Connecticut 06511, United States
| | - Tina Wang
- Department of Chemistry, Yale University, 225
Prospect Street, New Haven, Connecticut 06511, United States
| | - Thi B. Trinh
- Department of Chemistry, Yale University, 225
Prospect Street, New Haven, Connecticut 06511, United States
| | - David A. Spiegel
- Department of Chemistry, Yale University, 225
Prospect Street, New Haven, Connecticut 06511, United States
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24
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Liu R, Li X, Xiao W, Lam KS. Tumor-targeting peptides from combinatorial libraries. Adv Drug Deliv Rev 2017; 110-111:13-37. [PMID: 27210583 DOI: 10.1016/j.addr.2016.05.009] [Citation(s) in RCA: 116] [Impact Index Per Article: 16.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/19/2016] [Revised: 05/10/2016] [Accepted: 05/11/2016] [Indexed: 02/07/2023]
Abstract
Cancer is one of the major and leading causes of death worldwide. Two of the greatest challenges in fighting cancer are early detection and effective treatments with no or minimum side effects. Widespread use of targeted therapies and molecular imaging in clinics requires high affinity, tumor-specific agents as effective targeting vehicles to deliver therapeutics and imaging probes to the primary or metastatic tumor sites. Combinatorial libraries such as phage-display and one-bead one-compound (OBOC) peptide libraries are powerful approaches in discovering tumor-targeting peptides. This review gives an overview of different combinatorial library technologies that have been used for the discovery of tumor-targeting peptides. Examples of tumor-targeting peptides identified from each combinatorial library method will be discussed. Published tumor-targeting peptide ligands and their applications will also be summarized by the combinatorial library methods and their corresponding binding receptors.
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Affiliation(s)
- Ruiwu Liu
- Department of Biochemistry and Molecular Medicine, University of California Davis, Sacramento, CA 95817, USA; University of California Davis Comprehensive Cancer Center, Sacramento, CA 95817, USA
| | - Xiaocen Li
- Department of Biochemistry and Molecular Medicine, University of California Davis, Sacramento, CA 95817, USA; University of California Davis Comprehensive Cancer Center, Sacramento, CA 95817, USA
| | - Wenwu Xiao
- Department of Biochemistry and Molecular Medicine, University of California Davis, Sacramento, CA 95817, USA; University of California Davis Comprehensive Cancer Center, Sacramento, CA 95817, USA
| | - Kit S Lam
- Department of Biochemistry and Molecular Medicine, University of California Davis, Sacramento, CA 95817, USA; University of California Davis Comprehensive Cancer Center, Sacramento, CA 95817, USA; Division of Hematology & Oncology, Department of Internal Medicine, University of California Davis, Sacramento, CA 95817, USA
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25
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Recent advances on the encoding and selection methods of DNA-encoded chemical library. Bioorg Med Chem Lett 2016; 27:361-369. [PMID: 28011218 DOI: 10.1016/j.bmcl.2016.12.025] [Citation(s) in RCA: 51] [Impact Index Per Article: 6.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/21/2016] [Revised: 12/07/2016] [Accepted: 12/08/2016] [Indexed: 11/22/2022]
Abstract
DNA-encoded chemical library (DEL) has emerged as a powerful and versatile tool for ligand discovery in chemical biology research and in drug discovery. Encoding and selection methods are two of the most important technological aspects of DEL that can dictate the performance and utilities of DELs. In this digest, we have summarized recent advances on the encoding and selection strategies of DEL and also discussed the latest developments on DNA-encoded dynamic library, a new frontier in DEL research.
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26
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Jee JE, Lim J, Ong YS, Oon J, Gao L, Choi HS, Lee SS. An efficient strategy to enhance binding affinity and specificity of a known isozyme inhibitor. Org Biomol Chem 2016; 14:6833-9. [PMID: 27339902 PMCID: PMC4942345 DOI: 10.1039/c6ob01104g] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]
Abstract
The binding profile of a known inhibitor, benzenesulfonamide, against a family of carbonic anhydrase isozymes was efficiently enhanced via high-throughput screening of customized combinatorial one-bead-one-compound peptide libraries modified with the inhibitor molecule. The screening of the conjugate libraries recognized subtle variations in the microenvironments of the target enzyme and thus facilitated the identification of short peptide sequences that bind selectively to a close proximity of the active site. The identified peptide portions contributed significantly to the overall binding of the conjugate peptides with greatly enhanced affinity as well as improved specificity towards the target isozyme. The interactions between the inhibitors and the isozymes were validated by surface plasmon resonance (SPR), pull-down assay and enzymatic activity measurement. This high-throughput approach proved useful and efficient to enhance the binding profile of known inhibitors and may apply to developing effective inhibitors for a wide range of isozyme families.
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Affiliation(s)
- Joo-Eun Jee
- Institute of Bioengineering and Nanotechnology, 31 Biopolis Way, The Nanos, Singapore 138669, Singapore.
| | - Jaehong Lim
- Institute of Bioengineering and Nanotechnology, 31 Biopolis Way, The Nanos, Singapore 138669, Singapore.
| | - Yong Siang Ong
- Institute of Bioengineering and Nanotechnology, 31 Biopolis Way, The Nanos, Singapore 138669, Singapore.
| | - Jessica Oon
- Institute of Bioengineering and Nanotechnology, 31 Biopolis Way, The Nanos, Singapore 138669, Singapore.
| | - Liqian Gao
- Institute of Bioengineering and Nanotechnology, 31 Biopolis Way, The Nanos, Singapore 138669, Singapore.
| | - Hak Soo Choi
- Gordon Center for Medical Imaging, Department of Radiology, Massachusetts General Hospital and Harvard Medical School, 55 Fruit Street, White 427, Boston, MA 02114, USA.
| | - Su Seong Lee
- Institute of Bioengineering and Nanotechnology, 31 Biopolis Way, The Nanos, Singapore 138669, Singapore.
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27
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Fisher KJ, Turkett JA, Corson AE, Bicker KL. Peptoid Library Agar Diffusion (PLAD) Assay for the High-Throughput Identification of Antimicrobial Peptoids. ACS COMBINATORIAL SCIENCE 2016; 18:287-91. [PMID: 27186808 DOI: 10.1021/acscombsci.6b00039] [Citation(s) in RCA: 19] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/31/2022]
Abstract
Rapid emergence of antimicrobial resistant organisms necessitates equally rapid methods for the development of new antimicrobial compounds. Of recent interest have been mimics of antimicrobial peptides known as antimicrobial peptoids, which exhibit similar potency to the former but with improved proteolytic stability. Presented herein is a high-throughput method to screen libraries of antimicrobial peptoids immobilized on beads embedded into solid media. Termed the peptoid library agar diffusion (PLAD) assay, this assay allows for individual chemical manipulation of two identical peptoid strands. One strand can be released to diffuse out from a solid support bead and interact with the microorganism during screening. The other strand can be cleaved after screening from beads showing strong antimicrobial activity and analyzed by mass spectrometry to deconvolute the structure of the peptoid. This method was applied to a small library of peptoids to identify an antimicrobial peptoid with modest efficacy against the ESKAPE pathogens.
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Affiliation(s)
- Kevin J. Fisher
- Middle Tennessee State University, Department of
Chemistry, 1301 East Main
Street, Murfreesboro, Tennessee 37132, United States
| | - Jeremy A. Turkett
- Middle Tennessee State University, Department of
Chemistry, 1301 East Main
Street, Murfreesboro, Tennessee 37132, United States
| | - Ashley E. Corson
- Middle Tennessee State University, Department of
Chemistry, 1301 East Main
Street, Murfreesboro, Tennessee 37132, United States
| | - Kevin L. Bicker
- Middle Tennessee State University, Department of
Chemistry, 1301 East Main
Street, Murfreesboro, Tennessee 37132, United States
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28
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SLAP displays tumour suppressor functions in colorectal cancer via destabilization of the SRC substrate EPHA2. Nat Commun 2016; 5:3159. [PMID: 24457997 DOI: 10.1038/ncomms4159] [Citation(s) in RCA: 27] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/04/2013] [Accepted: 12/19/2013] [Indexed: 12/11/2022] Open
Abstract
The adaptor SLAP is a negative regulator of receptor signalling in immune cells but its role in human cancer is ill defined. Here we report that SLAP is abundantly expressed in healthy epithelial intestine but strongly downregulated in 50% of colorectal cancer. SLAP overexpression suppresses cell tumorigenicity and invasiveness while SLAP silencing enhances these transforming properties. Mechanistically, SLAP controls SRC/EPHA2/AKT signalling via destabilization of the SRC substrate and receptor tyrosine kinase EPHA2. This activity is independent from CBL but requires SLAP SH3 interaction with the ubiquitination factor UBE4A and SLAP SH2 interaction with pTyr594-EPHA2. SRC phosphorylates EPHA2 on Tyr594, thus creating a feedback loop that promotes EPHA2 destruction and thereby self-regulates its transforming potential. SLAP silencing enhances SRC oncogenicity and sensitizes colorectal tumour cells to SRC inhibitors. Collectively, these data establish a tumour-suppressive role for SLAP in colorectal cancer and a mechanism of SRC oncogenic induction through stabilization of its cognate substrates.
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29
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Abstract
![]()
With
the potential for each droplet to act as a unique reaction
vessel, droplet microfluidics is a powerful tool for high-throughput
discovery. Any attempt at compound screening miniaturization must
address the significant scaling inefficiencies associated with library
handling and distribution. Eschewing microplate-based compound collections
for one-bead-one-compound (OBOC) combinatorial libraries, we have
developed hνSABR (Light-Induced
and -Graduated High-Throughput Screening After Bead Release), a microfluidic
architecture that integrates a suspension hopper for compound library
bead introduction, droplet generation, microfabricated waveguides
to deliver UV light to the droplet flow for photochemical compound
dosing, incubation, and laser-induced fluorescence for assay readout.
Avobenzone-doped PDMS (0.6% w/w) patterning confines UV exposure to
the desired illumination region, generating intradroplet compound
concentrations (>10 μM) that are reproducible between devices.
Beads displaying photochemically cleavable pepstatin A were distributed
into droplets and exposed with five different UV intensities to demonstrate
dose–response screening in an HIV-1 protease activity assay.
This microfluidic architecture introduces a new analytical approach
for OBOC library screening, and represents a key component of a next-generation
distributed small molecule discovery platform.
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Affiliation(s)
- Alexander K Price
- Department of Chemistry and ‡Doctoral Program in Chemical and Biological Sciences, The Scripps Research Institute , Jupiter, Florida 33458, United States
| | - Andrew B MacConnell
- Department of Chemistry and ‡Doctoral Program in Chemical and Biological Sciences, The Scripps Research Institute , Jupiter, Florida 33458, United States
| | - Brian M Paegel
- Department of Chemistry and ‡Doctoral Program in Chemical and Biological Sciences, The Scripps Research Institute , Jupiter, Florida 33458, United States
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30
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Trinh TB, Upadhyaya P, Qian Z, Pei D. Discovery of a Direct Ras Inhibitor by Screening a Combinatorial Library of Cell-Permeable Bicyclic Peptides. ACS COMBINATORIAL SCIENCE 2016; 18:75-85. [PMID: 26645887 PMCID: PMC4710893 DOI: 10.1021/acscombsci.5b00164] [Citation(s) in RCA: 88] [Impact Index Per Article: 11.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 12/31/2022]
Abstract
![]()
Cyclic
peptides have great potential as therapeutic agents and research tools.
However, their applications against intracellular targets have been
limited, because cyclic peptides are generally impermeable to the
cell membrane. It was previously shown that fusion of cyclic peptides
with a cyclic cell-penetrating peptide resulted in cell-permeable
bicyclic peptides that are proteolytically stable and biologically
active in cellular assays. In this work, we tested the generality
of the bicyclic approach by synthesizing a combinatorial library of
5.7 × 106 bicyclic peptides featuring a degenerate
sequence in the first ring and an invariant cell-penetrating peptide
in the second ring. Screening of the library against oncoprotein K-Ras
G12V followed by hit optimization produced a moderately potent and
cell-permeable K-Ras inhibitor, which physically blocks the Ras-effector
interactions in vitro, inhibits the signaling events downstream of
Ras in cancer cells, and induces apoptosis of the cancer cells. Our
approach should be generally applicable to developing cell-permeable
bicyclic peptide inhibitors against other intracellular proteins.
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Affiliation(s)
- Thi B. Trinh
- Department of Chemistry and Biochemistry, The Ohio State University, 484 West 12th Avenue, Columbus, Ohio 43210, United States
| | - Punit Upadhyaya
- Department of Chemistry and Biochemistry, The Ohio State University, 484 West 12th Avenue, Columbus, Ohio 43210, United States
| | - Ziqing Qian
- Department of Chemistry and Biochemistry, The Ohio State University, 484 West 12th Avenue, Columbus, Ohio 43210, United States
| | - Dehua Pei
- Department of Chemistry and Biochemistry, The Ohio State University, 484 West 12th Avenue, Columbus, Ohio 43210, United States
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31
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Wang Z, Wang W, Geng L, Hu Z. Distinguishing of tumor cell-targeting peptide ligands through a color-encoding microarray. LAB ON A CHIP 2015; 15:4512-4516. [PMID: 26530232 DOI: 10.1039/c5lc01010a] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/05/2023]
Abstract
A silicon-based microarray system was constructed to discover the affinity peptides and to distinguish the specific peptides from a high throughput library. Using a color-encoding strategy, in situ peptide distinguishing between HER1 ligands and HER2 ligands was achieved. Novel affinity peptide sequences H1P (HER1 ligand) and H2P (HER2 ligand) were determined with nmol affinity.
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Affiliation(s)
- Zihua Wang
- CAS Key Laboratory for Biomedical Effects of Nanomaterials & Nanosafety, National Center for Nanoscience and Technology of China, Beijing 100190, China.
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32
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Leung NY, Wai CY, Ho MH, Liu R, Lam KS, Wang JJ, Shu SA, Chu KH, Leung PS. Screening and identification of mimotopes of the major shrimp allergen tropomyosin using one-bead-one-compound peptide libraries. Cell Mol Immunol 2015; 14:308-318. [PMID: 26364917 DOI: 10.1038/cmi.2015.83] [Citation(s) in RCA: 30] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/22/2015] [Revised: 08/06/2015] [Accepted: 08/06/2015] [Indexed: 12/18/2022] Open
Abstract
The one-bead-one-compound (OBOC) combinatorial peptide library is a powerful tool to identify ligand and receptor interactions. Here, we applied the OBOC library technology to identify mimotopes specific to the immunoglobulin E (IgE) epitopes of the major shellfish allergen tropomyosin. OBOC peptide libraries with 8-12 amino acid residues were screened with serum samples from patients with shellfish allergy for IgE mimotopes of tropomyosin. Twenty-five mimotopes were identified from the screening and their binding reactivity to tropomyosin-specific IgE was confirmed by peptide ELISA. These mimotopes could be divided into seven clusters based on sequence homology, and epitope mapping by EpiSearch of the clustered mimotopes was performed to characterize and confirm the validity of mimotopes. Five out of six of the predicted epitopes were found to overlap with previously identified epitopes of tropomyosin. To further confirm the mimicry potential of mimotopes, BALB/c mice were immunized with mimotopes conjugated to keyhole limpet hemocyanin and assayed for their capacity to induce tropomyosin-specific antibodies. BALB/c mice that received mimotope immunization were found to have an elevated level of tropomyosin-specific immunoglobulin G, but not mice that received an irrelevant mimotope. This study pioneers the successful application of the OBOC libraries using whole sera to screen and identify multiple shrimp allergen mimotopes and validates their mimicry potential using in vitro, in vivo, and in silico methods.Cellular & Molecular Immunology advance online publication, 14 september 2015; doi:10.1038/cmi.2015.83.
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Affiliation(s)
- Nicki Yh Leung
- School of Life Sciences, The Chinese University of Hong Kong, Shatin, N.T., Hong Kong SAR, China
| | - Christine Yy Wai
- School of Life Sciences, The Chinese University of Hong Kong, Shatin, N.T., Hong Kong SAR, China
| | - Marco Hk Ho
- Department of Pediatrics and Adolescent Medicine, Queen Mary Hospital, The University of Hong Kong, Pokfulam, Hong Kong SAR, China
| | - Ruiwu Liu
- Department of Biochemistry and Molecular Medicine, University of California, Davis, CA 95616, USA
| | - Kit S Lam
- Department of Biochemistry and Molecular Medicine, University of California, Davis, CA 95616, USA
| | - Jin Jun Wang
- Division of Rheumatology/Allergy, School of Medicine, University of California, Davis, CA 95616, USA
| | - Shang An Shu
- Division of Rheumatology/Allergy, School of Medicine, University of California, Davis, CA 95616, USA
| | - Ka Hou Chu
- School of Life Sciences, The Chinese University of Hong Kong, Shatin, N.T., Hong Kong SAR, China
| | - Patrick Sc Leung
- Division of Rheumatology/Allergy, School of Medicine, University of California, Davis, CA 95616, USA
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33
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Perret G, Santambien P, Boschetti E. The quest for affinity chromatography ligands: are the molecular libraries the right source? J Sep Sci 2015; 38:2559-72. [DOI: 10.1002/jssc.201500285] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/27/2015] [Revised: 04/26/2015] [Accepted: 05/10/2015] [Indexed: 12/15/2022]
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34
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Abstract
Cyclic peptides have been a rich source of biologically active molecules. Herein we present a method for the combinatorial synthesis and screening of large one-bead-one-compound (OBOC) libraries of cyclic peptides against biological targets such as proteins. Up to ten million different cyclic peptides are rapidly synthesized on TentaGel microbeads by the split-and-pool synthesis method and subjected to a multistage screening protocol which includes magnetic sorting, on-bead enzyme-linked and fluorescence-based assays, and in-solution binding analysis of cyclic peptides selectively released from single beads by fluorescence anisotropy. Finally, the most active hit(s) is identified by the partial Edman degradation-mass spectrometry (PED-MS) method. This method allows a single researcher to synthesize and screen up to ten million cyclic peptides and identify the most active ligand(s) in ~1 month, without the time-consuming and expensive hit resynthesis or the use of any special equipment.
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35
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RTK SLAP down: the emerging role of Src-like adaptor protein as a key player in receptor tyrosine kinase signaling. Cell Signal 2014; 27:267-74. [PMID: 25446260 DOI: 10.1016/j.cellsig.2014.11.010] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/16/2014] [Accepted: 11/08/2014] [Indexed: 02/05/2023]
Abstract
SLAP (Src like adaptor protein) contains adjacent Src homology 3 (SH3) and Src homology 2 (SH2) domains closely related in sequence to that of cytoplasmic Src family tyrosine kinases. Expressed most abundantly in the immune system, SLAP function has been predominantly studied in the context of lymphocyte signaling, where it functions in the Cbl dependent downregulation of antigen receptor signaling. However, accumulating evidence suggests that SLAP plays a role in the regulation of a broad range of membrane receptors including members of the receptor tyrosine kinase (RTK) family. In this review we highlight the role of SLAP in the ubiquitin dependent regulation of type III RTKs PDGFR, CSF-1R, KIT and Flt3, as well as Eph family RTKs. SLAP appears to bind activated type III and Eph RTKs via a conserved autophosphorylated juxtamembrane tyrosine motif in an SH2-dependent manner, suggesting that SLAP is important in regulating RTK signaling.
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36
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Lian W, Jiang B, Qian Z, Pei D. Cell-permeable bicyclic peptide inhibitors against intracellular proteins. J Am Chem Soc 2014; 136:9830-3. [PMID: 24972263 PMCID: PMC4227718 DOI: 10.1021/ja503710n] [Citation(s) in RCA: 91] [Impact Index Per Article: 9.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/14/2014] [Indexed: 01/21/2023]
Abstract
Cyclic peptides have great potential as therapeutic agents and research tools but are generally impermeable to the cell membrane. Fusion of cyclic peptides with a cyclic cell-penetrating peptide produces bicyclic peptides that are cell-permeable and retain the ability to recognize specific intracellular targets. Application of this strategy to protein tyrosine phosphatase 1B and a peptidyl-prolyl cis-trans isomerase (Pin1) isomerase resulted in potent, selective, proteolytically stable, and biologically active inhibitors against the enzymes.
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Affiliation(s)
- Wenlong Lian
- Department
of Chemistry and
Biochemistry, The Ohio State University, 484 West 12th Avenue, Columbus, Ohio 43210, United States
| | - Bisheng Jiang
- Department
of Chemistry and
Biochemistry, The Ohio State University, 484 West 12th Avenue, Columbus, Ohio 43210, United States
| | - Ziqing Qian
- Department
of Chemistry and
Biochemistry, The Ohio State University, 484 West 12th Avenue, Columbus, Ohio 43210, United States
| | - Dehua Pei
- Department
of Chemistry and
Biochemistry, The Ohio State University, 484 West 12th Avenue, Columbus, Ohio 43210, United States
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37
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Doran TM, Gao Y, Mendes K, Dean S, Simanski S, Kodadek T. Utility of redundant combinatorial libraries in distinguishing high and low quality screening hits. ACS COMBINATORIAL SCIENCE 2014; 16:259-70. [PMID: 24749624 PMCID: PMC4053090 DOI: 10.1021/co500030f] [Citation(s) in RCA: 55] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 12/14/2022]
Abstract
![]()
Large
one-bead one-compound (OBOC) combinatorial libraries can
be constructed relatively easily by solid-phase split and pool synthesis.
The use of resins with hydrophilic surfaces, such as TentaGel, allows
the beads to be used directly in screens for compounds that bind selectively
to labeled proteins, nucleic acids, or other biomolecules. However,
we have found that this method, while useful, has a high false positive
rate. In other words, beads that are scored as hits often display
compounds that prove to be poor ligands for the target of interest
when they are resynthesized and carried through validation trials.
This results in a significant waste of time and resources in cases
where putative hits cannot be validated without resynthesis. Here,
we report that this problem can be largely eliminated through the
use of redundant OBOC libraries, where more than one bead displaying
the same compound is present in the screen. We show that compounds
isolated more than once are likely to be high quality ligands for
the target of interest, whereas compounds isolated only once have
a much higher likelihood of being poor ligands. While the use of redundant
libraries does limit the number of unique compounds that can be screened
at one time in this format, the overall savings in time, effort, and
materials makes this a more efficient route to the isolation of useful
ligands for biomolecules.
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Affiliation(s)
- Todd M. Doran
- Departments
of Chemistry and Cancer Biology, The Scripps Research Institute, 130
Scripps Way, Jupiter, Florida 33458, United States
| | - Yu Gao
- Departments
of Chemistry and Cancer Biology, The Scripps Research Institute, 130
Scripps Way, Jupiter, Florida 33458, United States
| | - Kimberly Mendes
- OPKO Health, Inc., 555 Heritage
Drive, Jupiter, Florida 33458, United States
| | - Sonja Dean
- OPKO Health, Inc., 555 Heritage
Drive, Jupiter, Florida 33458, United States
| | - Scott Simanski
- Departments
of Chemistry and Cancer Biology, The Scripps Research Institute, 130
Scripps Way, Jupiter, Florida 33458, United States
| | - Thomas Kodadek
- Departments
of Chemistry and Cancer Biology, The Scripps Research Institute, 130
Scripps Way, Jupiter, Florida 33458, United States
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38
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Abstract
![]()
Many
high-throughput analytical platforms, from next-generation
DNA sequencing to drug discovery, rely on beads as carriers of molecular
diversity. Microfluidic systems are ideally suited to handle and analyze
such bead libraries with high precision and at minute volume scales;
however, the challenge of introducing bead suspensions into devices
before they sediment usually confounds microfluidic handling and analysis.
We developed a bead suspension hopper that exploits sedimentation
to load beads into a microfluidic droplet generator. A suspension
hopper continuously delivered synthesis resin beads (17 μm diameter,
112,000 over 2.67 h) functionalized with a photolabile linker and
pepstatin A into picoliter-scale droplets of an HIV-1 protease activity
assay to model ultraminiaturized compound screening. Likewise, trypsinogen
template DNA-coated magnetic beads (2.8 μm diameter, 176,000
over 5.5 h) were loaded into droplets of an in vitro transcription/translation
system to model a protein evolution experiment. The suspension hopper
should effectively remove any barriers to using suspensions as sample
inputs, paving the way for microfluidic automation to replace robotic
library distribution.
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Affiliation(s)
- Alexander K Price
- Department of Chemistry, The Scripps Research Institute , Jupiter, Florida 33458, United States
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39
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Affiliation(s)
- Bethany Powell Gray
- Department of Internal Medicine and The Simmons Comprehensive Cancer Center, University of Texas Southwestern Medical Center, 5323 Harry Hines Boulevard, Dallas, Texas 75390-8807, United States
| | - Kathlynn C. Brown
- Department of Internal Medicine and The Simmons Comprehensive Cancer Center, University of Texas Southwestern Medical Center, 5323 Harry Hines Boulevard, Dallas, Texas 75390-8807, United States
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40
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Selner NG, Luechapanichkul R, Chen X, Neel BG, Zhang ZY, Knapp S, Bell CE, Pei D. Diverse levels of sequence selectivity and catalytic efficiency of protein-tyrosine phosphatases. Biochemistry 2014; 53:397-412. [PMID: 24359314 PMCID: PMC3954597 DOI: 10.1021/bi401223r] [Citation(s) in RCA: 45] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/23/2022]
Abstract
The sequence selectivity of 14 classical protein-tyrosine phosphatases (PTPs) (PTPRA, PTPRB, PTPRC, PTPRD, PTPRO, PTP1B, SHP-1, SHP-2, HePTP, PTP-PEST, TCPTP, PTPH1, PTPD1, and PTPD2) was systematically profiled by screening their catalytic domains against combinatorial peptide libraries. All of the PTPs exhibit similar preference for pY peptides rich in acidic amino acids and disfavor positively charged sequences but differ vastly in their degrees of preference/disfavor. Some PTPs (PTP-PEST, SHP-1, and SHP-2) are highly selective for acidic over basic (or neutral) peptides (by >10(5)-fold), whereas others (PTPRA and PTPRD) show no to little sequence selectivity. PTPs also have diverse intrinsic catalytic efficiencies (kcat/KM values against optimal substrates), which differ by >10(5)-fold due to different kcat and/or KM values. Moreover, PTPs show little positional preference for the acidic residues relative to the pY residue. Mutation of Arg47 of PTP1B, which is located near the pY-1 and pY-2 residues of a bound substrate, decreased the enzymatic activity by 3-18-fold toward all pY substrates containing acidic residues anywhere within the pY-6 to pY+5 region. Similarly, mutation of Arg24, which is situated near the C-terminus of a bound substrate, adversely affected the kinetic activity of all acidic substrates. A cocrystal structure of PTP1B bound with a nephrin pY(1193) peptide suggests that Arg24 engages in electrostatic interactions with acidic residues at the pY+1, pY+2, and likely other positions. These results suggest that long-range electrostatic interactions between positively charged residues near the PTP active site and acidic residues on pY substrates allow a PTP to bind acidic substrates with similar affinities, and the varying levels of preference for acidic sequences by different PTPs are likely caused by the different electrostatic potentials near their active sites. The implications of the varying sequence selectivity and intrinsic catalytic activities with respect to PTP in vivo substrate specificity and biological functions are discussed.
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Affiliation(s)
- Nicholas G. Selner
- Department of Chemistry and Biochemistry, The Ohio State University, 484 West 12 Avenue, Columbus, OH 43210, USA
| | - Rinrada Luechapanichkul
- Department of Chemistry and Biochemistry, The Ohio State University, 484 West 12 Avenue, Columbus, OH 43210, USA
| | - Xianwen Chen
- Department of Chemistry and Biochemistry, The Ohio State University, 484 West 12 Avenue, Columbus, OH 43210, USA
| | - Benjamin G. Neel
- Princess Margaret Cancer Center, University Health Network, and Department of Medical Biophysics, University of Toronto, 610 University Avenue, Room 7-504, Toronto, ON M5G 2M9, Canada
| | - Zhong-Yin Zhang
- Department of Biochemistry and Molecular Biology, Indiana University School of Medicine, Indianapolis, IN 46202, USA
| | - Stefan Knapp
- Structural Genomics Consortium and Target Discovery Institute, Nuffield Department of Clinical Medicine, University of Oxford, Oxford, United Kingdom
| | - Charles E. Bell
- Department of Molecular and Cellular Biochemistry, The Ohio State University, 1645 Neil Avenue, Columbus, OH 43210
| | - Dehua Pei
- Department of Chemistry and Biochemistry, The Ohio State University, 484 West 12 Avenue, Columbus, OH 43210, USA
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41
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Lian W, Upadhyaya P, Rhodes CA, Liu Y, Pei D. Screening bicyclic peptide libraries for protein-protein interaction inhibitors: discovery of a tumor necrosis factor-α antagonist. J Am Chem Soc 2013; 135:11990-5. [PMID: 23865589 PMCID: PMC3856571 DOI: 10.1021/ja405106u] [Citation(s) in RCA: 101] [Impact Index Per Article: 9.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/21/2022]
Abstract
Protein-protein interactions represent a new class of exciting but challenging drug targets, because their large, flat binding sites lack well-defined pockets for small molecules to bind. We report here a methodology for chemical synthesis and screening of large combinatorial libraries of bicyclic peptides displayed on rigid small-molecule scaffolds. With planar trimesic acid as the scaffold, the resulting bicyclic peptides are effective for binding to protein surfaces such as the interfaces of protein-protein interactions. Screening of a bicyclic peptide library against tumor necrosis factor-α (TNFα) identified a potent antagonist that inhibits the TNFα-TNFα receptor interaction and protects cells from TNFα-induced cell death. Bicyclic peptides of this type may provide a general solution for inhibition of protein-protein interactions.
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Affiliation(s)
- Wenlong Lian
- Department of Chemistry and Biochemistry, The Ohio State University, 100 West 18 Avenue, Columbus, OH 43210, USA
| | - Punit Upadhyaya
- Department of Chemistry and Biochemistry, The Ohio State University, 100 West 18 Avenue, Columbus, OH 43210, USA
| | - Curran A. Rhodes
- Department of Chemistry and Biochemistry, The Ohio State University, 100 West 18 Avenue, Columbus, OH 43210, USA
| | - Yusen Liu
- Center for Perinatal Research, The Research Institute at Nationwide Children’s Hospital, Department of Pediatrics, The Ohio State University College of Medicine, 700 Children’s Drive, Columbus, OH 43205, USA
| | - Dehua Pei
- Department of Chemistry and Biochemistry, The Ohio State University, 100 West 18 Avenue, Columbus, OH 43210, USA
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42
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Trinh TB, Xiao Q, Pei D. Profiling the substrate specificity of protein kinases by on-bead screening of peptide libraries. Biochemistry 2013; 52:5645-55. [PMID: 23848432 DOI: 10.1021/bi4008947] [Citation(s) in RCA: 19] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/27/2023]
Abstract
A robust, high-throughput method has been developed to screen one-bead-one-compound peptide libraries to systematically profile the sequence specificity of protein kinases. Its ability to provide individual sequences of the preferred substrates permits the identification of sequence contextual effects and nonpermissive residues. Application of the library method to kinases Pim1, MKK6, and Csk revealed that Pim1 and Csk are highly active toward peptide substrates and recognize specific sequence motifs, whereas MKK6 has little activity or sequence selectivity against peptide substrates. Pim1 recognizes peptide substrates of the consensus RXR(H/R)X(S/T); it accepts essentially any amino acid at the S/T-2 and S/T+1 positions, but strongly disfavors acidic residues (Asp or Glu) at the S/T-2 position and a proline residue at the S/T+1 position. The selected Csk substrates show strong sequence covariance and fall into two classes with the consensus sequences of (D/E)EPIYϕXϕ and (D/E)(E/D)S(E/D/I)YϕXϕ (where X is any amino acid and ϕ is a hydrophobic amino acid). Database searches and in vitro kinase assays identified phosphatase PTP-PEST as a Pim1 substrate and phosphatase SHP-1 as a potential Csk substrate. Our results demonstrate that the sequence specificity of protein kinases is defined not only by favorable interactions between permissive residue(s) on the substrate and their cognate binding site(s) on the kinase but also by repulsive interactions between the kinase and nonpermissive residue(s).
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Affiliation(s)
- Thi B Trinh
- Department of Chemistry and Biochemistry, The Ohio State University, 100 West 18th Avenue, Columbus, OH 43210, USA
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43
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Raveendra B, Hao W, Baccala R, Reddy MM, Schilke J, Bennett JL, Theofilopoulos AN, Kodadek T. Discovery of peptoid ligands for anti-aquaporin 4 antibodies. CHEMISTRY & BIOLOGY 2013; 20:351-9. [PMID: 23521793 PMCID: PMC3640264 DOI: 10.1016/j.chembiol.2012.12.009] [Citation(s) in RCA: 32] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/21/2012] [Revised: 12/02/2012] [Accepted: 12/08/2012] [Indexed: 10/27/2022]
Abstract
Neuromyelitis optica (NMO) is an autoimmune inflammatory disorder of the central nervous system. In most NMO patients, autoantibodies to the water channel protein Aquaporin 4 (AQP4) are present at high levels and are thought to drive pathology by mediating complement-dependent destruction of astrocytes. Here, we apply recently developed chemical library screening technology to identify a synthetic peptoid that binds anti-AQP4 antibodies in the serum of NMO patients. This finding validates, in a well-defined human disease, that synthetic, unnatural ligands for the antigen-binding site of a disease-linked antibody can be isolated by high-throughput screening.
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Affiliation(s)
- Bindu Raveendra
- Departments of Chemistry & Cancer Biology, The Scripps Research Institute, 130 Scripps Way, Jupiter, FL 33458
| | - Wu Hao
- Departments of Chemistry & Cancer Biology, The Scripps Research Institute, 130 Scripps Way, Jupiter, FL 33458
| | - Roberto Baccala
- Department of Immunology & Microbial Science, The Scripps Research Institute, 10550 North Torrey Pines Road, La Jolla, CA 92037
| | | | | | - Jeffrey L. Bennett
- Departments of Neurology and Ophthalmology, University of Colorado School of Medicine, 12700 E. 19 Ave., Aurora, CO 80045
| | - Argyrios N. Theofilopoulos
- Department of Immunology & Microbial Science, The Scripps Research Institute, 10550 North Torrey Pines Road, La Jolla, CA 92037
| | - Thomas Kodadek
- Departments of Chemistry & Cancer Biology, The Scripps Research Institute, 130 Scripps Way, Jupiter, FL 33458
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44
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Wu X, Upadhyaya P, Villalona-Calero MA, Briesewitz R, Pei D. Inhibition of Ras-Effector Interaction by Cyclic Peptides. MEDCHEMCOMM 2013; 4:378-382. [PMID: 23585920 PMCID: PMC3621770 DOI: 10.1039/c2md20329d] [Citation(s) in RCA: 50] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/26/2022]
Abstract
A combinatorial library of 6 × 106 cyclic peptides was synthesized in the one bead-two compound format, with each bead displaying a unique cyclic peptide on its surface and a linear peptide encoding tag in its interior. Screening of the library against K-Ras identified compounds that bound K-Ras with submicromolar affinity and disrupted its interaction with effector proteins.
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Affiliation(s)
- Xianghong Wu
- Department of Chemistry and Biochemistry, The Ohio State University, 100 West 18Avenue, Columbus, OH 43210, U. S. A. Fax: 614-292-1685; Tel: 614-688-4068
| | - Punit Upadhyaya
- Department of Chemistry and Biochemistry, The Ohio State University, 100 West 18Avenue, Columbus, OH 43210, U. S. A. Fax: 614-292-1685; Tel: 614-688-4068
| | - Miguel A. Villalona-Calero
- Division of Medical Oncology and Comprehensive Cancer Center, The Ohio State University A457 Starling Loving, 320W, 10Ave, Columbus OH 43210, U.S.A
| | - Roger Briesewitz
- Department of Pharmacology, The Ohio State University, 5065 Graves Hall, 333 West 10Avenue, Columbus, OH 43210, U.S.A. Fax: 614-292-7232; Tel: 614-688-4395
| | - Dehua Pei
- Department of Chemistry and Biochemistry, The Ohio State University, 100 West 18Avenue, Columbus, OH 43210, U. S. A. Fax: 614-292-1685; Tel: 614-688-4068
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45
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Screening nonspecific interactions of peptides without background interference. Biomaterials 2012; 34:1871-7. [PMID: 23246063 DOI: 10.1016/j.biomaterials.2012.11.014] [Citation(s) in RCA: 27] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/16/2012] [Accepted: 11/10/2012] [Indexed: 11/23/2022]
Abstract
The need to discover new peptide sequences to perform particular tasks has lead to a variety of peptide screening methods: phage display, yeast display, bacterial display and resin display. These are effective screening methods because the role of background binding is often insignificant. In the field of nonfouling materials, however, a premium is placed on chemistries that have extremely low levels of nonspecific binding. Due to the presence of background binding, it is not possible to use traditional peptide screening methods to select for nonfouling chemistries. Here, we developed a peptide screening method, as compared to traditional methods, that can successfully evaluate the effectiveness of nonfouling peptide sequences. We have tested the effect of different peptide lengths and chemistries on the adsorption of protein. The order of residues within a single sequence was also adjusted to determine the effect of charge segregation on protein adsorption.
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46
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Kunys AR, Lian W, Pei D. Specificity profiling of protein-binding domains using one-bead-one-compound Peptide libraries. CURRENT PROTOCOLS IN CHEMICAL BIOLOGY 2012; 4:331-55. [PMID: 23788558 PMCID: PMC3690186 DOI: 10.1002/9780470559277.ch120125] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/28/2022]
Abstract
One-bead-one-compound (OBOC) libraries consist of structurally related compounds (e.g., peptides) covalently attached to a solid support, with each resin bead carrying a unique compound. OBOC libraries of high structural diversity can be rapidly synthesized and screened without the need for any special equipment, and therefore can be employed in any chemical or biochemical laboratory. OBOC peptide libraries have been widely used to map the ligand specificity of proteins, to determine the substrate specificity of enzymes, and to develop inhibitors against macromolecular targets. They have proven particularly useful in profiling the binding specificity of protein modular domains (e.g., SH2 domains, BIR domains, and PDZ domains); subsequently, the specificity information can be used to predict the protein targets of these domains. The protocols outlined in this article describe the methodologies for synthesizing and screening OBOC peptide libraries against SH2 and PDZ domains, and the related data analysis. Curr. Protoc. Chem. Biol. 4:331-355 © 2012 by John Wiley & Sons, Inc.
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Affiliation(s)
- Andrew R. Kunys
- Department of Chemistry and Biochemistry, The Ohio State University
| | - Wenlong Lian
- Department of Chemistry and Biochemistry, The Ohio State University
| | - Dehua Pei
- Department of Chemistry and Biochemistry, The Ohio State University
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47
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Cho CF, Amadei GA, Breadner D, Luyt LG, Lewis JD. Discovery of novel integrin ligands from combinatorial libraries using a multiplex "beads on a bead" approach. NANO LETTERS 2012; 12:5957-5965. [PMID: 23094984 DOI: 10.1021/nl3034043] [Citation(s) in RCA: 20] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/01/2023]
Abstract
The development of screening approaches to identify novel affinity ligands has paved the way for a new generation of molecular targeted nanomedicines. Conventional methods typically bias the display of the target protein to ligands during the screening process. We have developed an unbiased multiplex "beads on a bead" strategy to isolate, characterize, and validate high affinity ligands from OBOC libraries. Novel non-RGD peptides that target α(v)β(3) integrin were discovered that do not affect cancer or endothelial cell biology. The peptides identified here represent novel integrin-targeted agents that can be used to develop targeted nanomedicines without the risk of increased tumor invasion and metastasis.
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Affiliation(s)
- Choi-Fong Cho
- Department of Medical Biophysics, MSB-415A, The University of Western Ontario, London, Ontario, N6A 5C1 Canada
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48
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Hintersteiner M, Buehler C, Auer M. On-Bead Screens Sample Narrower Affinity Ranges of Protein-Ligand Interactions Compared to Equivalent Solution Assays. Chemphyschem 2012; 13:3472-80. [DOI: 10.1002/cphc.201200117] [Citation(s) in RCA: 21] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/09/2012] [Revised: 06/27/2012] [Indexed: 11/06/2022]
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49
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Dewan V, Liu T, Chen KM, Qian Z, Xiao Y, Kleiman L, Mahasenan KV, Li C, Matsuo H, Pei D, Musier-Forsyth K. Cyclic peptide inhibitors of HIV-1 capsid-human lysyl-tRNA synthetase interaction. ACS Chem Biol 2012; 7:761-9. [PMID: 22276994 PMCID: PMC3330833 DOI: 10.1021/cb200450w] [Citation(s) in RCA: 27] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/24/2022]
Abstract
![]()
The human immunodeficiency virus type 1 (HIV-1) capsid
protein
(CA) plays a critical role in the viral life cycle. The C-terminal
domain (CTD) of CA binds to human lysyl-tRNA synthetase (hLysRS),
and this interaction facilitates packaging of host cell tRNALys,3, which serves as the primer for reverse transcription. Here, we
report the library synthesis, high-throughput screening, and identification
of cyclic peptides (CPs) that bind HIV-1 CA. Scrambling or single-residue
changes of the selected peptide sequences eliminated binding, suggesting
a sequence-specific mode of interaction. Two peptides (CP2 and CP4)
subjected to detailed analysis also inhibited hLysRS/CA interaction in vitro. Nuclear magnetic resonance spectroscopy and mutagenesis
studies revealed that both CPs bind to a site proximal to helix 4
of the CA-CTD, which is the known site of hLysRS interaction. These
results extend the current repertoire of CA-binding molecules to a
new class of peptides targeting a novel site with potential for development
into novel antiviral agents.
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Affiliation(s)
| | | | - Kuan-Ming Chen
- Biochemistry, Molecular
Biology
and Biophysics, University of Minnesota, Minneapolis, Minnesota 55455, United States
| | | | - Yong Xiao
- Lady Davis Institute for Medical
Research and McGill AIDS Centre, Jewish General Hospital, Montreal, Quebec, Canada H3T 1E2
| | - Lawrence Kleiman
- Lady Davis Institute for Medical
Research and McGill AIDS Centre, Jewish General Hospital, Montreal, Quebec, Canada H3T 1E2
| | | | | | - Hiroshi Matsuo
- Biochemistry, Molecular
Biology
and Biophysics, University of Minnesota, Minneapolis, Minnesota 55455, United States
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50
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Wiesmayr A, Fournier P, Jäschke A. An on-bead tailing/ligation approach for sequencing resin-bound RNA libraries. Nucleic Acids Res 2012; 40:e68. [PMID: 22298510 PMCID: PMC3351178 DOI: 10.1093/nar/gks004] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/02/2022] Open
Abstract
Nucleic acids possess the unique property of being enzymatically amplifiable, and have therefore been a popular choice for the combinatorial selection of functional sequences, such as aptamers or ribozymes. However, amplification typically requires known sequence segments that serve as primer binding sites, which can be limiting for certain applications, like the screening of on-bead libraries. Here, we report a method to amplify and sequence on-bead RNA libraries that requires not more than five known nucleotides. A key element is the attachment of the starting nucleoside to the synthesis resin via the nucleobase, which leaves the 3′-OH group accessible to subsequent enzymatic manipulations. After split-and-mix synthesis of the oligonucleotide library and deprotection, a poly(A)-tail can be efficiently added to this free 3′-hydroxyl terminus by Escherichia coli poly(A) polymerase that serves as an anchored primer binding site for reverse transcription. The cDNA is joined to a DNA adapter by T4 DNA ligase. PCR amplification yielded single-band products that could be cloned and sequenced starting from individual polystyrene beads. The method described here makes the selection of functional RNAs from on-bead RNA libraries more attractive due to increased flexibility in library design, higher yields of full-length sequence on bead and robust sequence determination.
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Affiliation(s)
- Anna Wiesmayr
- Institute of Pharmacy and Molecular Biotechnology, Heidelberg University, Im Neuenheimer Feld 364, Heidelberg 69120, Germany
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