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Petrenko VA. Phage Display's Prospects for Early Diagnosis of Prostate Cancer. Viruses 2024; 16:277. [PMID: 38400052 PMCID: PMC10892688 DOI: 10.3390/v16020277] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/30/2023] [Revised: 02/05/2024] [Accepted: 02/05/2024] [Indexed: 02/25/2024] Open
Abstract
Prostate cancer (PC) is the second most diagnosed cancer among men. It was observed that early diagnosis of disease is highly beneficial for the survival of cancer patients. Therefore, the extension and increasing quality of life of PC patients can be achieved by broadening the cancer screening programs that are aimed at the identification of cancer manifestation in patients at earlier stages, before they demonstrate well-understood signs of the disease. Therefore, there is an urgent need for standard, sensitive, robust, and commonly available screening and diagnosis tools for the identification of early signs of cancer pathologies. In this respect, the "Holy Grail" of cancer researchers and bioengineers for decades has been molecular sensing probes that would allow for the diagnosis, prognosis, and monitoring of cancer diseases via their interaction with cell-secreted and cell-associated PC biomarkers, e.g., PSA and PSMA, respectively. At present, most PSA tests are performed at centralized laboratories using high-throughput total PSA immune analyzers, which are suitable for dedicated laboratories and are not readily available for broad health screenings. Therefore, the current trend in the detection of PC is the development of portable biosensors for mobile laboratories and individual use. Phage display, since its conception by George Smith in 1985, has emerged as a premier tool in molecular biology with widespread application. This review describes the role of the molecular evolution and phage display paradigm in revolutionizing the methods for the early diagnosis and monitoring of PC.
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Affiliation(s)
- Valery A Petrenko
- Department of Pathobiology, College of Veterinary Medicine, Auburn University, Auburn, AL 36849, USA
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2
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Wang S, Uchida N, Ueno K, Matsubara T, Sato T, Aida T, Ishida Y. Effects of the Magnetic Orientation of M13 Bacteriophage on Phage Display Selection. Chemistry 2023; 29:e202302261. [PMID: 37638672 DOI: 10.1002/chem.202302261] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/15/2023] [Revised: 08/24/2023] [Accepted: 08/28/2023] [Indexed: 08/29/2023]
Abstract
Although phage display selection using a library of M13 bacteriophage has become a powerful tool for finding peptides that bind to target materials on demand, a remaining concern of this method is the interference by the M13 main body, which is a huge filament >103 times larger than the displayed peptide, and therefore would nonspecifically adhere to the target or sterically inhibit the binding of the displayed peptide. Meanwhile, filamentous phages are known to be orientable by an external magnetic field. If M13 filaments are magnetically oriented during the library selection, their angular arrangement relative to the target surface would be changed, being expected to control the interference by the M13 main body. This study reports that the magnetic orientation of M13 filaments vertical to the target surface significantly affects the selection. When the target surface was affinitive to the M13 main body, this orientation notably suppressed the nonspecific adhesion. Furthermore, when the target surface was less affinitive to the M13 main body and intrinsically free from the nonspecific adhesion, this orientation drastically changed the population of M13 clones obtained through library selection. The method of using no chemicals but only a physical stimulus is simple, clean, and expected to expand the scope of phage display selection.
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Affiliation(s)
- Shuxu Wang
- RIKEN Center for Emergent Matter Science, 2-1 Hirosawa, Wako, Saitama, 351-0198, Japan
- Department of Chemistry and Biotechnology, School of Engineering, The University of Tokyo, 7-3-1 Hongo, Bunkyo-ku, Tokyo, 113-8656, Japan
| | - Noriyuki Uchida
- RIKEN Center for Emergent Matter Science, 2-1 Hirosawa, Wako, Saitama, 351-0198, Japan
| | - Kento Ueno
- RIKEN Center for Emergent Matter Science, 2-1 Hirosawa, Wako, Saitama, 351-0198, Japan
- Department of Chemistry and Biotechnology, School of Engineering, The University of Tokyo, 7-3-1 Hongo, Bunkyo-ku, Tokyo, 113-8656, Japan
| | - Teruhiko Matsubara
- Department of Biosciences and Informatics, Keio University, 3-14-1 Hiyoshi, Kouhoku-ku, Yokohama, 223-8522, Japan
| | - Toshinori Sato
- Department of Biosciences and Informatics, Keio University, 3-14-1 Hiyoshi, Kouhoku-ku, Yokohama, 223-8522, Japan
| | - Takuzo Aida
- RIKEN Center for Emergent Matter Science, 2-1 Hirosawa, Wako, Saitama, 351-0198, Japan
- Department of Chemistry and Biotechnology, School of Engineering, The University of Tokyo, 7-3-1 Hongo, Bunkyo-ku, Tokyo, 113-8656, Japan
| | - Yasuhiro Ishida
- RIKEN Center for Emergent Matter Science, 2-1 Hirosawa, Wako, Saitama, 351-0198, Japan
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Aripov VS, Volkova NV, Taranin AV, Mechetina LV, Chikaev NA, Nayakshin AM, Nesmeyanova VS, Isaeva AA, Merkul'eva YA, Shanshin DV, Belenkaya SV, Ilyichev AA, Shcherbakov DN. The Search for Single-Domain Antibodies Interacting with the Receptor-Binding Domain of SARS-CoV-2 Surface Protein. Bull Exp Biol Med 2023:10.1007/s10517-023-05839-6. [PMID: 37464199 DOI: 10.1007/s10517-023-05839-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/08/2022] [Indexed: 07/20/2023]
Abstract
We performed a search for nanoantibodies that specifically interact with the receptor-binding domain (RBD) of the SARS-CoV-2 surface protein. The specificity of single-domain antibodies from the blood sera of a llama immunized with RBD of SARS-CoV-2 surface protein S (variant B.1.1.7 (Alpha)) was analyzed by ELISA. Recombinant trimers of the SARS-CoV-2 spike protein were used as antigens. In this work, a set of single-domain antibodies was obtained that specifically bind to the RBD of the SARS-CoV-2 virus.
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Affiliation(s)
- V S Aripov
- State Research Center of Virology and Biotechnology "VECTOR", Federal Service for Surveillance on Consumer Rights Protection and Human Wellbeing, Koltsovo, Novosibirsk region, Russia.
| | - N V Volkova
- State Research Center of Virology and Biotechnology "VECTOR", Federal Service for Surveillance on Consumer Rights Protection and Human Wellbeing, Koltsovo, Novosibirsk region, Russia
| | - A V Taranin
- Institute of Molecular and Cellular Biology, Siberian Division of the Russian Academy of Sciences, Novosibirsk, Russia
| | - L V Mechetina
- Institute of Molecular and Cellular Biology, Siberian Division of the Russian Academy of Sciences, Novosibirsk, Russia
| | - N A Chikaev
- Institute of Molecular and Cellular Biology, Siberian Division of the Russian Academy of Sciences, Novosibirsk, Russia
| | - A M Nayakshin
- Institute of Molecular and Cellular Biology, Siberian Division of the Russian Academy of Sciences, Novosibirsk, Russia
| | - V S Nesmeyanova
- State Research Center of Virology and Biotechnology "VECTOR", Federal Service for Surveillance on Consumer Rights Protection and Human Wellbeing, Koltsovo, Novosibirsk region, Russia
| | - A A Isaeva
- State Research Center of Virology and Biotechnology "VECTOR", Federal Service for Surveillance on Consumer Rights Protection and Human Wellbeing, Koltsovo, Novosibirsk region, Russia
| | - Yu A Merkul'eva
- State Research Center of Virology and Biotechnology "VECTOR", Federal Service for Surveillance on Consumer Rights Protection and Human Wellbeing, Koltsovo, Novosibirsk region, Russia
| | - D V Shanshin
- State Research Center of Virology and Biotechnology "VECTOR", Federal Service for Surveillance on Consumer Rights Protection and Human Wellbeing, Koltsovo, Novosibirsk region, Russia
| | - S V Belenkaya
- State Research Center of Virology and Biotechnology "VECTOR", Federal Service for Surveillance on Consumer Rights Protection and Human Wellbeing, Koltsovo, Novosibirsk region, Russia
| | - A A Ilyichev
- State Research Center of Virology and Biotechnology "VECTOR", Federal Service for Surveillance on Consumer Rights Protection and Human Wellbeing, Koltsovo, Novosibirsk region, Russia
| | - D N Shcherbakov
- State Research Center of Virology and Biotechnology "VECTOR", Federal Service for Surveillance on Consumer Rights Protection and Human Wellbeing, Koltsovo, Novosibirsk region, Russia
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4
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Dueñas ME, Peltier‐Heap RE, Leveridge M, Annan RS, Büttner FH, Trost M. Advances in high-throughput mass spectrometry in drug discovery. EMBO Mol Med 2022; 15:e14850. [PMID: 36515561 PMCID: PMC9832828 DOI: 10.15252/emmm.202114850] [Citation(s) in RCA: 8] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/13/2021] [Revised: 10/03/2022] [Accepted: 10/07/2022] [Indexed: 12/15/2022] Open
Abstract
High-throughput (HT) screening drug discovery, during which thousands or millions of compounds are screened, remains the key methodology for identifying active chemical matter in early drug discovery pipelines. Recent technological developments in mass spectrometry (MS) and automation have revolutionized the application of MS for use in HT screens. These methods allow the targeting of unlabelled biomolecules in HT assays, thereby expanding the breadth of targets for which HT assays can be developed compared to traditional approaches. Moreover, these label-free MS assays are often cheaper, faster, and more physiologically relevant than competing assay technologies. In this review, we will describe current MS techniques used in drug discovery and explain their advantages and disadvantages. We will highlight the power of mass spectrometry in label-free in vitro assays, and its application for setting up multiplexed cellular phenotypic assays, providing an exciting new tool for screening compounds in cell lines, and even primary cells. Finally, we will give an outlook on how technological advances will increase the future use and the capabilities of mass spectrometry in drug discovery.
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Affiliation(s)
- Maria Emilia Dueñas
- Laboratory for Biomedical Mass Spectrometry, Biosciences InstituteNewcastle UniversityNewcastle‐upon‐TyneUK
| | - Rachel E Peltier‐Heap
- Discovery Analytical, Screening Profiling and Mechanistic Biology, GSK R&DStevenageUK
| | - Melanie Leveridge
- Discovery Analytical, Screening Profiling and Mechanistic Biology, GSK R&DStevenageUK
| | - Roland S Annan
- Discovery Analytical, Screening Profiling and Mechanistic Biology, GSK R&DStevenageUK
| | - Frank H Büttner
- Drug Discovery Sciences, High Throughput BiologyBoehringer Ingelheim Pharma GmbH&CoKGBiberachGermany
| | - Matthias Trost
- Laboratory for Biomedical Mass Spectrometry, Biosciences InstituteNewcastle UniversityNewcastle‐upon‐TyneUK
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5
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Chappert P, Huetz F, Espinasse MA, Chatonnet F, Pannetier L, Da Silva L, Goetz C, Mégret J, Sokal A, Crickx E, Nemazanyy I, Jung V, Guerrera C, Storck S, Mahévas M, Cosma A, Revy P, Fest T, Reynaud CA, Weill JC. Human anti-smallpox long-lived memory B cells are defined by dynamic interactions in the splenic niche and long-lasting germinal center imprinting. Immunity 2022; 55:1872-1890.e9. [PMID: 36130603 PMCID: PMC7613742 DOI: 10.1016/j.immuni.2022.08.019] [Citation(s) in RCA: 11] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/01/2022] [Revised: 06/22/2022] [Accepted: 08/26/2022] [Indexed: 12/31/2022]
Abstract
Memory B cells (MBCs) can persist for a lifetime, but the mechanisms that allow their long-term survival remain poorly understood. Here, we isolated and analyzed human splenic smallpox/vaccinia protein B5-specific MBCs in individuals who were vaccinated more than 40 years ago. Only a handful of clones persisted over such an extended period, and they displayed limited intra-clonal diversity with signs of extensive affinity-based selection. These long-lived MBCs appeared enriched in a CD21hiCD20hi IgG+ splenic B cell subset displaying a marginal-zone-like NOTCH/MYC-driven signature, but they did not harbor a unique longevity-associated transcriptional or metabolic profile. Finally, the telomeres of B5-specific, long-lived MBCs were longer than those in patient-paired naive B cells in all the samples analyzed. Overall, these results imply that separate mechanisms such as early telomere elongation, affinity selection during the contraction phase, and access to a specific niche contribute to ensuring the functional longevity of MBCs.
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Affiliation(s)
- Pascal Chappert
- Institut Necker Enfants Malades (INEM), INSERM U1151/CNRS UMR 8253, Université Paris Cité, Paris, France; Inovarion, Paris, France; Institut Mondor de Recherche Biomédicale (IMRB), INSERM U955, équipe 2, Université Paris-Est Créteil (UPEC), Créteil, France.
| | - François Huetz
- Institut Necker Enfants Malades (INEM), INSERM U1151/CNRS UMR 8253, Université Paris Cité, Paris, France; Institut Pasteur, Université Paris Cité, Unité Anticorps en thérapie et pathologie, UMR 1222 INSERM, Paris, France
| | - Marie-Alix Espinasse
- Institut Necker Enfants Malades (INEM), INSERM U1151/CNRS UMR 8253, Université Paris Cité, Paris, France
| | - Fabrice Chatonnet
- Université de Rennes 1, INSERM, Établissement Français du Sang de Bretagne, UMR_S1236, Rennes, France; Laboratoire d'Hématologie, Pôle de Biologie, Centre Hospitalier Universitaire, Rennes, France
| | - Louise Pannetier
- Institut Necker Enfants Malades (INEM), INSERM U1151/CNRS UMR 8253, Université Paris Cité, Paris, France
| | - Lucie Da Silva
- Institut Necker Enfants Malades (INEM), INSERM U1151/CNRS UMR 8253, Université Paris Cité, Paris, France
| | - Clara Goetz
- Institut Necker Enfants Malades (INEM), INSERM U1151/CNRS UMR 8253, Université Paris Cité, Paris, France
| | - Jérome Mégret
- Structure Fédérative de Recherche Necker, INSERM US24-CNRS UAR3633, Paris, France
| | - Aurélien Sokal
- Institut Necker Enfants Malades (INEM), INSERM U1151/CNRS UMR 8253, Université Paris Cité, Paris, France
| | - Etienne Crickx
- Institut Necker Enfants Malades (INEM), INSERM U1151/CNRS UMR 8253, Université Paris Cité, Paris, France; Service de Médecine Interne, Centre Hospitalier Universitaire Henri Mondor, Assistance Publique-Hôpitaux de Paris (AP-HP), Université Paris-Est Créteil (UPEC), Créteil, France
| | - Ivan Nemazanyy
- Structure Fédérative de Recherche Necker, INSERM US24-CNRS UAR3633, Paris, France
| | - Vincent Jung
- Structure Fédérative de Recherche Necker, INSERM US24-CNRS UAR3633, Paris, France
| | - Chiara Guerrera
- Structure Fédérative de Recherche Necker, INSERM US24-CNRS UAR3633, Paris, France
| | - Sébastien Storck
- Institut Necker Enfants Malades (INEM), INSERM U1151/CNRS UMR 8253, Université Paris Cité, Paris, France
| | - Matthieu Mahévas
- Institut Necker Enfants Malades (INEM), INSERM U1151/CNRS UMR 8253, Université Paris Cité, Paris, France; Institut Mondor de Recherche Biomédicale (IMRB), INSERM U955, équipe 2, Université Paris-Est Créteil (UPEC), Créteil, France; Service de Médecine Interne, Centre Hospitalier Universitaire Henri Mondor, Assistance Publique-Hôpitaux de Paris (AP-HP), Université Paris-Est Créteil (UPEC), Créteil, France
| | - Antonio Cosma
- Translational Medicine Operations Hub, National Cytometry Platform, Luxembourg Institute of Health, Esch-sur-Alzette, Luxembourg
| | - Patrick Revy
- INSERM UMR 1163, Laboratory of Genome Dynamics in the Immune System, Labellisé Ligue Nationale contre le Cancer, Imagine Institute, Université Paris Cité, Paris, France
| | - Thierry Fest
- Université de Rennes 1, INSERM, Établissement Français du Sang de Bretagne, UMR_S1236, Rennes, France; Laboratoire d'Hématologie, Pôle de Biologie, Centre Hospitalier Universitaire, Rennes, France
| | - Claude-Agnès Reynaud
- Institut Necker Enfants Malades (INEM), INSERM U1151/CNRS UMR 8253, Université Paris Cité, Paris, France.
| | - Jean-Claude Weill
- Institut Necker Enfants Malades (INEM), INSERM U1151/CNRS UMR 8253, Université Paris Cité, Paris, France.
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6
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Saksena SD, Liu G, Banholzer C, Horny G, Ewert S, Gifford DK. Computational counterselection identifies nonspecific therapeutic biologic candidates. Cell Rep Methods 2022; 2:100254. [PMID: 35880012 PMCID: PMC9308162 DOI: 10.1016/j.crmeth.2022.100254] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 03/07/2022] [Revised: 04/22/2022] [Accepted: 06/17/2022] [Indexed: 01/13/2023]
Abstract
Effective biologics require high specificity and limited off-target binding, but these properties are not guaranteed by current affinity-selection-based discovery methods. Molecular counterselection against off targets is a technique for identifying nonspecific sequences but is experimentally costly and can fail to eliminate a large fraction of nonspecific sequences. Here, we introduce computational counterselection, a framework for removing nonspecific sequences from pools of candidate biologics using machine learning models. We demonstrate the method using sequencing data from single-target affinity selection of antibodies, bypassing combinatorial experiments. We show that computational counterselection outperforms molecular counterselection by performing cross-target selection and individual binding assays to determine the performance of each method at retaining on-target, specific antibodies and identifying and eliminating off-target, nonspecific antibodies. Further, we show that one can identify generally polyspecific antibody sequences using a general model trained on affinity data from unrelated targets with potential affinity for a broad range of sequences.
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Affiliation(s)
- Sachit Dinesh Saksena
- Computer Science and Artificial Intelligence Laboratory, Massachusetts Institute of Technology, Cambridge, MA 02139, USA
- Computational and Systems Biology, Massachusetts Institute of Technology, Cambridge, MA 02139, USA
| | - Ge Liu
- Computer Science and Artificial Intelligence Laboratory, Massachusetts Institute of Technology, Cambridge, MA 02139, USA
- Department of Electrical Engineering and Computer Science, Massachusetts Institute of Technology, Cambridge, MA 02139, USA
| | | | - Geraldine Horny
- Novartis Institute of BioMedical Research (NIBR), Basel, Switzerland
| | - Stefan Ewert
- Novartis Institute of BioMedical Research (NIBR), Basel, Switzerland
| | - David K Gifford
- Computer Science and Artificial Intelligence Laboratory, Massachusetts Institute of Technology, Cambridge, MA 02139, USA
- Department of Electrical Engineering and Computer Science, Massachusetts Institute of Technology, Cambridge, MA 02139, USA
- Department of Biological Engineering, Massachusetts Institute of Technology, Cambridge, MA 02139, USA
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7
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Linse S, Sormanni P, O'Connell DJ. An aggregation inhibitor specific to oligomeric intermediates of Aβ42 derived from phage display libraries of stable, small proteins. Proc Natl Acad Sci U S A 2022; 119:e2121966119. [PMID: 35580187 DOI: 10.1073/pnas.2121966119] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/04/2023] Open
Abstract
Alzheimer’s disease affects a growing number of people, but a cure is lacking. The disease is connected to the formation of plaques in the brain, the first of which appear years before the first symptoms. Current approaches fail to stop or revert the propagation of these plaques, which are also a source of neurotoxic species in the form of oligomers. This work represents two directions toward therapeutic developments: 1) the design and production of protein libraries based on a small and stable scaffold, and 2) the realization of a screening procedure that allows for the identification of oligomer binders. The approach is successful in identifying a candidate protein that binds to oligomers and reduces the rate of plaque proliferation. The self-assembly of amyloid β peptide (Aβ) to fibrillar and oligomeric aggregates is linked to Alzheimer’s disease. Aβ binders may serve as inhibitors of aggregation to prevent the generation of neurotoxic species and for the detection of Aβ species. A particular challenge involves finding binders to on-pathway oligomers given their transient nature. Here we construct two phage–display libraries built on the highly inert and stable protein scaffold S100G, one containing a six-residue variable surface patch and one harboring a seven-residue variable loop insertion. Monomers and fibrils of Aβ40 and Aβ42 were separately coupled to silica nanoparticles, using a coupling strategy leading to the presence of oligomers on the monomer beads, and they were used in three rounds of affinity selection. Next-generation sequencing revealed sequence clusters and candidate binding proteins (SXkmers). Two SXkmers were expressed as soluble proteins and tested in terms of aggregation inhibition via thioflavin T fluorescence. We identified an SXkmer with loop–insertion YLTIRLM as an inhibitor of the secondary nucleation of Aβ42 and binding analyses using surface plasmon resonance technology, Förster resonance energy transfer, and microfluidics diffusional sizing imply an interaction with intermediate oligomeric species. A linear peptide with the YLTIRLM sequence was found inhibitory but at a lower potency than the more constrained SXkmer loop. We identified an SXkmer with side-patch VI-WI-DD as an inhibitor of Aβ40 aggregation. Remarkably, our data imply that SXkmer-YLTIRLM blocks secondary nucleation through an interaction with oligomeric intermediates in solution or at the fibril surface, which is a unique inhibitory mechanism for a library-derived inhibitor.
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Scholle MD, McLaughlin D, Gurard-Levin ZA. High-Throughput Affinity Selection Mass Spectrometry Using SAMDI-MS to Identify Small-Molecule Binders of the Human Rhinovirus 3C Protease. SLAS Discov 2021; 26:974-983. [PMID: 34151629 DOI: 10.1177/24725552211023211] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/13/2023]
Abstract
Affinity selection mass spectrometry (ASMS) has emerged as a powerful high-throughput screening tool used in drug discovery to identify novel ligands against therapeutic targets. This report describes the first high-throughput screen using a novel self-assembled monolayer desorption ionization (SAMDI)-ASMS methodology to reveal ligands for the human rhinovirus 3C (HRV3C) protease. The approach combines self-assembled monolayers of alkanethiolates on gold with matrix-assisted laser desorption ionization time-of-flight (MALDI TOF) mass spectrometry (MS), a technique termed SAMDI-ASMS. The primary screen of more than 100,000 compounds in pools of 8 compounds per well was completed in less than 8 h, and informs on the binding potential and selectivity of each compound. Initial hits were confirmed in follow-up SAMDI-ASMS experiments in single-concentration and dose-response curves. The ligands identified by SAMDI-ASMS were further validated using differential scanning fluorimetry (DSF) and in functional protease assays against HRV3C and the related SARS-CoV-2 3CLpro enzyme. SAMDI-ASMS offers key benefits for drug discovery over traditional ASMS approaches, including the high-throughput workflow and readout, minimizing compound misbehavior by using smaller compound pools, and up to a 50-fold reduction in reagent consumption. The flexibility of this novel technology opens avenues for high-throughput ASMS assays of any target, thereby accelerating drug discovery for diverse diseases.
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9
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Wiedmann M, Dranchak PK, Aitha M, Queme B, Collmus CD, Kashipathy MM, Kanter L, Lamy L, Rogers JM, Tao D, Battaile KP, Rai G, Lovell S, Suga H, Inglese J. Structure-activity relationship of ipglycermide binding to phosphoglycerate mutases. J Biol Chem 2021; 296:100628. [PMID: 33812994 PMCID: PMC8113725 DOI: 10.1016/j.jbc.2021.100628] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/31/2020] [Revised: 03/26/2021] [Accepted: 03/31/2021] [Indexed: 01/11/2023] Open
Abstract
Catalysis of human phosphoglycerate mutase is dependent on a 2,3-bisphosphoglycerate cofactor (dPGM), whereas the nonhomologous isozyme in many parasitic species is cofactor independent (iPGM). This mechanistic and phylogenetic diversity offers an opportunity for selective pharmacologic targeting of glycolysis in disease-causing organisms. We previously discovered ipglycermide, a potent inhibitor of iPGM, from a large combinatorial cyclic peptide library. To fully delineate the ipglycermide pharmacophore, herein we construct a detailed structure–activity relationship using 280 substituted ipglycermide analogs. Binding affinities of these analogs to immobilized Caenorhabditis elegans iPGM, measured as fold enrichment relative to the index residue by deep sequencing of an mRNA display library, illuminated the significance of each amino acid to the pharmacophore. Using cocrystal structures and binding kinetics, we show that the high affinity of ipglycermide for iPGM orthologs, from Brugia malayi, Onchocerca volvulus, Dirofilaria immitis, and Escherichia coli, is achieved by a codependence between (1) the off-rate mediated by the macrocycle Cys14 thiolate coordination to an active-site Zn2+ in the iPGM phosphatase domain and (2) shape complementarity surrounding the macrocyclic core at the phosphotransferase–phosphatase domain interface. Our results show that the high-affinity binding of ipglycermide to iPGMs freezes these structurally dynamic enzymes into an inactive, stable complex.
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Affiliation(s)
- Mareike Wiedmann
- Department of Chemistry, Graduate School of Sciences, The University of Tokyo, Tokyo, Japan
| | - Patricia K Dranchak
- National Center for Advancing Translational Sciences, National Institutes of Health, Rockville, Maryland, USA
| | - Mahesh Aitha
- National Center for Advancing Translational Sciences, National Institutes of Health, Rockville, Maryland, USA
| | - Bryan Queme
- National Center for Advancing Translational Sciences, National Institutes of Health, Rockville, Maryland, USA
| | - Christopher D Collmus
- National Center for Advancing Translational Sciences, National Institutes of Health, Rockville, Maryland, USA
| | - Maithri M Kashipathy
- Protein Structure Laboratory, Structural Biology Center, University of Kansas, Lawrence, Kansas, USA
| | - Liza Kanter
- National Center for Advancing Translational Sciences, National Institutes of Health, Rockville, Maryland, USA
| | - Laurence Lamy
- National Center for Advancing Translational Sciences, National Institutes of Health, Rockville, Maryland, USA
| | - Joseph M Rogers
- Department of Chemistry, Graduate School of Sciences, The University of Tokyo, Tokyo, Japan
| | - Dingyin Tao
- National Center for Advancing Translational Sciences, National Institutes of Health, Rockville, Maryland, USA
| | - Kevin P Battaile
- IMCA-CAT Advanced Photon Source, Argonne National Laboratory, Argonne, Illinois, USA
| | - Ganesha Rai
- National Center for Advancing Translational Sciences, National Institutes of Health, Rockville, Maryland, USA
| | - Scott Lovell
- Protein Structure Laboratory, Structural Biology Center, University of Kansas, Lawrence, Kansas, USA
| | - Hiroaki Suga
- Department of Chemistry, Graduate School of Sciences, The University of Tokyo, Tokyo, Japan.
| | - James Inglese
- National Center for Advancing Translational Sciences, National Institutes of Health, Rockville, Maryland, USA; National Human Genome Research Institute, National Institutes of Health, Bethesda, Maryland, USA.
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Foley TL, Burchett W, Chen Q, Flanagan ME, Kapinos B, Li X, Montgomery JI, Ratnayake AS, Zhu H, Peakman MC. Selecting Approaches for Hit Identification and Increasing Options by Building the Efficient Discovery of Actionable Chemical Matter from DNA-Encoded Libraries. SLAS Discov 2021; 26:263-280. [PMID: 33412987 DOI: 10.1177/2472555220979589] [Citation(s) in RCA: 13] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/13/2022]
Abstract
Over the past 20 years, the toolbox for discovering small-molecule therapeutic starting points has expanded considerably. Pharmaceutical researchers can now choose from technologies that, in addition to traditional high-throughput knowledge-based and diversity screening, now include the screening of fragment and fragment-like libraries, affinity selection mass spectrometry, and selection against DNA-encoded libraries (DELs). Each of these techniques has its own unique combination of advantages and limitations that makes them more, or less, suitable for different target classes or discovery objectives, such as desired mechanism of action. Layered on top of this are the constraints of the drug-hunters themselves, including budgets, timelines, and available platform capacity; each of these can play a part in dictating the hit identification strategy for a discovery program. In this article, we discuss some of the factors that we use to govern our building of a hit identification roadmap for a program and describe the increasing role that DELs are playing in our discovery strategy. Furthermore, we share our learning during our initial exploration of DEL and highlight the approaches we have evolved to maximize the value returned from DEL selections. Topics addressed include the optimization of library design and production, reagent validation, data analysis, and hit confirmation. We describe how our thinking in these areas has led us to build a DEL platform that has begun to deliver tractable matter to our global discovery portfolio.
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Affiliation(s)
| | | | - Qiuxia Chen
- Lead Generation Unit, HitGen Inc., Chengdu, Shuangliu District, China
| | | | | | - Xianyang Li
- Lead Generation Unit, HitGen Inc., Chengdu, Shuangliu District, China
| | | | | | - Hongyao Zhu
- Simulation and Modelling Sciences, Pfizer Inc., Groton, CT, USA
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11
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Warner NL, Linville AC, Core SB, Moreno B, Pascale JM, Peabody DS, Chackerian B, Frietze KM. Expansion and Refinement of Deep Sequence-Coupled Biopanning Technology for Epitope-Specific Antibody Responses in Human Serum. Viruses 2020; 12:E1114. [PMID: 33008118 PMCID: PMC7600589 DOI: 10.3390/v12101114] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/15/2020] [Revised: 09/18/2020] [Accepted: 09/25/2020] [Indexed: 12/17/2022] Open
Abstract
Identifying the specific epitopes targeted by antibodies elicited in response to infectious diseases is important for developing vaccines and diagnostics. However, techniques for broadly exploring the specificity of antibodies in a rapid manner are lacking, limiting our ability to quickly respond to emerging viruses. We previously reported a technology that couples deep sequencing technology with a bacteriophage MS2 virus-like particle (VLP) peptide display platform for identifying pathogen-specific antibody responses. Here, we describe refinements that expand the number of patient samples that can be processed at one time, increasing the utility of this technology for rapidly responding to emerging infectious diseases. We used dengue virus (DENV) as a model system since much is already known about the antibody response. Sera from primary DENV-infected patients (n = 28) were used to pan an MS2 bacteriophage VLP library displaying all possible 10-amino-acid peptides from the DENV polypeptide. Selected VLPs were identified by deep sequencing and further investigated by enzyme-linked immunosorbent assay. We identified previously described immunodominant regions of envelope and nonstructural protein-1, as well as a number of other epitopes. Our refinement of the deep sequence-coupled biopanning technology expands the utility of this approach for rapidly investigating the specificity of antibody responses to infectious diseases.
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Affiliation(s)
- Nikole L. Warner
- Department and Molecular Genetics and Microbiology, University of New Mexico Health Sciences, Albuquerque, NM 87131, USA; (N.L.W.); (A.C.L.); (S.B.C.); (D.S.P.); (B.C.)
| | - Alexandria C. Linville
- Department and Molecular Genetics and Microbiology, University of New Mexico Health Sciences, Albuquerque, NM 87131, USA; (N.L.W.); (A.C.L.); (S.B.C.); (D.S.P.); (B.C.)
| | - Susan B. Core
- Department and Molecular Genetics and Microbiology, University of New Mexico Health Sciences, Albuquerque, NM 87131, USA; (N.L.W.); (A.C.L.); (S.B.C.); (D.S.P.); (B.C.)
| | - Brechla Moreno
- Gorgas Memorial Institute, Panama 0801, Panama; (B.M.); (J.M.P.)
| | - Juan M. Pascale
- Gorgas Memorial Institute, Panama 0801, Panama; (B.M.); (J.M.P.)
| | - David S. Peabody
- Department and Molecular Genetics and Microbiology, University of New Mexico Health Sciences, Albuquerque, NM 87131, USA; (N.L.W.); (A.C.L.); (S.B.C.); (D.S.P.); (B.C.)
| | - Bryce Chackerian
- Department and Molecular Genetics and Microbiology, University of New Mexico Health Sciences, Albuquerque, NM 87131, USA; (N.L.W.); (A.C.L.); (S.B.C.); (D.S.P.); (B.C.)
| | - Kathryn M. Frietze
- Department and Molecular Genetics and Microbiology, University of New Mexico Health Sciences, Albuquerque, NM 87131, USA; (N.L.W.); (A.C.L.); (S.B.C.); (D.S.P.); (B.C.)
- Clinical and Translational Science Center, University of New Mexico Health Sciences, Albuquerque, NM 87131, USA
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12
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Collar AL, Linville AC, Core SB, Wheeler CM, Geisler WM, Peabody DS, Chackerian B, Frietze KM. Antibodies to Variable Domain 4 Linear Epitopes of the Chlamydia trachomatis Major Outer Membrane Protein Are Not Associated with Chlamydia Resolution or Reinfection in Women. mSphere 2020; 5:e00654-20. [PMID: 32968007 DOI: 10.1128/mSphere.00654-20] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/27/2022] Open
Abstract
C. trachomatis infection is the most common bacterial sexually transmitted infection, and infection in women can lead to pelvic inflammatory disease and infertility. No licensed vaccine exists to prevent C. trachomatis infection, and investigations of the natural immune response may inform the design of targeted vaccines for C. trachomatis. Our study fills a gap in knowledge regarding the epitope specificity of antibody responses that are elicited in response to C. trachomatis infection in women. We identified several new B cell epitopes for C. trachomatis antigens and confirmed B cell epitopes that have been identified by other methods. Our finding that women produce antibodies to the VD4-MOMP regardless of infection outcome provides insight into vaccine development, suggesting that vaccines targeting VD4-MOMP may need to elicit higher-titer antibody responses than natural infection imparts or that additional vaccine targets should be pursued in the future. Chlamydia trachomatis is an obligate intracellular bacterium. C. trachomatis infection is the most prevalent bacterial sexually transmitted infection and can lead to pelvic inflammatory disease and infertility in women. There is no licensed vaccine for C. trachomatis prevention, in part due to gaps in our knowledge of C. trachomatis-specific immune responses elicited during human infections. Previous investigations of the antibody response to C. trachomatis have identified immunodominant antigens and antibodies that can neutralize infection in cell culture. However, epitope-specific responses to C. trachomatis are not well characterized, and the impact of these antibodies on infection outcome is unknown. We recently developed a technology called deep sequence-coupled biopanning that uses bacteriophage virus-like particles to display peptides from antigens and affinity select against human serum IgG. Here, we used this technology to map C. trachomatis-specific antibodies in groups of women with defined outcomes following C. trachomatis infection: (i) C. trachomatis negative upon presentation for treatment (“spontaneous resolvers”), (ii) C. trachomatis negative at a 3-month follow-up visit after treatment (“nonreinfected”), and (iii) C. trachomatis positive at a 3-month follow-up after treatment (“reinfected”). This analysis yielded immunodominant epitopes that had been previously described but also identified new epitopes targeted by human antibody responses to C. trachomatis. We focused on human antibody responses to the C. trachomatis variable domain 4 serovar-conserved region of the major outer membrane protein (VD4-MOMP), a previously described immunodominant epitope. All three groups of women produced IgG to the VD4-MOMP, suggesting that detection of serum antibodies to VD4-MOMP in women with urogenital C. trachomatis infection is not associated with protection against reinfection. IMPORTANCEC. trachomatis infection is the most common bacterial sexually transmitted infection, and infection in women can lead to pelvic inflammatory disease and infertility. No licensed vaccine exists to prevent C. trachomatis infection, and investigations of the natural immune response may inform the design of targeted vaccines for C. trachomatis. Our study fills a gap in knowledge regarding the epitope specificity of antibody responses that are elicited in response to C. trachomatis infection in women. We identified several new B cell epitopes for C. trachomatis antigens and confirmed B cell epitopes that have been identified by other methods. Our finding that women produce antibodies to the VD4-MOMP regardless of infection outcome provides insight into vaccine development, suggesting that vaccines targeting VD4-MOMP may need to elicit higher-titer antibody responses than natural infection imparts or that additional vaccine targets should be pursued in the future.
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13
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Abstract
Playing with evolution: In his Nobel lecture, George P. Smith reconstructs the story of the phage-display idea as he personally experienced it. The development of this technique is a case study in how a scientific advance emerges gradually in incremental steps within overlapping global scientific communities.
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Affiliation(s)
- George P Smith
- University of Missouri, Division of Biological Sciences, Tucker Hall, Columbia, MO, 65211-7400, USA
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14
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Faver JC, Riehle K, Lancia DR, Milbank JBJ, Kollmann CS, Simmons N, Yu Z, Matzuk MM. Quantitative Comparison of Enrichment from DNA-Encoded Chemical Library Selections. ACS Comb Sci 2019; 21:75-82. [PMID: 30672692 PMCID: PMC6372980 DOI: 10.1021/acscombsci.8b00116] [Citation(s) in RCA: 39] [Impact Index Per Article: 7.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Abstract
![]()
DNA-encoded
chemical libraries (DELs) provide a high-throughput
and cost-effective route for screening billions of unique molecules
for binding affinity for diverse protein targets. Identifying candidate
compounds from these libraries involves affinity selection, DNA sequencing,
and measuring enrichment in a sample pool of DNA barcodes. Successful
detection of potent binders is affected by many factors, including
selection parameters, chemical yields, library amplification, sequencing
depth, sequencing errors, library sizes, and the chosen enrichment
metric. To date, there has not been a clear consensus about how enrichment
from DEL selections should be measured or reported. We propose a normalized z-score enrichment metric using a binomial distribution
model that satisfies important criteria that are relevant for analysis
of DEL selection data. The introduced metric is robust with respect
to library diversity and sampling and allows for quantitative comparisons
of enrichment of n-synthons from parallel DEL selections.
These features enable a comparative enrichment analysis strategy that can
provide valuable information about hit compounds in early stage drug
discovery.
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Affiliation(s)
| | | | - David R. Lancia
- FORMA Therapeutics Inc., 500 Arsenal Street, Suite 100, Watertown, Massachusetts 02472, United States
| | - Jared B. J. Milbank
- FORMA Therapeutics Inc., 500 Arsenal Street, Suite 100, Watertown, Massachusetts 02472, United States
| | - Christopher S. Kollmann
- FORMA Therapeutics Inc., 500 Arsenal Street, Suite 100, Watertown, Massachusetts 02472, United States
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15
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McGinnis JE, Venegas LA, Lopez H, Kay BK. A Recombinant Affinity Reagent Specific for a Phosphoepitope of Akt1. Int J Mol Sci 2018; 19:E3305. [PMID: 30355958 DOI: 10.3390/ijms19113305] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/17/2018] [Revised: 10/10/2018] [Accepted: 10/16/2018] [Indexed: 11/17/2022] Open
Abstract
The serine/threonine-protein kinase, Akt1, plays an important part in mammalian cell growth, proliferation, migration and angiogenesis, and becomes activated through phosphorylation. To monitor phosphorylation of threonine 308 in Akt1, we developed a recombinant phosphothreonine-binding domain (pTBD) that is highly selective for the Akt1 phosphopeptide. A phage-display library of variants of the Forkhead-associated 1 (FHA1) domain of yeast Rad53p was screened by affinity selection to the phosphopeptide, 301-KDGATMKpTFCGTPEY-315, and yielded 12 binding clones. The strongest binders have equilibrium dissociation constants of 160–180 nanomolar and are phosphothreonine-specific in binding. The specificity of one Akt1-pTBD was compared to commercially available polyclonal antibodies (pAbs) generated against the same phosphopeptide. The Akt1-pTBD was either equal to or better than three pAbs in detecting the Akt1 pT308 phosphopeptide in ELISAs.
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16
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Kokoszka ME, Kall SL, Khosla S, McGinnis JE, Lavie A, Kay BK. Identification of two distinct peptide-binding pockets in the SH3 domain of human mixed-lineage kinase 3. J Biol Chem 2018; 293:13553-13565. [PMID: 29980598 PMCID: PMC6120190 DOI: 10.1074/jbc.ra117.000262] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/13/2017] [Revised: 06/11/2018] [Indexed: 12/11/2022] Open
Abstract
Mixed-lineage kinase 3 (MLK3; also known as MAP3K11) is a Ser/Thr protein kinase widely expressed in normal and cancerous tissues, including brain, lung, liver, heart, and skeletal muscle tissues. Its Src homology 3 (SH3) domain has been implicated in MLK3 autoinhibition and interactions with other proteins, including those from viruses. The MLK3 SH3 domain contains a six-amino-acid insert corresponding to the n-Src insert, suggesting that MLK3 may bind additional peptides. Here, affinity selection of a phage-displayed combinatorial peptide library for MLK3's SH3 domain yielded a 13-mer peptide, designated "MLK3 SH3-interacting peptide" (MIP). Unlike most SH3 domain peptide ligands, MIP contained a single proline. The 1.2-Å crystal structure of the MIP-bound SH3 domain revealed that the peptide adopts a β-hairpin shape, and comparison with a 1.5-Å apo SH3 domain structure disclosed that the n-Src loop in SH3 undergoes an MIP-induced conformational change. A 1.5-Å structure of the MLK3 SH3 domain bound to a canonical proline-rich peptide from hepatitis C virus nonstructural 5A (NS5A) protein revealed that it and MIP bind the SH3 domain at two distinct sites, but biophysical analyses suggested that the two peptides compete with each other for SH3 binding. Moreover, SH3 domains of MLK1 and MLK4, but not MLK2, also bound MIP, suggesting that the MLK1-4 family may be differentially regulated through their SH3 domains. In summary, we have identified two distinct peptide-binding sites in the SH3 domain of MLK3, providing critical insights into mechanisms of ligand binding by the MLK family of kinases.
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Affiliation(s)
| | - Stefanie L Kall
- Biochemistry and Molecular Genetics, University of Illinois, Chicago, Illinois 60607
| | | | | | - Arnon Lavie
- Biochemistry and Molecular Genetics, University of Illinois, Chicago, Illinois 60607
| | - Brian K Kay
- From the Departments of Biological Sciences and
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17
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Abstract
Macrobrachium rosenbergii nodavirus (MrNv) causes white tail disease (WTD) in giant freshwater prawns, which leads to devastating economic losses in the aquaculture industry. Despite extensive research on MrNv, there is still no antiviral agent to treat WTD. Thus, the main aim of this study was to identify potential anti-MrNv molecules. A 12-mer phage-displayed peptide library was biopanned against the MrNv virus-like particle (VLP). After four rounds of biopanning, two dominant phages harbouring the amino acid sequences HTKQIPRHIYSA and VSRHQSWHPHDL were selected. An equilibrium binding assay in solution was performed to determine the relative dissociation constant (KDrel) of the interaction between the MrNv VLP and the selected fusion phages. Phage-HTKQIPRHIYSA has a KDrel value of 92.4±22.8 nM, and phage-VSRHQSWHPHDL has a KDrel value of 12.7±3.8 nM. An in-cell elisa was used to determine the inhibitory effect of the synthetic peptides towards the entry of MrNv VLP into Spodoptera frugiperda (Sf9) cells. Peptides HTKQIPRHIYSA and VSRHQSWHPHDL inhibited the entry of the MrNv VLP into Sf9 cells with IC50 values of 30.4±3.6 and 26.5±8.8 µM, respectively. Combination of both peptides showed a significantly higher inhibitory effect with an IC50 of 4.9±0.4 µM. An MTT assay revealed that the viability of MrNv-infected cells increased to about 97 % in the presence of both peptides. A real-time RT-PCR assay showed that simultaneous application of both peptides significantly reduced the number of MrNv per infected cell, from 97±9 to 11±4. These peptides are lead compounds which can be further developed into potent anti-MrNv agents.
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Affiliation(s)
- Qiu Xian Thong
- 1Department of Microbiology, Faculty of Biotechnology and Biomolecular Sciences, Universiti Putra Malaysia, 43400 UPM Serdang, Selangor, Malaysia
| | - Chuan Loo Wong
- 1Department of Microbiology, Faculty of Biotechnology and Biomolecular Sciences, Universiti Putra Malaysia, 43400 UPM Serdang, Selangor, Malaysia
| | - Man Kwan Ooi
- 1Department of Microbiology, Faculty of Biotechnology and Biomolecular Sciences, Universiti Putra Malaysia, 43400 UPM Serdang, Selangor, Malaysia.,†Present address: Virus-Host Interaction Research Group, Infectious Disease Laboratory, Jeffrey Cheah School of Medicine and Health Sciences, Monash University Malaysia, Jalan Lagoon Selatan, Bandar Sunway, 47500 Subang Jaya, Selangor, Malaysia
| | - Chare Li Kueh
- 1Department of Microbiology, Faculty of Biotechnology and Biomolecular Sciences, Universiti Putra Malaysia, 43400 UPM Serdang, Selangor, Malaysia
| | - Kok Lian Ho
- 2Department of Pathology, Faculty of Medicine and Health Sciences, Universiti Putra Malaysia, 43400 UPM Serdang, Selangor, Malaysia
| | - Noorjahan Banu Alitheen
- 3Department of Cell and Molecular Biology, Faculty of Biotechnology and Biomolecular Sciences, Universiti Putra Malaysia, 43400 UPM Serdang, Selangor, Malaysia.,4Institute of Bioscience, Universiti Putra Malaysia, 43400 UPM Serdang, Selangor, Malaysia
| | - Wen Siang Tan
- 1Department of Microbiology, Faculty of Biotechnology and Biomolecular Sciences, Universiti Putra Malaysia, 43400 UPM Serdang, Selangor, Malaysia.,4Institute of Bioscience, Universiti Putra Malaysia, 43400 UPM Serdang, Selangor, Malaysia
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18
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Amigo J, Rama-Garda R, Bello X, Sobrino B, de Blas J, Martín-Ortega M, Jessop TC, Carracedo Á, Loza MIG, Domínguez E. tagFinder: A Novel Tag Analysis Methodology That Enables Detection of Molecules from DNA-Encoded Chemical Libraries. SLAS Discov 2018; 23:397-404. [PMID: 29361864 DOI: 10.1177/2472555217753840] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Subscribe] [Scholar Register] [Indexed: 12/29/2022]
Abstract
Available tools to analyze sequencing data coming from DNA-encoded chemical libraries (DELs) are often limited to in-house methods, which usually rely on strictly looking for the particular DEL structure used. Current methods do not take into account technological errors, such as library codification and sequencing errors, when detecting the sequences. The vast amount of data produced by next-generation sequencing of DEL screens is usually enough to extract the minimum information needed for compound identification. Here, we report a methodology to deconvolute encoding oligonucleotides, thus optimizing the sequencing power regardless of the library size, design complexity, or sequencing technology chosen. tagFinder is a highly flexible tool for fast tag detection and thorough DEL results characterization, which requires minimal hardware resources, scales linearly, and does not introduce any analytical error. The methodology can even deal with sequencing errors and PCR duplicates on single- or double-stranded DNA, enhancing the analytical detection and quantification of molecules and the informativeness of the entire process. Source code is available at https://github.com/jamigo/tagFinder .
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Affiliation(s)
- Jorge Amigo
- 1 Fundación Pública Galega de Medicina Xenómica (FPGMX), Servizo Galego de Saúde (SERGAS), Instituto de Investigaciones Sanitarias (IDIS), A Coruña, Spain
| | | | - Xabier Bello
- 1 Fundación Pública Galega de Medicina Xenómica (FPGMX), Servizo Galego de Saúde (SERGAS), Instituto de Investigaciones Sanitarias (IDIS), A Coruña, Spain
| | - Beatriz Sobrino
- 1 Fundación Pública Galega de Medicina Xenómica (FPGMX), Servizo Galego de Saúde (SERGAS), Instituto de Investigaciones Sanitarias (IDIS), A Coruña, Spain
| | | | | | | | - Ángel Carracedo
- 1 Fundación Pública Galega de Medicina Xenómica (FPGMX), Servizo Galego de Saúde (SERGAS), Instituto de Investigaciones Sanitarias (IDIS), A Coruña, Spain
| | - María Isabel García Loza
- 2 BioFarma, Universidad de Santiago de Compostela (USC), Centro Singular de Investigación en Medicina Molecular y Enfermedades Crónicas (CIMUS), A Coruña, Spain
| | - Eduardo Domínguez
- 2 BioFarma, Universidad de Santiago de Compostela (USC), Centro Singular de Investigación en Medicina Molecular y Enfermedades Crónicas (CIMUS), A Coruña, Spain
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19
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Alfaleh MA, Jones ML, Howard CB, Mahler SM. Strategies for Selecting Membrane Protein-Specific Antibodies using Phage Display with Cell-Based Panning. Antibodies (Basel) 2017; 6:E10. [PMID: 31548525 PMCID: PMC6698842 DOI: 10.3390/antib6030010] [Citation(s) in RCA: 22] [Impact Index Per Article: 3.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/14/2017] [Revised: 07/05/2017] [Accepted: 07/07/2017] [Indexed: 12/14/2022] Open
Abstract
Membrane proteins are attractive targets for monoclonal antibody (mAb) discovery and development. Although several approved mAbs against membrane proteins have been isolated from phage antibody libraries, the process is challenging, as it requires the presentation of a correctly folded protein to screen the antibody library. Cell-based panning could represent the optimal method for antibody discovery against membrane proteins, since it allows for presentation in their natural conformation along with the appropriate post-translational modifications. Nevertheless, screening antibodies against a desired antigen, within a selected cell line, may be difficult due to the abundance of irrelevant organic molecules, which can potentially obscure the antigen of interest. This review will provide a comprehensive overview of the different cell-based phage panning strategies, with an emphasis placed on the optimisation of four critical panning conditions: cell surface antigen presentation, non-specific binding events, incubation time, and temperature and recovery of phage binders.
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Affiliation(s)
- Mohamed A Alfaleh
- Australian Institute for Bioengineering and Nanotechnology (AIBN), The University of Queensland, Brisbane, Queensland 4072, Australia.
- Faculty of Pharmacy, King Abdulaziz University, Jeddah 21589, Saudi Arabia.
| | - Martina L Jones
- Australian Institute for Bioengineering and Nanotechnology (AIBN), The University of Queensland, Brisbane, Queensland 4072, Australia.
- Australian Research Council Training Centre for Biopharmaceutical Innovation, The University of Queensland, Brisbane, Queensland 4072, Australia.
| | - Christopher B Howard
- Australian Institute for Bioengineering and Nanotechnology (AIBN), The University of Queensland, Brisbane, Queensland 4072, Australia.
- Australian Research Council Training Centre for Biopharmaceutical Innovation, The University of Queensland, Brisbane, Queensland 4072, Australia.
- Centre for Advanced Imaging, The University of Queensland, Brisbane, Queensland 4072, Australia.
| | - Stephen M Mahler
- Australian Institute for Bioengineering and Nanotechnology (AIBN), The University of Queensland, Brisbane, Queensland 4072, Australia.
- Australian Research Council Training Centre for Biopharmaceutical Innovation, The University of Queensland, Brisbane, Queensland 4072, Australia.
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20
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Huang R, Kiss MM, Batonick M, Weiner MP, Kay BK. Generating Recombinant Antibodies to Membrane Proteins through Phage Display. Antibodies (Basel) 2016; 5:antib5020011. [PMID: 31557992 PMCID: PMC6698964 DOI: 10.3390/antib5020011] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/25/2016] [Revised: 04/21/2016] [Accepted: 04/21/2016] [Indexed: 01/03/2023] Open
Abstract
One of the most important classes of proteins in terms of drug targets is cell surface membrane proteins, and yet it is a challenging set of proteins for generating high-quality affinity reagents. In this review, we focus on the use of phage libraries, which display antibody fragments, for generating recombinant antibodies to membrane proteins. Such affinity reagents generally have high specificity and affinity for their targets. They have been used for cell staining, for promoting protein crystallization to solve three-dimensional structures, for diagnostics, and for treating diseases as therapeutics. We cover publications on this topic from the past 10 years, with a focus on the various formats of membrane proteins for affinity selection and the diverse affinity selection strategies used. Lastly, we discuss the challenges faced in this field and provide possible directions for future efforts.
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Affiliation(s)
- Renhua Huang
- Department of Biological Sciences, University of Illinois at Chicago, Chicago, IL 60607-7060, USA.
| | - Margaret M Kiss
- AxioMx Inc., a subsidiary of Abcam Plc, Branford, CT 06405, USA.
| | - Melissa Batonick
- AxioMx Inc., a subsidiary of Abcam Plc, Branford, CT 06405, USA.
| | - Michael P Weiner
- AxioMx Inc., a subsidiary of Abcam Plc, Branford, CT 06405, USA.
| | - Brian K Kay
- Department of Biological Sciences, University of Illinois at Chicago, Chicago, IL 60607-7060, USA.
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21
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Kutilek VD, Andrews CL, Richards MP, Xu Z, Sun T, Chen Y, Hashke A, Smotrov N, Fernandez R, Nickbarg EB, Chamberlin C, Sauvagnat B, Curran PJ, Boinay R, Saradjian P, Allen SJ, Byrne N, Elsen NL, Ford RE, Hall DL, Kornienko M, Rickert KW, Sharma S, Shipman JM, Lumb KJ, Coleman K, Dandliker PJ, Kariv I, Beutel B. Integration of Affinity Selection-Mass Spectrometry and Functional Cell-Based Assays to Rapidly Triage Druggable Target Space within the NF-κB Pathway. ACTA ACUST UNITED AC 2016; 21:608-19. [PMID: 26969322 DOI: 10.1177/1087057116637353] [Citation(s) in RCA: 23] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/03/2015] [Accepted: 02/15/2016] [Indexed: 11/15/2022]
Abstract
The primary objective of early drug discovery is to associate druggable target space with a desired phenotype. The inability to efficiently associate these often leads to failure early in the drug discovery process. In this proof-of-concept study, the most tractable starting points for drug discovery within the NF-κB pathway model system were identified by integrating affinity selection-mass spectrometry (AS-MS) with functional cellular assays. The AS-MS platform Automated Ligand Identification System (ALIS) was used to rapidly screen 15 NF-κB proteins in parallel against large-compound libraries. ALIS identified 382 target-selective compounds binding to 14 of the 15 proteins. Without any chemical optimization, 22 of the 382 target-selective compounds exhibited a cellular phenotype consistent with the respective target associated in ALIS. Further studies on structurally related compounds distinguished two chemical series that exhibited a preliminary structure-activity relationship and confirmed target-driven cellular activity to NF-κB1/p105 and TRAF5, respectively. These two series represent new drug discovery opportunities for chemical optimization. The results described herein demonstrate the power of combining ALIS with cell functional assays in a high-throughput, target-based approach to determine the most tractable drug discovery opportunities within a pathway.
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Affiliation(s)
- Victoria D Kutilek
- Department of Pharmacology, Screening and Protein Sciences, Merck & Co, Kenilworth, NJ, USA
| | - Christine L Andrews
- Department of Pharmacology, Screening and Protein Sciences, Merck & Co, Kenilworth, NJ, USA
| | - Matthew P Richards
- Department of Pharmacology, Screening and Protein Sciences, Merck & Co, Kenilworth, NJ, USA
| | - Zangwei Xu
- Department of Pharmacology, Screening and Protein Sciences, Merck & Co, Kenilworth, NJ, USA
| | - Tianxiao Sun
- Department of Pharmacology, Screening and Protein Sciences, Merck & Co, Kenilworth, NJ, USA
| | - Yiping Chen
- Department of Pharmacology, Screening and Protein Sciences, Merck & Co, Kenilworth, NJ, USA
| | - Andrew Hashke
- Department of Pharmacology, Screening and Protein Sciences, Merck & Co, Kenilworth, NJ, USA
| | - Nadya Smotrov
- Department of Pharmacology, Screening and Protein Sciences, Merck & Co, Kenilworth, NJ, USA
| | - Rafael Fernandez
- Department of Pharmacology, Screening and Protein Sciences, Merck & Co, Kenilworth, NJ, USA
| | - Elliott B Nickbarg
- Department of Pharmacology, Screening and Protein Sciences, Merck & Co, Kenilworth, NJ, USA
| | - Chad Chamberlin
- Department of Pharmacology, Screening and Protein Sciences, Merck & Co, Kenilworth, NJ, USA
| | - Berengere Sauvagnat
- Department of Pharmacology, Screening and Protein Sciences, Merck & Co, Kenilworth, NJ, USA
| | - Patrick J Curran
- Department of Pharmacology, Screening and Protein Sciences, Merck & Co, Kenilworth, NJ, USA
| | - Ryan Boinay
- Department of Pharmacology, Screening and Protein Sciences, Merck & Co, Kenilworth, NJ, USA
| | - Peter Saradjian
- Department of Pharmacology, Screening and Protein Sciences, Merck & Co, Kenilworth, NJ, USA
| | - Samantha J Allen
- Department of Pharmacology, Screening and Protein Sciences, Merck & Co, Kenilworth, NJ, USA
| | - Noel Byrne
- Department of Pharmacology, Screening and Protein Sciences, Merck & Co, Kenilworth, NJ, USA
| | - Nathaniel L Elsen
- Department of Pharmacology, Screening and Protein Sciences, Merck & Co, Kenilworth, NJ, USA Current address: AbbVie, North Chicago, IL USA
| | - Rachael E Ford
- Department of Pharmacology, Screening and Protein Sciences, Merck & Co, Kenilworth, NJ, USA
| | - Dawn L Hall
- Department of Pharmacology, Screening and Protein Sciences, Merck & Co, Kenilworth, NJ, USA
| | - Maria Kornienko
- Department of Pharmacology, Screening and Protein Sciences, Merck & Co, Kenilworth, NJ, USA
| | - Keith W Rickert
- Department of Pharmacology, Screening and Protein Sciences, Merck & Co, Kenilworth, NJ, USA Current address: Medimmune, Gaithersburg, MD, USA
| | - Sujata Sharma
- Department of Pharmacology, Screening and Protein Sciences, Merck & Co, Kenilworth, NJ, USA
| | - Jennifer M Shipman
- Department of Pharmacology, Screening and Protein Sciences, Merck & Co, Kenilworth, NJ, USA
| | - Kevin J Lumb
- Department of Pharmacology, Screening and Protein Sciences, Merck & Co, Kenilworth, NJ, USA
| | - Kevin Coleman
- Department of Pharmacology, Screening and Protein Sciences, Merck & Co, Kenilworth, NJ, USA Current address: Arvinas, New Haven, CT, USA
| | - Peter J Dandliker
- Department of Pharmacology, Screening and Protein Sciences, Merck & Co, Kenilworth, NJ, USA
| | - Ilona Kariv
- Department of Pharmacology, Screening and Protein Sciences, Merck & Co, Kenilworth, NJ, USA
| | - Bruce Beutel
- Department of Pharmacology, Screening and Protein Sciences, Merck & Co, Kenilworth, NJ, USA
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22
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Klarenbeek A, Blanchetot C, Schragel G, Sadi AS, Ongenae N, Hemrika W, Wijdenes J, Spinelli S, Desmyter A, Cambillau C, Hultberg A, Kretz-Rommel A, Dreier T, De Haard HJW, Roovers RC. Combining somatic mutations present in different in vivo affinity-matured antibodies isolated from immunized Lama glama yields ultra-potent antibody therapeutics. Protein Eng Des Sel 2016; 29:123-33. [PMID: 26945588 DOI: 10.1093/protein/gzw003] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/15/2015] [Accepted: 01/26/2016] [Indexed: 12/28/2022] Open
Abstract
Highly potent human antibodies are required to therapeutically neutralize cytokines such as interleukin-6 (IL-6) that is involved in many inflammatory diseases and malignancies. Although a number of mutagenesis approaches exist to perform antibody affinity maturation, these may cause antibody instability and production issues. Thus, a robust and easy antibody affinity maturation strategy to increase antibody potency remains highly desirable. By immunizing llama, cloning the 'immune' antibody repertoire and using phage display, we selected a diverse set of IL-6 antagonistic Fabs. Heavy chain shuffling was performed on the Fab with lowest off-rate, resulting in a panel of variants with even lower off-rate. Structural analysis of the Fab:IL-6 complex suggests that the increased affinity was partly due to a serine to tyrosine switch in HCDR2. This translated into neutralizing capacity in an in vivo model of IL-6 induced SAA production. Finally, a novel Fab library was designed, encoding all variations found in the natural repertoire of VH genes identified after heavy chain shuffling. High stringency selections resulted in identification of a Fab with 250-fold increased potency when re-formatted into IgG1. Compared with a heavily engineered anti-IL-6 monoclonal antibody currently in clinical development, this IgG was at least equally potent, showing the engineering process to have had led to a highly potent anti-IL-6 antibody.
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Affiliation(s)
- Alex Klarenbeek
- arGEN-X BVBA, Technologiepark 30, Zwijnaarde 9052, Belgium Department of Cell Biology, Science Faculty, Utrecht University, Padualaan 8, Utrecht CH 3584, The Netherlands
| | | | - Georg Schragel
- Department of Cell Biology, Science Faculty, Utrecht University, Padualaan 8, Utrecht CH 3584, The Netherlands
| | - Ava S Sadi
- Department of Cell Biology, Science Faculty, Utrecht University, Padualaan 8, Utrecht CH 3584, The Netherlands
| | - Nico Ongenae
- arGEN-X BVBA, Technologiepark 30, Zwijnaarde 9052, Belgium
| | - Wieger Hemrika
- U-Protein Express BV, Padualaan 8, Utrecht CH 3584, The Netherlands
| | - John Wijdenes
- INSERM, Unité 1098, University of Franche-Comté, 1 bd A. Fleming, Besançon 25020, France
| | - Silvia Spinelli
- Architecture et Fonction des Macromolécules Biologiques, Unité Mixte de Recherche 7257 Centre National de la Recherche Scientifique and Aix-Marseille University, Marseille Cedex 09 13288, France
| | - Aline Desmyter
- Architecture et Fonction des Macromolécules Biologiques, Unité Mixte de Recherche 7257 Centre National de la Recherche Scientifique and Aix-Marseille University, Marseille Cedex 09 13288, France
| | - Christian Cambillau
- Architecture et Fonction des Macromolécules Biologiques, Unité Mixte de Recherche 7257 Centre National de la Recherche Scientifique and Aix-Marseille University, Marseille Cedex 09 13288, France
| | - Anna Hultberg
- arGEN-X BVBA, Technologiepark 30, Zwijnaarde 9052, Belgium
| | | | - Torsten Dreier
- arGEN-X BVBA, Technologiepark 30, Zwijnaarde 9052, Belgium
| | - Hans J W De Haard
- arGEN-X BVBA, Technologiepark 30, Zwijnaarde 9052, Belgium Department of Cell Biology, Science Faculty, Utrecht University, Padualaan 8, Utrecht CH 3584, The Netherlands
| | - Rob C Roovers
- Department of Cell Biology, Science Faculty, Utrecht University, Padualaan 8, Utrecht CH 3584, The Netherlands
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23
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Wu Z, Graybill TL, Zeng X, Platchek M, Zhang J, Bodmer VQ, Wisnoski DD, Deng J, Coppo FT, Yao G, Tamburino A, Scavello G, Franklin GJ, Mataruse S, Bedard KL, Ding Y, Chai J, Summerfield J, Centrella PA, Messer JA, Pope AJ, Israel DI. Cell-Based Selection Expands the Utility of DNA-Encoded Small-Molecule Library Technology to Cell Surface Drug Targets: Identification of Novel Antagonists of the NK3 Tachykinin Receptor. ACS Comb Sci 2015; 17:722-31. [PMID: 26562224 DOI: 10.1021/acscombsci.5b00124] [Citation(s) in RCA: 90] [Impact Index Per Article: 10.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Abstract
DNA-encoded small-molecule library technology has recently emerged as a new paradigm for identifying ligands against drug targets. To date, this technology has been used with soluble protein targets that are produced and used in a purified state. Here, we describe a cell-based method for identifying small-molecule ligands from DNA-encoded libraries against integral membrane protein targets. We use this method to identify novel, potent, and specific inhibitors of NK3, a member of the tachykinin family of G-protein coupled receptors (GPCRs). The method is simple and broadly applicable to other GPCRs and integral membrane proteins. We have extended the application of DNA-encoded library technology to membrane-associated targets and demonstrate the feasibility of selecting DNA-tagged, small-molecule ligands from complex combinatorial libraries against targets in a heterogeneous milieu, such as the surface of a cell.
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Affiliation(s)
- Zining Wu
- Molecular
Discovery Research, GlaxoSmithKline, Collegeville, Pennsylvania 19426, United States
| | - Todd L. Graybill
- Molecular
Discovery Research, GlaxoSmithKline, Collegeville, Pennsylvania 19426, United States
| | - Xin Zeng
- Molecular
Discovery Research, GlaxoSmithKline, Collegeville, Pennsylvania 19426, United States
| | - Michael Platchek
- Molecular
Discovery Research, GlaxoSmithKline, Collegeville, Pennsylvania 19426, United States
| | - Jean Zhang
- Molecular
Discovery Research, GlaxoSmithKline, Waltham, Massachusetts 02451, United States
| | - Vera Q. Bodmer
- Molecular
Discovery Research, GlaxoSmithKline, Collegeville, Pennsylvania 19426, United States
| | - David D. Wisnoski
- Molecular
Discovery Research, GlaxoSmithKline, Collegeville, Pennsylvania 19426, United States
| | - Jianghe Deng
- Molecular
Discovery Research, GlaxoSmithKline, Collegeville, Pennsylvania 19426, United States
| | - Frank T. Coppo
- Molecular
Discovery Research, GlaxoSmithKline, Collegeville, Pennsylvania 19426, United States
| | - Gang Yao
- Molecular
Discovery Research, GlaxoSmithKline, Waltham, Massachusetts 02451, United States
| | - Alex Tamburino
- Molecular
Discovery Research, GlaxoSmithKline, Waltham, Massachusetts 02451, United States
| | - Genaro Scavello
- Molecular
Discovery Research, GlaxoSmithKline, Collegeville, Pennsylvania 19426, United States
| | - G. Joseph Franklin
- Molecular
Discovery Research, GlaxoSmithKline, Waltham, Massachusetts 02451, United States
| | - Sibongile Mataruse
- Molecular
Discovery Research, GlaxoSmithKline, Waltham, Massachusetts 02451, United States
| | - Katie L. Bedard
- Molecular
Discovery Research, GlaxoSmithKline, Waltham, Massachusetts 02451, United States
| | - Yun Ding
- Molecular
Discovery Research, GlaxoSmithKline, Waltham, Massachusetts 02451, United States
| | - Jing Chai
- Molecular
Discovery Research, GlaxoSmithKline, Waltham, Massachusetts 02451, United States
| | - Jennifer Summerfield
- Molecular
Discovery Research, GlaxoSmithKline, Waltham, Massachusetts 02451, United States
| | - Paolo A. Centrella
- Molecular
Discovery Research, GlaxoSmithKline, Waltham, Massachusetts 02451, United States
| | - Jeffrey A. Messer
- Molecular
Discovery Research, GlaxoSmithKline, Waltham, Massachusetts 02451, United States
| | - Andrew J. Pope
- Molecular
Discovery Research, GlaxoSmithKline, Collegeville, Pennsylvania 19426, United States
| | - David I. Israel
- Molecular
Discovery Research, GlaxoSmithKline, Waltham, Massachusetts 02451, United States
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24
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Huang R, Gorman KT, Vinci CR, Dobrovetsky E, Gräslund S, Kay BK. Streamlining the Pipeline for Generation of Recombinant Affinity Reagents by Integrating the Affinity Maturation Step. Int J Mol Sci 2015; 16:23587-603. [PMID: 26437402 PMCID: PMC4632715 DOI: 10.3390/ijms161023587] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/21/2015] [Revised: 09/18/2015] [Accepted: 09/23/2015] [Indexed: 12/26/2022] Open
Abstract
Often when generating recombinant affinity reagents to a target, one singles out an individual binder, constructs a secondary library of variants, and affinity selects a tighter or more specific binder. To enhance the throughput of this general approach, we have developed a more integrated strategy where the "affinity maturation" step is part of the phage-display pipeline, rather than a follow-on process. In our new schema, we perform two rounds of affinity selection, followed by error-prone PCR on the pools of recovered clones, generation of secondary libraries, and three additional rounds of affinity selection, under conditions of off-rate competition. We demonstrate the utility of this approach by generating low nanomolar fibronectin type III (FN3) monobodies to five human proteins: ubiquitin-conjugating enzyme E2 R1 (CDC34), COP9 signalosome complex subunit 5 (COPS5), mitogen-activated protein kinase kinase 5 (MAP2K5), Splicing factor 3A subunit 1 (SF3A1) and ubiquitin carboxyl-terminal hydrolase 11 (USP11). The affinities of the resulting monobodies are typically in the single-digit nanomolar range. We demonstrate the utility of two binders by pulling down the targets from a spiked lysate of HeLa cells. This integrated approach should be applicable to directed evolution of any phage-displayed affinity reagent scaffold.
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Affiliation(s)
- Renhua Huang
- Department of Biological Sciences, University of Illinois at Chicago, 900 S. Ashland Ave., Chicago, IL 60607, USA.
| | - Kevin T Gorman
- Department of Biological Sciences, University of Illinois at Chicago, 900 S. Ashland Ave., Chicago, IL 60607, USA.
| | - Chris R Vinci
- Department of Biological Sciences, University of Illinois at Chicago, 900 S. Ashland Ave., Chicago, IL 60607, USA.
| | - Elena Dobrovetsky
- Structural Genomics Consortium, University of Toronto, 101 College St., Toronto, ON M5G1L7, Canada.
| | - Susanne Gräslund
- Structural Genomics Consortium, University of Toronto, 101 College St., Toronto, ON M5G1L7, Canada.
| | - Brian K Kay
- Department of Biological Sciences, University of Illinois at Chicago, 900 S. Ashland Ave., Chicago, IL 60607, USA.
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25
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Huang R, Fang P, Kay BK. Improvements to the Kunkel mutagenesis protocol for constructing primary and secondary phage-display libraries. Methods 2012; 58:10-7. [PMID: 22959950 PMCID: PMC3491174 DOI: 10.1016/j.ymeth.2012.08.008] [Citation(s) in RCA: 40] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/18/2012] [Revised: 08/15/2012] [Accepted: 08/16/2012] [Indexed: 12/18/2022] Open
Abstract
Site-directed mutagenesis is routinely performed in protein engineering experiments. One method, termed Kunkel mutagenesis, is frequently used for constructing libraries of peptide or protein variants in M13 bacteriophage, followed by affinity selection of phage particles. To make this method more efficient, the following two modifications were introduced: culture was incubated at 25°C for phage replication, which yielded two- to sevenfold more single-stranded DNA template compared to growth at 37°C, and restriction endonuclease recognition sites were used to remove non-recombinants. With both of the improvements, we could construct primary libraries of high complexity and that were 99-100% recombinant. Finally, with a third modification to the standard protocol of Kunkel mutagenesis, two secondary (mutagenic) libraries of a fibronectin type III (FN3) monobody were constructed with DNA segments that were amplified by error-prone and asymmetric PCR. Two advantages of this modification are that it bypasses the lengthy steps of restriction enzyme digestion and ligation, and that the pool of phage clones, recovered after affinity selection, can be used directly to generate a secondary library. Screening one of the two mutagenic libraries yielded variants that bound two- to fourfold tighter to human Pak1 kinase than the starting clone. The protocols described in this study should accelerate the discovery of phage-displayed recombinant affinity reagents.
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Affiliation(s)
- Renhua Huang
- Department of Biological Sciences, University of Illinois at Chicago, 845 W. Taylor St., 3240 SES - MC 066, Chicago, IL 60607-7060, USA
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