251
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Dickson P, Kodadek T. Chemical composition of DNA-encoded libraries, past present and future. Org Biomol Chem 2019; 17:4676-4688. [PMID: 31017595 PMCID: PMC6520149 DOI: 10.1039/c9ob00581a] [Citation(s) in RCA: 75] [Impact Index Per Article: 15.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/16/2022]
Abstract
DNA-encoded libraries represent an exciting and powerful modality for high-throughput screening. In this article, we highlight recent important advances in this field and also suggest some important directions that would make the technology even more powerful.
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Affiliation(s)
- Paige Dickson
- Department of Chemistry, The Scripps Research Institute, 130 Scripps Way, Jupiter, FL 33458, USA.
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252
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Cochrane WG, Malone ML, Dang VQ, Cavett V, Satz AL, Paegel BM. Activity-Based DNA-Encoded Library Screening. ACS COMBINATORIAL SCIENCE 2019; 21:425-435. [PMID: 30884226 DOI: 10.1021/acscombsci.9b00037] [Citation(s) in RCA: 48] [Impact Index Per Article: 9.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/16/2022]
Abstract
Robotic high-throughput compound screening (HTS) and, increasingly, DNA-encoded library (DEL) screening are driving bioactive chemical matter discovery in the postgenomic era. HTS enables activity-based investigation of highly complex targets using static compound libraries. Conversely, DEL grants efficient access to novel chemical diversity, although screening is limited to affinity-based selections. Here, we describe an integrated droplet-based microfluidic circuit that directly screens solid-phase DELs for activity. An example screen of a 67 100-member library for inhibitors of the phosphodiesterase autotaxin yielded 35 high-priority structures for nanomole-scale synthesis and validation (20 active), guiding candidate selection for synthesis at scale (5/5 compounds with IC50 values of 4-10 μM). We further compared activity-based hits with those of an analogous affinity-based DEL selection. This miniaturized screening platform paves the way toward applying DELs to more complex targets (signaling pathways, cellular response) and represents a distributable approach to small molecule discovery.
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Affiliation(s)
| | | | | | | | - Alexander L. Satz
- Roche Pharma Research and Early Development (pRED) Roche Innovation Center Basel F. Hoffman-La Roche Ltd Grenzacherstrasse 124 CH-4070 Basel Switzerland
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253
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Ottl J, Leder L, Schaefer JV, Dumelin CE. Encoded Library Technologies as Integrated Lead Finding Platforms for Drug Discovery. Molecules 2019; 24:E1629. [PMID: 31027189 PMCID: PMC6514559 DOI: 10.3390/molecules24081629] [Citation(s) in RCA: 64] [Impact Index Per Article: 12.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/27/2019] [Revised: 04/17/2019] [Accepted: 04/21/2019] [Indexed: 01/22/2023] Open
Abstract
The scope of targets investigated in pharmaceutical research is continuously moving into uncharted territory. Consequently, finding suitable chemical matter with current compound collections is proving increasingly difficult. Encoded library technologies enable the rapid exploration of large chemical space for the identification of ligands for such targets. These binders facilitate drug discovery projects both as tools for target validation, structural elucidation and assay development as well as starting points for medicinal chemistry. Novartis internalized two complementing encoded library platforms to accelerate the initiation of its drug discovery programs. For the identification of low-molecular weight ligands, we apply DNA-encoded libraries. In addition, encoded peptide libraries are employed to identify cyclic peptides. This review discusses how we apply these two platforms in our research and why we consider it beneficial to run both pipelines in-house.
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Affiliation(s)
- Johannes Ottl
- Novartis Institutes for Biomedical Research, 4056 Basel, Switzerland.
| | - Lukas Leder
- Novartis Institutes for Biomedical Research, 4056 Basel, Switzerland.
| | - Jonas V Schaefer
- Novartis Institutes for Biomedical Research, 4056 Basel, Switzerland.
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254
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Liszczak G, Muir TW. Barcoding mit Nukleinsäuren: Anwendung der DNA‐Sequenzierung als molekulares Zählwerk. Angew Chem Int Ed Engl 2019. [DOI: 10.1002/ange.201808956] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
Affiliation(s)
- Glen Liszczak
- Department of ChemistryPrinceton University Princeton NJ 08544 USA
- Aktuelle Adresse: Department of BiochemistryUT Southwestern Medical Center Dallas TX 75390 USA
| | - Tom W. Muir
- Department of ChemistryPrinceton University Princeton NJ 08544 USA
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255
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Yuen LH, Dana S, Liu Y, Bloom SI, Thorsell AG, Neri D, Donato AJ, Kireev D, Schüler H, Franzini RM. A Focused DNA-Encoded Chemical Library for the Discovery of Inhibitors of NAD+-Dependent Enzymes. J Am Chem Soc 2019; 141:5169-5181. [DOI: 10.1021/jacs.8b08039] [Citation(s) in RCA: 68] [Impact Index Per Article: 13.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/26/2022]
Affiliation(s)
- Lik Hang Yuen
- Department of Medicinal Chemistry, University of Utah, 30 S 2000 E, Salt Lake City, Utah 84112, United States
| | - Srikanta Dana
- Department of Medicinal Chemistry, University of Utah, 30 S 2000 E, Salt Lake City, Utah 84112, United States
| | - Yu Liu
- Department of Internal Medicine, University of Utah, 500 Foothill Drive, Salt Lake City, Utah 84148, United States
| | - Samuel I. Bloom
- Department of Internal Medicine, University of Utah, 500 Foothill Drive, Salt Lake City, Utah 84148, United States
| | - Ann-Gerd Thorsell
- Department of Biosciences and Nutrition, Karolinska Institutet, Hälsovägen 7c, 14157 Huddinge, Sweden
| | - Dario Neri
- Department of Pharmaceutical Sciences, ETH Zürich, Vladimir Prelog Weg 3, 8093 Zürich, Switzerland
| | - Anthony J. Donato
- Department of Internal Medicine, University of Utah, 500 Foothill Drive, Salt Lake City, Utah 84148, United States
| | - Dmitri Kireev
- Center for Integrative Chemical Biology and Drug Discovery, UNC Eshelman School of Pharmacy, University of North Carolina, Chapel Hill, North Carolina 27599, United States
| | - Herwig Schüler
- Department of Biosciences and Nutrition, Karolinska Institutet, Hälsovägen 7c, 14157 Huddinge, Sweden
| | - Raphael M. Franzini
- Department of Medicinal Chemistry, University of Utah, 30 S 2000 E, Salt Lake City, Utah 84112, United States
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256
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Gilburt JAH, Girvan P, Blagg J, Ying L, Dodson CA. Ligand discrimination between active and inactive activation loop conformations of Aurora-A kinase is unmodified by phosphorylation. Chem Sci 2019; 10:4069-4076. [PMID: 31015948 PMCID: PMC6461105 DOI: 10.1039/c8sc03669a] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/17/2018] [Accepted: 03/01/2019] [Indexed: 01/14/2023] Open
Abstract
Activation loop phosphorylation changes the position of equilibrium between DFG-in-like and DFG-out-like conformations but not the conformational preference of inhibitors.
Structure-based drug design is commonly used to guide the development of potent and specific enzyme inhibitors. Many enzymes – such as protein kinases – adopt multiple conformations, and conformational interconversion is expected to impact on the design of small molecule inhibitors. We measured the dynamic equilibrium between DFG-in-like active and DFG-out-like inactive conformations of the activation loop of unphosphorylated Aurora-A alone, in the presence of the activator TPX2, and in the presence of kinase inhibitors. The unphosphorylated kinase had a shorter residence time of the activation loop in the active conformation and a shift in the position of equilibrium towards the inactive conformation compared with phosphorylated kinase for all conditions measured. Ligand binding was associated with a change in the position of conformational equilibrium which was specific to each ligand and independent of the kinase phosphorylation state. As a consequence of this, the ability of a ligand to discriminate between active and inactive activation loop conformations was also independent of phosphorylation. Importantly, we discovered that the presence of multiple enzyme conformations can lead to a plateau in the overall ligand Kd, despite increasing affinity for the chosen target conformation, and modelled the conformational discrimination necessary for a conformation-promoting ligand.
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Affiliation(s)
- James A H Gilburt
- Molecular Medicine , National Heart & Lung Institute , Imperial College London , SAF Building , London SW7 2AZ , UK
| | - Paul Girvan
- Molecular Medicine , National Heart & Lung Institute , Imperial College London , SAF Building , London SW7 2AZ , UK
| | - Julian Blagg
- Cancer Research UK Cancer Therapeutics Unit , The Institute of Cancer Research , 15 Cotswold Road , Sutton , Surrey SM2 5NG , UK
| | - Liming Ying
- Molecular Medicine , National Heart & Lung Institute , Imperial College London , SAF Building , London SW7 2AZ , UK
| | - Charlotte A Dodson
- Molecular Medicine , National Heart & Lung Institute , Imperial College London , SAF Building , London SW7 2AZ , UK.,Department of Pharmacy and Pharmacology , University of Bath , Claverton Down , Bath BA2 7AY , UK .
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257
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Sannino A, Gabriele E, Bigatti M, Mulatto S, Piazzi J, Scheuermann J, Neri D, Donckele EJ, Samain F. Quantitative Assessment of Affinity Selection Performance by Using DNA‐Encoded Chemical Libraries. Chembiochem 2019; 20:955-962. [DOI: 10.1002/cbic.201800766] [Citation(s) in RCA: 29] [Impact Index Per Article: 5.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/03/2018] [Indexed: 12/14/2022]
Affiliation(s)
| | - Elena Gabriele
- Philochem AG Libernstrasse 3 8112 Otelfingen Switzerland
| | | | - Sara Mulatto
- Philochem AG Libernstrasse 3 8112 Otelfingen Switzerland
| | - Jacopo Piazzi
- Philochem AG Libernstrasse 3 8112 Otelfingen Switzerland
| | - Jörg Scheuermann
- Department of Chemistry and Applied BiosciencesSwiss Federal Institute of Technology (ETH Zürich) Vladimir-Prelog-Weg 3 8093 Zürich Switzerland
| | - Dario Neri
- Department of Chemistry and Applied BiosciencesSwiss Federal Institute of Technology (ETH Zürich) Vladimir-Prelog-Weg 3 8093 Zürich Switzerland
| | | | - Florent Samain
- Philochem AG Libernstrasse 3 8112 Otelfingen Switzerland
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258
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Gerry CJ, Yang Z, Stasi M, Schreiber SL. DNA-Compatible [3 + 2] Nitrone-Olefin Cycloaddition Suitable for DEL Syntheses. Org Lett 2019; 21:1325-1330. [PMID: 30762372 DOI: 10.1021/acs.orglett.9b00017] [Citation(s) in RCA: 47] [Impact Index Per Article: 9.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Abstract
The limited scope of DNA-compatible chemistry restricts the types of chemical features that can be incorporated into DNA-encoded libraries (DELs). Here, a method to synthesize DNA-conjugated polycyclic isoxazolidines via a [3 + 2] nitrone-olefin cycloaddition is described. The reaction is compatible with many olefin-containing substrates and diverse N-alkylhydroxylamines. The ability to perform subsequent DNA ligation and PCR amplification was also confirmed. This methodology facilitates the synthesis of DELs containing topographically complex compounds with underexplored chemical features.
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Affiliation(s)
- Christopher J Gerry
- Department of Chemistry and Chemical Biology , Harvard University , 12 Oxford Street , Cambridge , Massachusetts 02138 , United States.,Chemical Biology and Therapeutics Science Program , Broad Institute , 415 Main Street , Cambridge , Massachusetts 02142 , United States
| | - Zhenhua Yang
- Chemical Biology and Therapeutics Science Program , Broad Institute , 415 Main Street , Cambridge , Massachusetts 02142 , United States
| | - Michele Stasi
- Chemical Biology and Therapeutics Science Program , Broad Institute , 415 Main Street , Cambridge , Massachusetts 02142 , United States
| | - Stuart L Schreiber
- Department of Chemistry and Chemical Biology , Harvard University , 12 Oxford Street , Cambridge , Massachusetts 02138 , United States.,Chemical Biology and Therapeutics Science Program , Broad Institute , 415 Main Street , Cambridge , Massachusetts 02142 , United States
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259
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Phelan JP, Lang SB, Sim J, Berritt S, Peat AJ, Billings K, Fan L, Molander GA. Open-Air Alkylation Reactions in Photoredox-Catalyzed DNA-Encoded Library Synthesis. J Am Chem Soc 2019; 141:3723-3732. [PMID: 30753065 DOI: 10.1021/jacs.9b00669] [Citation(s) in RCA: 224] [Impact Index Per Article: 44.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/18/2022]
Abstract
DNA-encoded library (DEL) technology is a powerful tool commonly used by the pharmaceutical industry for the identification of compounds with affinity to biomolecular targets. Success in this endeavor lies in sampling diverse chemical libraries. However, current DELs tend to be deficient in C(sp3) carbon counts. We report unique solutions to the challenge of increasing both the chemical diversity of these libraries and their C(sp3) carbon counts by merging Ni/photoredox dual catalytic C(sp2)-C(sp3) cross-coupling as well as photoredox-catalyzed radical/polar crossover alkylation protocols with DELs. The successful integration of multiple classes of radical sources enables the rapid incorporation of a diverse set of alkyl fragments.
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Affiliation(s)
- James P Phelan
- Roy and Diana Vagelos Laboratories, Department of Chemistry , University of Pennsylvania , 231 South 34th Street , Philadelphia , Pennsylvania 19104-6323 , United States
| | - Simon B Lang
- Roy and Diana Vagelos Laboratories, Department of Chemistry , University of Pennsylvania , 231 South 34th Street , Philadelphia , Pennsylvania 19104-6323 , United States
| | - Jaehoon Sim
- Roy and Diana Vagelos Laboratories, Department of Chemistry , University of Pennsylvania , 231 South 34th Street , Philadelphia , Pennsylvania 19104-6323 , United States
| | - Simon Berritt
- Roy and Diana Vagelos Laboratories, Department of Chemistry , University of Pennsylvania , 231 South 34th Street , Philadelphia , Pennsylvania 19104-6323 , United States
| | - Andrew J Peat
- GlaxoSmithKline , 1250 South Collegeville Road , Collegeville , Pennsylvania 19426 , United States
| | - Katelyn Billings
- GlaxoSmithKline , 200 Cambridge Park Drive , Cambridge , Massachusetts 02140 , United States
| | - Lijun Fan
- GlaxoSmithKline , 200 Cambridge Park Drive , Cambridge , Massachusetts 02140 , United States
| | - Gary A Molander
- Roy and Diana Vagelos Laboratories, Department of Chemistry , University of Pennsylvania , 231 South 34th Street , Philadelphia , Pennsylvania 19104-6323 , United States
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260
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de Pedro Beato E, Priego J, Gironda-Martínez A, González F, Benavides J, Blas J, Martín-Ortega MD, Toledo MÁ, Ezquerra J, Torrado A. Mild and Efficient Palladium-Mediated C-N Cross-Coupling Reaction between DNA-Conjugated Aryl Bromides and Aromatic Amines. ACS COMBINATORIAL SCIENCE 2019; 21:69-74. [PMID: 30615417 DOI: 10.1021/acscombsci.8b00142] [Citation(s) in RCA: 45] [Impact Index Per Article: 9.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/08/2023]
Abstract
DNA-encoded library technology (ELT) has emerged in the pharmaceutical industry as a powerful tool for hit and lead generation. Over the last 10 years, a number of DNA-compatible chemical reactions have been published and used to synthesize libraries. Among the most commonly used reactions in medicinal chemistry is the C-N bond formation, and its application to DNA-encoded library technology affords an alternative approach to identify high-affinity binders for biologically relevant protein targets. Herein we report a newly developed Pd-promoted C-N cross coupling reaction between DNA-conjugated aryl bromides and a wide scope of arylamines in good to excellent yields. The mild reaction conditions should facilitate the synthesis of novel DNA-encoded combinatorial libraries.
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Affiliation(s)
| | - Julián Priego
- Centro de Investigación Lilly, S. A., 28108 Alcobendas, Madrid, Spain
| | | | - Fernando González
- Centro de Investigación Lilly, S. A., 28108 Alcobendas, Madrid, Spain
| | - Jesús Benavides
- Centro de Investigación Lilly, S. A., 28108 Alcobendas, Madrid, Spain
| | - Jesús Blas
- Centro de Investigación Lilly, S. A., 28108 Alcobendas, Madrid, Spain
| | | | | | - Jesús Ezquerra
- Centro de Investigación Lilly, S. A., 28108 Alcobendas, Madrid, Spain
| | - Alicia Torrado
- Centro de Investigación Lilly, S. A., 28108 Alcobendas, Madrid, Spain
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261
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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 COMBINATORIAL SCIENCE 2019; 21:75-82. [PMID: 30672692 PMCID: PMC6372980 DOI: 10.1021/acscombsci.8b00116] [Citation(s) in RCA: 46] [Impact Index Per Article: 9.2] [Reference Citation Analysis] [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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262
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Liszczak G, Muir TW. Nucleic Acid-Barcoding Technologies: Converting DNA Sequencing into a Broad-Spectrum Molecular Counter. Angew Chem Int Ed Engl 2019; 58:4144-4162. [PMID: 30153374 DOI: 10.1002/anie.201808956] [Citation(s) in RCA: 20] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/03/2018] [Indexed: 12/17/2022]
Abstract
The emergence of high-throughput DNA sequencing technologies sparked a revolution in the field of genomics that has rippled into many branches of the life and physical sciences. The remarkable sensitivity, specificity, throughput, and multiplexing capacity that are inherent to parallel DNA sequencing have since motivated its use as a broad-spectrum molecular counter. A key aspect of extrapolating DNA sequencing to non-traditional applications is the need to append nucleic-acid barcodes to entities of interest. In this review, we describe the chemical and biochemical approaches that have enabled nucleic-acid barcoding of proteinaceous and non-proteinaceous materials and provide examples of downstream technologies that have been made possible by DNA-encoded molecules. As commercially available high-throughput sequencers were first released less than 15 years ago, we believe related applications will continue to mature and close by proposing new frontiers to support this assertion.
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Affiliation(s)
- Glen Liszczak
- Department of Chemistry, Princeton University, Princeton, NJ, 08544, USA.,Present address: Department of Biochemistry, UT Southwestern Medical Center, Dallas, TX, 75390, USA
| | - Tom W Muir
- Department of Chemistry, Princeton University, Princeton, NJ, 08544, USA
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263
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Le ATH, Krylova SM, Kanoatov M, Desai S, Krylov SN. Ideal-Filter Capillary Electrophoresis (IFCE) Facilitates the One-Step Selection of Aptamers. Angew Chem Int Ed Engl 2019; 58:2739-2743. [PMID: 30577082 DOI: 10.1002/anie.201812974] [Citation(s) in RCA: 38] [Impact Index Per Article: 7.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/13/2018] [Revised: 12/14/2018] [Indexed: 11/06/2022]
Abstract
Selection of aptamers from oligonucleotide libraries currently requires multiple rounds of alternating steps of partitioning of binders from nonbinders and enzymatic amplification of all collected oligonucleotides. Herein, we report a highly practical solution for reliable one-step selection of aptamers. We introduce partitioning by ideal-filter capillary electrophoresis (IFCE) in which binders and nonbinders move in the opposite directions. The efficiency of IFCE-based partitioning reaches 109 , which is ten million times higher than that of typical solid-phase partitioning methods. One step of IFCE-based partitioning is sufficient for the selection of a high-affinity aptamer pool for a protein target. Partitioning by IFCE promises to become an indispensable tool for fast and robust selection of binders from different types of oligonucleotide libraries.
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Affiliation(s)
- An T H Le
- Centre for Research on Biomolecular Interactions, York University, Toronto, Ontario, M3J 1P3, Canada
| | - Svetlana M Krylova
- Centre for Research on Biomolecular Interactions, York University, Toronto, Ontario, M3J 1P3, Canada
| | - Mirzo Kanoatov
- Centre for Research on Biomolecular Interactions, York University, Toronto, Ontario, M3J 1P3, Canada
| | - Shrey Desai
- Centre for Research on Biomolecular Interactions, York University, Toronto, Ontario, M3J 1P3, Canada
| | - Sergey N Krylov
- Centre for Research on Biomolecular Interactions, York University, Toronto, Ontario, M3J 1P3, Canada
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264
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Le ATH, Krylova SM, Kanoatov M, Desai S, Krylov SN. Ideal‐Filter Capillary Electrophoresis (IFCE) Facilitates the One‐Step Selection of Aptamers. Angew Chem Int Ed Engl 2019. [DOI: 10.1002/ange.201812974] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/11/2023]
Affiliation(s)
- An T. H. Le
- Centre for Research on Biomolecular InteractionsYork University Toronto Ontario M3J 1P3 Canada
| | - Svetlana M. Krylova
- Centre for Research on Biomolecular InteractionsYork University Toronto Ontario M3J 1P3 Canada
| | - Mirzo Kanoatov
- Centre for Research on Biomolecular InteractionsYork University Toronto Ontario M3J 1P3 Canada
| | - Shrey Desai
- Centre for Research on Biomolecular InteractionsYork University Toronto Ontario M3J 1P3 Canada
| | - Sergey N. Krylov
- Centre for Research on Biomolecular InteractionsYork University Toronto Ontario M3J 1P3 Canada
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265
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Wang X, Sun H, Liu J, Zhong W, Zhang M, Zhou H, Dai D, Lu X. Palladium-Promoted DNA-Compatible Heck Reaction. Org Lett 2019; 21:719-723. [DOI: 10.1021/acs.orglett.8b03926] [Citation(s) in RCA: 39] [Impact Index Per Article: 7.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/09/2023]
Affiliation(s)
- Xuan Wang
- State Key Laboratory of Drug Research, Shanghai Institute of Materia Medica, Chinese Academy of Sciences, 501 Haike Road, Zhang Jiang Hi-Tech Park, Pudong, Shanghai 201203, P.R. China
- Amgen Asia R&D Center, Amgen Biopharmaceutical R&D (Shanghai) Company, Limited, 4560 Jinke Road, Building No. 2, 13th Floor, Pudong, Shanghai 201210, P.R. China
| | - Hui Sun
- State Key Laboratory of Drug Research, Shanghai Institute of Materia Medica, Chinese Academy of Sciences, 501 Haike Road, Zhang Jiang Hi-Tech Park, Pudong, Shanghai 201203, P.R. China
| | - Jiaxiang Liu
- State Key Laboratory of Drug Research, Shanghai Institute of Materia Medica, Chinese Academy of Sciences, 501 Haike Road, Zhang Jiang Hi-Tech Park, Pudong, Shanghai 201203, P.R. China
| | - Wenge Zhong
- Amgen Asia R&D Center, Amgen Biopharmaceutical R&D (Shanghai) Company, Limited, 4560 Jinke Road, Building No. 2, 13th Floor, Pudong, Shanghai 201210, P.R. China
| | - Mingqiang Zhang
- Amgen Asia R&D Center, Amgen Biopharmaceutical R&D (Shanghai) Company, Limited, 4560 Jinke Road, Building No. 2, 13th Floor, Pudong, Shanghai 201210, P.R. China
| | - Hu Zhou
- State Key Laboratory of Drug Research, Shanghai Institute of Materia Medica, Chinese Academy of Sciences, 501 Haike Road, Zhang Jiang Hi-Tech Park, Pudong, Shanghai 201203, P.R. China
| | - Dongcheng Dai
- Amgen Asia R&D Center, Amgen Biopharmaceutical R&D (Shanghai) Company, Limited, 4560 Jinke Road, Building No. 2, 13th Floor, Pudong, Shanghai 201210, P.R. China
| | - Xiaojie Lu
- State Key Laboratory of Drug Research, Shanghai Institute of Materia Medica, Chinese Academy of Sciences, 501 Haike Road, Zhang Jiang Hi-Tech Park, Pudong, Shanghai 201203, P.R. China
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266
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267
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Abstract
The nanomaterial landscape is so vast that a high-throughput combinatorial approach is required to understand structure-function relationships. To address this challenge, an approach for the synthesis and screening of megalibraries of unique nanoscale features (>10,000,000) with tailorable location, size, and composition has been developed. Polymer pen lithography, a parallel lithographic technique, is combined with an ink spray-coating method to create pen arrays, where each pen has a different but deliberately chosen quantity and composition of ink. With this technique, gradients of Au-Cu bimetallic nanoparticles have been synthesized and then screened for activity by in situ Raman spectroscopy with respect to single-walled carbon nanotube (SWNT) growth. Au3Cu, a composition not previously known to catalyze SWNT growth, has been identified as the most active composition.
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268
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Zhou Y, Li C, Peng J, Xie L, Meng L, Li Q, Zhang J, Li XD, Li X, Huang X, Li X. DNA-Encoded Dynamic Chemical Library and Its Applications in Ligand Discovery. J Am Chem Soc 2018; 140:15859-15867. [DOI: 10.1021/jacs.8b09277] [Citation(s) in RCA: 67] [Impact Index Per Article: 11.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/28/2022]
Affiliation(s)
- Yu Zhou
- 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, Hong Kong
| | - Chen Li
- Key Laboratory of Chemical Genomics, School of Chemical Biology and Biotechnology, Peking University Shenzhen Graduate School, 2199 Lishui Road West, Shenzhen 518055, China
| | - Jianzhao Peng
- Department of Chemistry, The University of Hong Kong, Pokfulam Road, Hong Kong, Hong Kong
- Department of Chemistry, Southern University of Science and Technology, 1088 Xueyuan Road, Shenzhen 518055, China
| | - Liangxu Xie
- Department of Chemistry, The Hong Kong University of Science and Technology, Clear Water
Bay, Kowloon, Hong Kong, Hong Kong
| | - Ling Meng
- Department of Chemistry, The University of Hong Kong, Pokfulam Road, Hong Kong, Hong Kong
| | - Qingrong Li
- Department of Chemistry, The University of Hong Kong, Pokfulam Road, Hong Kong, Hong Kong
- Department of Chemistry, Southern University of Science and Technology, 1088 Xueyuan Road, Shenzhen 518055, China
| | - Jianfu Zhang
- Department of Chemistry, The University of Hong Kong, Pokfulam Road, Hong Kong, Hong Kong
| | - Xiang David Li
- Department of Chemistry, The University of Hong Kong, Pokfulam Road, Hong Kong, Hong Kong
| | - Xin Li
- Department of Chemistry, The University of Hong Kong, Pokfulam Road, Hong Kong, Hong Kong
| | - Xuhui Huang
- Department of Chemistry, The Hong Kong University of Science and Technology, Clear Water
Bay, Kowloon, Hong Kong, Hong Kong
| | - Xiaoyu Li
- Department of Chemistry, The University of Hong Kong, Pokfulam Road, Hong Kong, Hong Kong
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269
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Erharuyi O, Simanski S, McEnaney PJ, Kodadek T. Screening one bead one compound libraries against serum using a flow cytometer: Determination of the minimum antibody concentration required for ligand discovery. Bioorg Med Chem Lett 2018; 28:2773-2778. [PMID: 29395976 PMCID: PMC6064678 DOI: 10.1016/j.bmcl.2018.01.033] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/03/2017] [Revised: 01/17/2018] [Accepted: 01/18/2018] [Indexed: 10/18/2022]
Abstract
One bead one compound (OBOC) libraries can be screened against serum samples to identify ligands to antibodies in this mixture. In this protocol, hit beads are identified by staining with a fluorescent labeled secondary antibody. When screens are conducted against two different sets of serum, antibodies, and ligands to them, can be discovered that distinguish the two populations. The application of DNA-encoding technology to OBOC libraries has allowed the use of 10 µm beads for library preparation and screening, which pass through a standard flow cytometer, allowing the fluorescent hit beads to be separated from beads displaying non-ligands easily. An important issue in using this approach for the discovery of antibody biomarkers is its analytical sensitivity. In other words, how abundant must an IgG be to allow it to be pulled out of serum in an unbiased screen using a flow cytometer? We report here a model study in which monoclonal antibodies with known ligands of varying affinities are doped into serum. We find that for antibody ligands typical of what one isolates from an unbiased combinatorial library, the target antibody must be present at 10-50 nM. True antigens, which bind with significantly higher affinity, can detect much less abundant serum antibodies.
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Affiliation(s)
- Osayemwenre Erharuyi
- Department of Chemistry, The Scripps Research Institute, 130 Scripps Way, Jupiter, FL 33458, USA
| | - Scott Simanski
- Department of Chemistry, The Scripps Research Institute, 130 Scripps Way, Jupiter, FL 33458, USA
| | - Patrick J McEnaney
- Department of Chemistry, The Scripps Research Institute, 130 Scripps Way, Jupiter, FL 33458, USA
| | - Thomas Kodadek
- Department of Chemistry, The Scripps Research Institute, 130 Scripps Way, Jupiter, FL 33458, USA.
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270
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Kochmann S, Le ATH, Hili R, Krylov SN. Predicting efficiency of NECEEM‐based partitioning of protein binders from nonbinders in DNA‐encoded libraries. Electrophoresis 2018; 39:2991-2996. [DOI: 10.1002/elps.201800270] [Citation(s) in RCA: 13] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/30/2018] [Revised: 07/25/2018] [Accepted: 07/26/2018] [Indexed: 11/10/2022]
Affiliation(s)
- Sven Kochmann
- Department of Chemistry and Centre for Research on Biomolecular InteractionsYork University Toronto Ontario Canada
| | - An T. H. Le
- Department of Chemistry and Centre for Research on Biomolecular InteractionsYork University Toronto Ontario Canada
| | - Ryan Hili
- Department of Chemistry and Centre for Research on Biomolecular InteractionsYork University Toronto Ontario Canada
| | - Sergey N. Krylov
- Department of Chemistry and Centre for Research on Biomolecular InteractionsYork University Toronto Ontario Canada
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271
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Kölmel DK, Loach RP, Knauber T, Flanagan ME. Employing Photoredox Catalysis for DNA-Encoded Chemistry: Decarboxylative Alkylation of α-Amino Acids. ChemMedChem 2018; 13:2159-2165. [PMID: 30063289 DOI: 10.1002/cmdc.201800492] [Citation(s) in RCA: 81] [Impact Index Per Article: 13.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/24/2018] [Indexed: 01/02/2023]
Abstract
A new procedure for the photoredox-mediated conjugate addition of radicals that can be conveniently generated from α-amino acids to DNA-tagged Michael acceptors and styrenes is presented. This C(sp3 )-C(sp3 ) coupling tolerates a broad array of structurally diverse radical precursors, including all of the 20 proteinogenic amino acids. Importantly, this reaction proceeds under mild conditions and in DNA-compatible aqueous media. Furthermore, the presented reaction conditions are compatible with DNA, making this reaction platform well suited for the construction of DNA-encoded libraries. The scope and limitations of the chemistry are discussed herein along with proposals for how this methodology might be used to construct DNA-encoded libraries.
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Affiliation(s)
- Dominik K Kölmel
- Pfizer Worldwide Research and Development, Groton, CT, 06340, USA
| | - Richard P Loach
- Pfizer Worldwide Research and Development, Groton, CT, 06340, USA
| | - Thomas Knauber
- Pfizer Worldwide Research and Development, Groton, CT, 06340, USA
| | - Mark E Flanagan
- Pfizer Worldwide Research and Development, Groton, CT, 06340, USA
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272
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Kolodny G, Li X, Balk S. Addressing Cancer Chemotherapeutic Toxicity, Resistance, and Heterogeneity: Novel Theranostic Use of DNA‐Encoded Small Molecule Libraries. Bioessays 2018; 40:e1800057. [DOI: 10.1002/bies.201800057] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/25/2018] [Revised: 07/08/2018] [Indexed: 11/09/2022]
Affiliation(s)
- Gerald Kolodny
- Beth Israel Deaconess Medical Center − Radiology/Nuclear Medicine and Molecular Imaging330 Brookline AvenueBostonMA02215USA
| | - Xiaoyu Li
- Hong Kong University − ChemistryPokfulam RoadHong Kong
| | - Steven Balk
- Beth Israel Deaconess Medical Center − Medicine330 Brookline AvenueBostonMA02215USA
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273
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Favalli N, Biendl S, Hartmann M, Piazzi J, Sladojevich F, Gräslund S, Brown PJ, Näreoja K, Schüler H, Scheuermann J, Franzini R, Neri D. A DNA-Encoded Library of Chemical Compounds Based on Common Scaffolding Structures Reveals the Impact of Ligand Geometry on Protein Recognition. ChemMedChem 2018; 13:1303-1307. [PMID: 29856130 PMCID: PMC6126618 DOI: 10.1002/cmdc.201800193] [Citation(s) in RCA: 32] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/22/2018] [Indexed: 11/06/2022]
Abstract
A DNA-encoded chemical library (DECL) with 1.2 million compounds was synthesized by combinatorial reaction of seven central scaffolds with two sets of 343×492 building blocks. Library screening by affinity capture revealed that for some target proteins, the chemical nature of building blocks dominated the selection results, whereas for other proteins, the central scaffold also crucially contributed to ligand affinity. Molecules based on a 3,5-bis(aminomethyl)benzoic acid core structure were found to bind human serum albumin with a Kd value of 6 nm, while compounds with the same substituents on an equidistant but flexible l-lysine scaffold showed 140-fold lower affinity. A 18 nm tankyrase-1 binder featured l-lysine as linking moiety, while molecules based on d-Lysine or (2S,4S)-amino-l-proline showed no detectable binding to the target. This work suggests that central scaffolds which predispose the orientation of chemical building blocks toward the protein target may enhance the screening productivity of encoded libraries.
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Affiliation(s)
- Nicholas Favalli
- Institute of Pharmaceutical Sciences, ETH Zürich, Vladimir-Prelog-Weg 4, 8093 Zürich (Switzerland)
| | - Stefan Biendl
- Institute of Pharmaceutical Sciences, ETH Zürich, Vladimir-Prelog-Weg 4, 8093 Zürich (Switzerland)
| | - Marco Hartmann
- Institute of Pharmaceutical Sciences, ETH Zürich, Vladimir-Prelog-Weg 4, 8093 Zürich (Switzerland)
| | | | - Filippo Sladojevich
- Roche Pharma Research and Early Development, Roche Innovation Center Basel, F. Hoffmann-La, Roche Ltd., Grenzacherstrasse 124, 4070 Basel (Switzerland)
| | - Susanne Gräslund
- Structural Genomics Consortium (SGC), University of Toronto, Toronto, M5G 1L7 (Canada)
- Department Structural Biology, Dept. of Medical Biochemistry and Biophysics (MBB), Karolinska Institutet, Scheeles väg 2, S-17177 Stockholm
| | - Peter J. Brown
- Structural Genomics Consortium (SGC), University of Toronto, Toronto, M5G 1L7 (Canada)
| | - Katja Näreoja
- Department Structural Biology, Dept. of Medical Biochemistry and Biophysics (MBB), Karolinska Institutet, Scheeles väg 2, S-17177 Stockholm
| | - Herwig Schüler
- Department Structural Biology, Dept. of Medical Biochemistry and Biophysics (MBB), Karolinska Institutet, Scheeles väg 2, S-17177 Stockholm
| | - Jörg Scheuermann
- Institute of Pharmaceutical Sciences, ETH Zürich, Vladimir-Prelog-Weg 4, 8093 Zürich (Switzerland)
| | - Raphael Franzini
- Institute of Pharmaceutical Sciences, ETH Zürich, Vladimir-Prelog-Weg 4, 8093 Zürich (Switzerland)
- University of Utah, College of Pharmacy, 30 South 2000 East, Salt Lake City, UT 84112 (801) 581-6731
| | - Dario Neri
- Institute of Pharmaceutical Sciences, ETH Zürich, Vladimir-Prelog-Weg 4, 8093 Zürich (Switzerland)
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274
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Ruff Y, Berst F. Efficient copper-catalyzed amination of DNA-conjugated aryl iodides under mild aqueous conditions. MEDCHEMCOMM 2018; 9:1188-1193. [PMID: 30109007 PMCID: PMC6072498 DOI: 10.1039/c8md00185e] [Citation(s) in RCA: 41] [Impact Index Per Article: 6.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/04/2018] [Accepted: 05/17/2018] [Indexed: 12/19/2022]
Abstract
Herein, we describe the development of copper-catalyzed cross-coupling of DNA-conjugated aryl iodides with aliphatic amines. This protocol leverages a novel ligand, 2-((2,6-dimethoxyphenyl)amino)-2-oxoacetic acid, to effect the transformation in aqueous DMSO, under mild conditions and in air, making it an ideal candidate for the synthesis of DNA-encoded libraries.
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Affiliation(s)
- Yves Ruff
- Novartis Institutes for BioMedical Research , Novartis Pharma AG , Novartis Campus , 4002 Basel , Switzerland .
| | - Frédéric Berst
- Novartis Institutes for BioMedical Research , Novartis Pharma AG , Novartis Campus , 4002 Basel , Switzerland .
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275
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Kinetically guided radical-based synthesis of C(sp 3)-C(sp 3) linkages on DNA. Proc Natl Acad Sci U S A 2018; 115:E6404-E6410. [PMID: 29946037 DOI: 10.1073/pnas.1806900115] [Citation(s) in RCA: 119] [Impact Index Per Article: 19.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/27/2022] Open
Abstract
DNA-encoded libraries (DEL)-based discovery platforms have recently been widely adopted in the pharmaceutical industry, mainly due to their powerful diversity and incredible number of molecules. In the two decades since their disclosure, great strides have been made to expand the toolbox of reaction modes that are compatible with the idiosyncratic aqueous, dilute, and DNA-sensitive parameters of this system. However, construction of highly important C(sp3)-C(sp3) linkages on DNA through cross-coupling remains unexplored. In this article, we describe a systematic approach to translating standard organic reactions to a DEL setting through the tactical combination of kinetic analysis and empirical screening with information captured from data mining. To exemplify this model, implementation of the Giese addition to forge high value C-C bonds on DNA was studied, which represents a radical-based synthesis in DEL.
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276
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Neri D, Lerner RA. DNA-Encoded Chemical Libraries: A Selection System Based on Endowing Organic Compounds with Amplifiable Information. Annu Rev Biochem 2018; 87:479-502. [PMID: 29328784 PMCID: PMC6080696 DOI: 10.1146/annurev-biochem-062917-012550] [Citation(s) in RCA: 265] [Impact Index Per Article: 44.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/12/2022]
Abstract
The discovery of organic ligands that bind specifically to proteins is a central problem in chemistry, biology, and the biomedical sciences. The encoding of individual organic molecules with distinctive DNA tags, serving as amplifiable identification bar codes, allows the construction and screening of combinatorial libraries of unprecedented size, thus facilitating the discovery of ligands to many different protein targets. Fundamentally, one links powers of genetics and chemical synthesis. After the initial description of DNA-encoded chemical libraries in 1992, several experimental embodiments of the technology have been reduced to practice. This review provides a historical account of important milestones in the development of DNA-encoded chemical libraries, a survey of relevant ongoing research activities, and a glimpse into the future.
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Affiliation(s)
- Dario Neri
- Department of Chemistry and Applied Biosciences, Swiss Federal Institute of Technology (ETH Zürich), 8093 Zürich, Switzerland;
| | - Richard A Lerner
- Department of Chemistry, The Scripps Research Institute, La Jolla, California 92037, USA;
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277
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Leveridge M, Chung CW, Gross JW, Phelps CB, Green D. Integration of Lead Discovery Tactics and the Evolution of the Lead Discovery Toolbox. SLAS DISCOVERY 2018; 23:881-897. [PMID: 29874524 DOI: 10.1177/2472555218778503] [Citation(s) in RCA: 16] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/26/2022]
Abstract
There has been much debate around the success rates of various screening strategies to identify starting points for drug discovery. Although high-throughput target-based and phenotypic screening has been the focus of this debate, techniques such as fragment screening, virtual screening, and DNA-encoded library screening are also increasingly reported as a source of new chemical equity. Here, we provide examples in which integration of more than one screening approach has improved the campaign outcome and discuss how strengths and weaknesses of various methods can be used to build a complementary toolbox of approaches, giving researchers the greatest probability of successfully identifying leads. Among others, we highlight case studies for receptor-interacting serine/threonine-protein kinase 1 and the bromo- and extra-terminal domain family of bromodomains. In each example, the unique insight or chemistries individual approaches provided are described, emphasizing the synergy of information obtained from the various tactics employed and the particular question each tactic was employed to answer. We conclude with a short prospective discussing how screening strategies are evolving, what this screening toolbox might look like in the future, how to maximize success through integration of multiple tactics, and scenarios that drive selection of one combination of tactics over another.
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Affiliation(s)
- Melanie Leveridge
- 1 GlaxoSmithKline Drug Design and Selection, Platform Technology and Science, Stevenage, Hertfordshire, UK
| | - Chun-Wa Chung
- 1 GlaxoSmithKline Drug Design and Selection, Platform Technology and Science, Stevenage, Hertfordshire, UK
| | - Jeffrey W Gross
- 2 GlaxoSmithKline Drug Design and Selection, Platform Technology and Science, Collegeville, PA, USA
| | - Christopher B Phelps
- 3 GlaxoSmithKline Drug Design and Selection, Platform Technology and Science, Cambridge, MA, USA
| | - Darren Green
- 1 GlaxoSmithKline Drug Design and Selection, Platform Technology and Science, Stevenage, Hertfordshire, UK
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278
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Favalli N, Bassi G, Scheuermann J, Neri D. DNA-encoded chemical libraries - achievements and remaining challenges. FEBS Lett 2018; 592:2168-2180. [PMID: 29683493 PMCID: PMC6126621 DOI: 10.1002/1873-3468.13068] [Citation(s) in RCA: 119] [Impact Index Per Article: 19.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/20/2018] [Revised: 04/11/2018] [Accepted: 04/13/2018] [Indexed: 11/10/2022]
Abstract
DNA-encoded chemical libraries (DECLs) are collections of compounds, individually coupled to DNA tags serving as amplifiable identification barcodes. Since individual compounds can be identified by the associated DNA tag, they can be stored as a mixture, allowing the synthesis and screening of combinatorial libraries of unprecedented size, facilitated by the implementation of split-and-pool synthetic procedures or other experimental methodologies. In this review, we briefly present relevant concepts and technologies, which are required for the implementation and interpretation of screening procedures with DNA-encoded chemical libraries. Moreover, we illustrate some success stories, detailing how novel ligands were discovered from encoded libraries. Finally, we critically review what can realistically be achieved with the technology at the present time, highlighting challenges and opportunities for the future.
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Affiliation(s)
- Nicholas Favalli
- Department of Chemistry and Applied Biosciences, Swiss Federal Institute of Technology (ETH Zürich), Vladimir-Prelog-Weg 4, CH-8093 Zürich (Switzerland)
| | - Gabriele Bassi
- Department of Chemistry and Applied Biosciences, Swiss Federal Institute of Technology (ETH Zürich), Vladimir-Prelog-Weg 4, CH-8093 Zürich (Switzerland)
| | - Jörg Scheuermann
- Department of Chemistry and Applied Biosciences, Swiss Federal Institute of Technology (ETH Zürich), Vladimir-Prelog-Weg 4, CH-8093 Zürich (Switzerland)
| | - Dario Neri
- Department of Chemistry and Applied Biosciences, Swiss Federal Institute of Technology (ETH Zürich), Vladimir-Prelog-Weg 4, CH-8093 Zürich (Switzerland)
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279
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Ding Y, Chai J, Centrella PA, Gondo C, DeLorey JL, Clark MA. Development and Synthesis of DNA-Encoded Benzimidazole Library. ACS COMBINATORIAL SCIENCE 2018; 20:251-255. [PMID: 29648439 DOI: 10.1021/acscombsci.8b00009] [Citation(s) in RCA: 35] [Impact Index Per Article: 5.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/19/2022]
Abstract
Encoded library technology (ELT) is an effective approach to the discovery of novel small-molecule ligands for biological targets. A key factor for the success of the technology is the chemical diversity of the libraries. Here we report the development of DNA-conjugated benzimidazoles. Using 4-fluoro-3-nitrobenzoic acid as a key synthon, we synthesized a 320 million-member DNA-encoded benzimidazole library using Fmoc-protected amino acids, amines and aldehydes as diversity elements. Affinity selection of the library led to the discovery of a novel, potent and specific antagonist of the NK3 receptor.
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Affiliation(s)
- Yun Ding
- GlaxoSmithKline, Platform Technology & Science, 200 Cambridgepark Drive, Cambridge, Massachusetts 02140, United States
| | - Jing Chai
- GlaxoSmithKline, Platform Technology & Science, 200 Cambridgepark Drive, Cambridge, Massachusetts 02140, United States
| | - Paolo A. Centrella
- GlaxoSmithKline, Platform Technology & Science, 200 Cambridgepark Drive, Cambridge, Massachusetts 02140, United States
| | - Chenaimwoyo Gondo
- GlaxoSmithKline, Platform Technology & Science, 200 Cambridgepark Drive, Cambridge, Massachusetts 02140, United States
| | - Jennifer L. DeLorey
- GlaxoSmithKline, Platform Technology & Science, 200 Cambridgepark Drive, Cambridge, Massachusetts 02140, United States
| | - Matthew A. Clark
- GlaxoSmithKline, Platform Technology & Science, 200 Cambridgepark Drive, Cambridge, Massachusetts 02140, United States
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280
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Satz AL. What Do You Get from DNA-Encoded Libraries? ACS Med Chem Lett 2018; 9:408-410. [PMID: 29795750 DOI: 10.1021/acsmedchemlett.8b00128] [Citation(s) in RCA: 55] [Impact Index Per Article: 9.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/15/2018] [Accepted: 04/17/2018] [Indexed: 11/28/2022] Open
Abstract
Use of DNA-encoded libraries (DELs) in the pharmaceutical industry has rapidly increased. We discuss what to expect when you run a DEL screen and contemplate guidelines for library design. Additionally, we consider some visionary work and extrapolate to the future.
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Affiliation(s)
- Alexander L. Satz
- Roche Pharma Research and Early Development (pRED), Roche Innovation Center Basel, F. Hoffmann-La Roche Ltd, Grenzacherstrasse 124, CH-4070 Basel, Switzerland
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281
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Second-generation DNA-templated macrocycle libraries for the discovery of bioactive small molecules. Nat Chem 2018; 10:704-714. [PMID: 29610462 PMCID: PMC6014893 DOI: 10.1038/s41557-018-0033-8] [Citation(s) in RCA: 133] [Impact Index Per Article: 22.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/06/2017] [Accepted: 02/28/2018] [Indexed: 12/21/2022]
Abstract
DNA-encoded libraries have emerged as a widely used resource for the discovery of bioactive small molecules, and offer substantial advantages compared with conventional small-molecule libraries. Here, we have developed and streamlined multiple fundamental aspects of DNA-encoded and DNA-templated library synthesis methodology, including computational identification and experimental validation of a 20 × 20 × 20 × 80 set of orthogonal codons, chemical and computational tools for enhancing the structural diversity and drug-likeness of library members, a highly efficient polymerase-mediated template library assembly strategy, and library isolation and purification methods. We have integrated these improved methods to produce a second-generation DNA-templated library of 256,000 small-molecule macrocycles with improved drug-like physical properties. In vitro selection of this library for insulin-degrading enzyme affinity resulted in novel insulin-degrading enzyme inhibitors, including one of unusual potency and novel macrocycle stereochemistry (IC50 = 40 nM). Collectively, these developments enable DNA-templated small-molecule libraries to serve as more powerful, accessible, streamlined and cost-effective tools for bioactive small-molecule discovery.
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282
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Li Y, De Luca R, Cazzamalli S, Pretto F, Bajic D, Scheuermann J, Neri D. Versatile protein recognition by the encoded display of multiple chemical elements on a constant macrocyclic scaffold. Nat Chem 2018; 10:441-448. [PMID: 29556050 PMCID: PMC6044424 DOI: 10.1038/s41557-018-0017-8] [Citation(s) in RCA: 103] [Impact Index Per Article: 17.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/14/2017] [Accepted: 01/04/2018] [Indexed: 11/09/2022]
Abstract
In nature, specific antibodies can be generated as a result of an adaptive selection and expansion of lymphocytes with suitable protein binding properties. We attempted to mimic antibody-antigen recognition by displaying multiple chemical diversity elements on a defined macrocyclic scaffold. Encoding of the displayed combinations was achieved using distinctive DNA tags, resulting in a library size of 35,393,112. Specific binders could be isolated against a variety of proteins, including carbonic anhydrase IX, horseradish peroxidase, tankyrase 1, human serum albumin, alpha-1 acid glycoprotein, calmodulin, prostate-specific antigen and tumour necrosis factor. Similar to antibodies, the encoded display of multiple chemical elements on a constant scaffold enabled practical applications, such as fluorescence microscopy procedures or the selective in vivo delivery of payloads to tumours. Furthermore, the versatile structure of the scaffold facilitated the generation of protein-specific chemical probes, as illustrated by photo-crosslinking.
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Affiliation(s)
- Yizhou Li
- Chongqing Key Laboratory of Natural Product Synthesis and Drug Research, School of Pharmaceutical Sciences, Chongqing University, Shapingba, Chongqing, China
- Department of Chemistry and Applied Biosciences, Swiss Federal Institute of Technology (ETH Zürich), Zürich, Switzerland
| | - Roberto De Luca
- Department of Chemistry and Applied Biosciences, Swiss Federal Institute of Technology (ETH Zürich), Zürich, Switzerland
| | - Samuele Cazzamalli
- Department of Chemistry and Applied Biosciences, Swiss Federal Institute of Technology (ETH Zürich), Zürich, Switzerland
| | | | - Davor Bajic
- Department of Chemistry and Applied Biosciences, Swiss Federal Institute of Technology (ETH Zürich), Zürich, Switzerland
| | - Jörg Scheuermann
- Department of Chemistry and Applied Biosciences, Swiss Federal Institute of Technology (ETH Zürich), Zürich, Switzerland.
| | - Dario Neri
- Department of Chemistry and Applied Biosciences, Swiss Federal Institute of Technology (ETH Zürich), Zürich, Switzerland.
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283
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Ruff EF, Muretta JM, Thompson AR, Lake EW, Cyphers S, Albanese SK, Hanson SM, Behr JM, Thomas DD, Chodera JD, Levinson NM. A dynamic mechanism for allosteric activation of Aurora kinase A by activation loop phosphorylation. eLife 2018; 7:32766. [PMID: 29465396 PMCID: PMC5849412 DOI: 10.7554/elife.32766] [Citation(s) in RCA: 48] [Impact Index Per Article: 8.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/13/2017] [Accepted: 02/19/2018] [Indexed: 12/12/2022] Open
Abstract
Many eukaryotic protein kinases are activated by phosphorylation on a specific conserved residue in the regulatory activation loop, a post-translational modification thought to stabilize the active DFG-In state of the catalytic domain. Here we use a battery of spectroscopic methods that track different catalytic elements of the kinase domain to show that the ~100 fold activation of the mitotic kinase Aurora A (AurA) by phosphorylation occurs without a population shift from the DFG-Out to the DFG-In state, and that the activation loop of the activated kinase remains highly dynamic. Instead, molecular dynamics simulations and electron paramagnetic resonance experiments show that phosphorylation triggers a switch within the DFG-In subpopulation from an autoinhibited DFG-In substate to an active DFG-In substate, leading to catalytic activation. This mechanism raises new questions about the functional role of the DFG-Out state in protein kinases. The transfer of phosphate groups onto proteins (protein phosphorylation) is one of the most important methods used to send signals inside cells. The enzymes that catalyze this process, called protein kinases, are themselves controlled by the phosphorylation of a flexible region called the activation loop. For many years it had been thought that the purpose of activation loop phosphorylation was to clamp the otherwise flexible activation loop in an active state that allows molecules that need to be phosphorylated to bind to the kinase. This assumption was based on static pictures of protein kinases obtained by X-ray crystallography, in which individual states are trapped and visualized in a crystal lattice. However, new methods and approaches now mean it is possible to visualize how the position of the activation loop changes as it moves in solution. By applying these techniques, Ruff et al. show that the static model is incorrect in a protein kinase called Aurora A. In this enzyme, the phosphorylated activation loop continues to switch back and forth between active and inactive states. Phosphorylation instead enhances the catalytic activity of the active state. Aurora A regulates several important steps in cell division, and plays important roles in several kinds of cancer. The discovery that activated forms of Aurora A can have different dynamic properties raises the possibility that inhibitor molecules could be designed to exploit these differences and block specific activities of Aurora A in cancer cells. To realize this goal we need to better understand how a kinase switching between active and inactive states affects the ability of inhibitors to interact with it.
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Affiliation(s)
- Emily F Ruff
- Department of Pharmacology, University of Minnesota, Minneapolis, United States
| | - Joseph M Muretta
- Department of Biochemistry, Molecular Biology, and Biophysics, University of Minnesota, Minneapolis, United States
| | - Andrew R Thompson
- Department of Biochemistry, Molecular Biology, and Biophysics, University of Minnesota, Minneapolis, United States
| | - Eric W Lake
- Department of Pharmacology, University of Minnesota, Minneapolis, United States
| | - Soreen Cyphers
- Department of Pharmacology, University of Minnesota, Minneapolis, United States
| | - Steven K Albanese
- Computational and Systems Biology Program, Sloan Kettering Institute, Memorial Sloan Kettering Cancer Center, New York, United States.,Gerstner Sloan Kettering Graduate School, Memorial Sloan Kettering Cancer Center, New York, United States
| | - Sonya M Hanson
- Computational and Systems Biology Program, Sloan Kettering Institute, Memorial Sloan Kettering Cancer Center, New York, United States
| | - Julie M Behr
- Computational and Systems Biology Program, Sloan Kettering Institute, Memorial Sloan Kettering Cancer Center, New York, United States.,Tri-Institutional Program in Computational Biology and Medicine, Weill Cornell Medical College, New York, United States
| | - David D Thomas
- Department of Biochemistry, Molecular Biology, and Biophysics, University of Minnesota, Minneapolis, United States
| | - John D Chodera
- Computational and Systems Biology Program, Sloan Kettering Institute, Memorial Sloan Kettering Cancer Center, New York, United States
| | - Nicholas M Levinson
- Department of Pharmacology, University of Minnesota, Minneapolis, United States
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284
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Kuai L, O’Keeffe T, Arico-Muendel C. Randomness in DNA Encoded Library Selection Data Can Be Modeled for More Reliable Enrichment Calculation. SLAS DISCOVERY 2018; 23:405-416. [DOI: 10.1177/2472555218757718] [Citation(s) in RCA: 30] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/27/2022]
Abstract
DNA Encoded Libraries (DELs) use unique DNA sequences to tag each chemical warhead within a library mixture to enable deconvolution following affinity selection against a target protein. With next-generation sequencing, millions to billions of sequences can be read and counted to report binding events. This unprecedented capability has enabled researchers to synthesize and analyze numerically large chemical libraries. Despite the common perception that each library member undergoes a miniaturized affinity assay, selections with higher complexity libraries often produce results that are difficult to rank order. In this study, we aimed to understand the robustness of DEL selection by examining the sequencing readouts of warheads and chemotype families among a large number of experimentally repeated selections. The results revealed that (1) the output of DEL selection is intrinsically noisy but can be reliably modeled by the Poisson distribution, and (2) Poisson noise is the dominating noise at low copy counts and can be estimated even from a single experiment. We also discuss the shortcomings of data analyses based on directly using copy counts and their linear transformations, and propose a framework that incorporates proper normalization and confidence interval calculation to help researchers better understand DEL data.
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285
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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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286
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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 DISCOVERY 2018; 23:397-404. [PMID: 29361864 DOI: 10.1177/2472555217753840] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [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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287
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Castañón J, Román JP, Jessop TC, de Blas J, Haro R. Design and Development of a Technology Platform for DNA-Encoded Library Production and Affinity Selection. SLAS DISCOVERY 2018; 23:387-396. [DOI: 10.1177/2472555217752091] [Citation(s) in RCA: 17] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/23/2022]
Abstract
DNA-encoded libraries (DELs) have emerged as an efficient and cost-effective drug discovery tool for the exploration and screening of very large chemical space using small-molecule collections of unprecedented size. Herein, we report an integrated automation and informatics system designed to enhance the quality, efficiency, and throughput of the production and affinity selection of these libraries. The platform is governed by software developed according to a database-centric architecture to ensure data consistency, integrity, and availability. Through its versatile protocol management functionalities, this application captures the wide diversity of experimental processes involved with DEL technology, keeps track of working protocols in the database, and uses them to command robotic liquid handlers for the synthesis of libraries. This approach provides full traceability of building-blocks and DNA tags in each split-and-pool cycle. Affinity selection experiments and high-throughput sequencing reads are also captured in the database, and the results are automatically deconvoluted and visualized in customizable representations. Researchers can compare results of different experiments and use machine learning methods to discover patterns in data. As of this writing, the platform has been validated through the generation and affinity selection of various libraries, and it has become the cornerstone of the DEL production effort at Lilly.
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Affiliation(s)
- Jesús Castañón
- Discovery Chemistry Research & Technologies, Lilly Research Laboratories, Eli Lilly and Company, Alcobendas, Madrid, Spain
| | - José Pablo Román
- Discovery Chemistry Research & Technologies, Lilly Research Laboratories, Eli Lilly and Company, Alcobendas, Madrid, Spain
| | - Theodore C. Jessop
- Discovery Chemistry Research & Technologies, Lilly Research Laboratories, Eli Lilly and Company, Indianapolis, IN, USA
| | - Jesús de Blas
- Discovery Chemistry Research & Technologies, Lilly Research Laboratories, Eli Lilly and Company, Alcobendas, Madrid, Spain
| | - Rubén Haro
- Discovery Chemistry Research & Technologies, Lilly Research Laboratories, Eli Lilly and Company, Alcobendas, Madrid, Spain
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288
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Zhu Z, Shaginian A, Grady LC, O’Keeffe T, Shi XE, Davie CP, Simpson GL, Messer JA, Evindar G, Bream RN, Thansandote PP, Prentice NR, Mason AM, Pal S. Design and Application of a DNA-Encoded Macrocyclic Peptide Library. ACS Chem Biol 2018; 13:53-59. [PMID: 29185700 DOI: 10.1021/acschembio.7b00852] [Citation(s) in RCA: 64] [Impact Index Per Article: 10.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/11/2022]
Abstract
A DNA-encoded macrocyclic peptide library was designed and synthesized with 2.4 × 1012 members composed of 4-20 natural and non-natural amino acids. Affinity-based selection was performed against two therapeutic targets, VHL and RSV N protein. On the basis of selection data, some peptides were selected for resynthesis without a DNA tag, and their activity was confirmed.
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Affiliation(s)
- Zhengrong Zhu
- GlaxoSmithKline, 200 Cambridge Park Dr., Cambridge, Massachusetts 02140, United States
| | - Alex Shaginian
- GlaxoSmithKline, 200 Cambridge Park Dr., Cambridge, Massachusetts 02140, United States
| | - LaShadric C. Grady
- GlaxoSmithKline, 200 Cambridge Park Dr., Cambridge, Massachusetts 02140, United States
| | - Thomas O’Keeffe
- GlaxoSmithKline, 200 Cambridge Park Dr., Cambridge, Massachusetts 02140, United States
| | - Xiangguo E. Shi
- GlaxoSmithKline, 200 Cambridge Park Dr., Cambridge, Massachusetts 02140, United States
| | - Christopher P. Davie
- GlaxoSmithKline, 200 Cambridge Park Dr., Cambridge, Massachusetts 02140, United States
| | - Graham L. Simpson
- GlaxoSmithKline, Gunnels Wood Road, Stevenage, SG1 2NY, United Kingdom
| | - Jeffrey A. Messer
- GlaxoSmithKline, 200 Cambridge Park Dr., Cambridge, Massachusetts 02140, United States
| | - Ghotas Evindar
- GlaxoSmithKline, 200 Cambridge Park Dr., Cambridge, Massachusetts 02140, United States
| | - Robert N. Bream
- GlaxoSmithKline, Gunnels Wood Road, Stevenage, SG1 2NY, United Kingdom
| | | | - Naomi R. Prentice
- GlaxoSmithKline, Gunnels Wood Road, Stevenage, SG1 2NY, United Kingdom
| | - Andrew M. Mason
- GlaxoSmithKline, Gunnels Wood Road, Stevenage, SG1 2NY, United Kingdom
| | - Sandeep Pal
- GlaxoSmithKline, Gunnels Wood Road, Stevenage, SG1 2NY, United Kingdom
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289
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Schapira M, Tyers M, Torrent M, Arrowsmith CH. WD40 repeat domain proteins: a novel target class? Nat Rev Drug Discov 2017; 16:773-786. [PMID: 29026209 PMCID: PMC5975957 DOI: 10.1038/nrd.2017.179] [Citation(s) in RCA: 175] [Impact Index Per Article: 25.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/07/2023]
Abstract
Antagonism of protein-protein interactions (PPIs) with small molecules is becoming more feasible as a therapeutic approach. Successful PPI inhibitors tend to target proteins containing deep peptide-binding grooves or pockets rather than the more common large, flat protein interaction surfaces. Here, we review one of the most abundant PPI domains in the human proteome, the WD40 repeat (WDR) domain, which has a central peptide-binding pocket and is a member of the β-propeller domain-containing protein family. Recently, two WDR domain-containing proteins, WDR5 and EED, as well as other β-propeller domains have been successfully targeted by potent, specific, cell-active, drug-like chemical probes. Could WDR domains be a novel target class for drug discovery? Although the research is at an early stage and therefore not clinically validated, cautious optimism is justified, as WDR domain-containing proteins are involved in multiple disease-associated pathways. The druggability and structural diversity of WDR domain binding pockets suggest that understanding how to target this prevalent domain class will open up areas of disease biology that have so far resisted drug discovery efforts.
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Affiliation(s)
- Matthieu Schapira
- Structural Genomics Consortium, University of Toronto, Toronto, ON M5G 1L7, Canada
- Department of Pharmacology and Toxicology, University of Toronto, Toronto, ON M5S 1A8, Canada
| | - Mike Tyers
- Institute for Research in Immunology and Cancer, Université de Montréal, Montréal, QC H3C 3J7, Canada
- Mount Sinai Hospital, The Lunenfeld-Tanenbaum Research Institute, Toronto, ON M5G 1X5, Canada
| | - Maricel Torrent
- Discovery Research, AbbVie, Inc., 1 North Waukegan Road, North Chicago, Illinois 60064, United States
| | - Cheryl H. Arrowsmith
- Structural Genomics Consortium, University of Toronto, Toronto, ON M5G 1L7, Canada
- Princess Margaret Cancer Centre and Department of Medical Biophysics, University of Toronto, 101 College St., Toronto, ON M5G 1L7, Canada
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290
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Hook KD, Chambers JT, Hili R. A platform for high-throughput screening of DNA-encoded catalyst libraries in organic solvents. Chem Sci 2017; 8:7072-7076. [PMID: 29147535 PMCID: PMC5637469 DOI: 10.1039/c7sc02779f] [Citation(s) in RCA: 27] [Impact Index Per Article: 3.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/22/2017] [Accepted: 08/20/2017] [Indexed: 01/30/2023] Open
Abstract
PEGylation of DNA-encoded libraries enables high-throughput screening of small-molecule catalysts in organic solvents.
We have developed a novel high-throughput screening platform for the discovery of small-molecules catalysts for bond-forming reactions. The method employs an in vitro selection for bond-formation using amphiphilic DNA-encoded small molecules charged with reaction substrate, which enables selections to be conducted in a variety of organic or aqueous solvents. Using the amine-catalysed aldol reaction as a catalytic model and high-throughput DNA sequencing as a selection read-out, we demonstrate the 1200-fold enrichment of a known aldol catalyst from a library of 16.7-million uncompetitive library members.
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Affiliation(s)
- K Delaney Hook
- Department of Chemistry , University of Georgia , Athens , GA 30602 , USA . ; http://www.yorku.ca/rhili/
| | - John T Chambers
- Department of Chemistry , University of Georgia , Athens , GA 30602 , USA . ; http://www.yorku.ca/rhili/
| | - Ryan Hili
- Department of Chemistry , University of Georgia , Athens , GA 30602 , USA . ; http://www.yorku.ca/rhili/.,Department of Chemistry , York University , Toronto , ON M3J 1P3 , Canada
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291
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MacConnell AB, Paegel BM. Poisson Statistics of Combinatorial Library Sampling Predict False Discovery Rates of Screening. ACS COMBINATORIAL SCIENCE 2017; 19:524-532. [PMID: 28682059 PMCID: PMC5558193 DOI: 10.1021/acscombsci.7b00061] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Abstract
![]()
Microfluidic droplet-based
screening of DNA-encoded one-bead-one-compound
combinatorial libraries is a miniaturized, potentially widely distributable
approach to small molecule discovery. In these screens, a microfluidic
circuit distributes library beads into droplets of activity assay
reagent, photochemically cleaves the compound from the bead, then
incubates and sorts the droplets based on assay result for subsequent
DNA sequencing-based hit compound structure elucidation. Pilot experimental
studies revealed that Poisson statistics describe nearly all aspects
of such screens, prompting the development of simulations to understand
system behavior. Monte Carlo screening simulation data showed that
increasing mean library sampling (ε), mean droplet occupancy,
or library hit rate all increase the false discovery rate (FDR). Compounds
identified as hits on k > 1 beads (the replicate k class) were much more likely to be authentic
hits than singletons (k = 1), in agreement with previous
findings. Here, we explain this observation by deriving an equation
for authenticity, which reduces to the product of a library sampling
bias term (exponential in k) and a sampling saturation
term (exponential in ε) setting a threshold that the k-dependent bias must overcome. The equation thus quantitatively
describes why each hit structure’s FDR is based on its k class, and further predicts the feasibility of intentionally
populating droplets with multiple library beads, assaying the micromixtures
for function, and identifying the active members by statistical deconvolution.
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Affiliation(s)
- Andrew B. MacConnell
- Department
of Chemistry and †Doctoral Program in Chemical and Biological
Sciences, The Scripps Research Institute, 130 Scripps Way, Jupiter, Florida 33458, United States
| | - Brian M. Paegel
- Department
of Chemistry and †Doctoral Program in Chemical and Biological
Sciences, The Scripps Research Institute, 130 Scripps Way, Jupiter, Florida 33458, United States
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292
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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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293
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Schneider N, Fechner N, Landrum GA, Stiefl N. Chemical Topic Modeling: Exploring Molecular Data Sets Using a Common Text-Mining Approach. J Chem Inf Model 2017; 57:1816-1831. [DOI: 10.1021/acs.jcim.7b00249] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Affiliation(s)
- Nadine Schneider
- Novartis Institutes
for BioMedical Research, Novartis Pharma AG, Novartis Campus, 4002 Basel, Switzerland
| | - Nikolas Fechner
- Novartis Institutes
for BioMedical Research, Novartis Pharma AG, Novartis Campus, 4002 Basel, Switzerland
| | | | - Nikolaus Stiefl
- Novartis Institutes
for BioMedical Research, Novartis Pharma AG, Novartis Campus, 4002 Basel, Switzerland
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294
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Pisco JP, de Chiara C, Pacholarz KJ, Garza-Garcia A, Ogrodowicz RW, Walker PA, Barran PE, Smerdon SJ, de Carvalho LPS. Uncoupling conformational states from activity in an allosteric enzyme. Nat Commun 2017; 8:203. [PMID: 28781362 PMCID: PMC5545217 DOI: 10.1038/s41467-017-00224-0] [Citation(s) in RCA: 15] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Abstract] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/04/2016] [Accepted: 06/13/2017] [Indexed: 02/07/2023] Open
Abstract
ATP-phosphoribosyltransferase (ATP-PRT) is a hexameric enzyme in conformational equilibrium between an open and seemingly active state and a closed and presumably inhibited form. The structure-function relationship of allosteric regulation in this system is still not fully understood. Here, we develop a screening strategy for modulators of ATP-PRT and identify 3-(2-thienyl)-l-alanine (TIH) as an allosteric activator of this enzyme. Kinetic analysis reveals co-occupancy of the allosteric sites by TIH and l-histidine. Crystallographic and native ion-mobility mass spectrometry data show that the TIH-bound activated form of the enzyme closely resembles the inhibited l-histidine-bound closed conformation, revealing the uncoupling between ATP-PRT open and closed conformations and its functional state. These findings suggest that dynamic processes are responsible for ATP-PRT allosteric regulation and that similar mechanisms might also be found in other enzymes bearing a ferredoxin-like allosteric domain. Active and inactive state ATP-phosphoribosyltransferases (ATP-PRTs) are believed to have different conformations. Here the authors show that in both states, ATP-PRT has a similar structural arrangement, suggesting that dynamic alterations are involved in ATP-PRT regulation by allosteric modulators.
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Affiliation(s)
- João P Pisco
- Mycobacterial Metabolism and Antibiotic Research Laboratory, The Francis Crick Institute, 1 Midland Road, London, NW1 1AT, UK
| | - Cesira de Chiara
- Mycobacterial Metabolism and Antibiotic Research Laboratory, The Francis Crick Institute, 1 Midland Road, London, NW1 1AT, UK
| | - Kamila J Pacholarz
- Michael Barber Centre for Collaborative Mass Spectrometry, Manchester Institute of Biotechnology & School of Chemistry, University of Manchester, Manchester, M1 7DN, UK
| | - Acely Garza-Garcia
- Mycobacterial Metabolism and Antibiotic Research Laboratory, The Francis Crick Institute, 1 Midland Road, London, NW1 1AT, UK
| | - Roksana W Ogrodowicz
- Structural Biology Science Technology Platform, The Francis Crick Institute, 1 Midland Road, London, NW1 1AT, UK
| | - Philip A Walker
- Structural Biology Science Technology Platform, The Francis Crick Institute, 1 Midland Road, London, NW1 1AT, UK
| | - Perdita E Barran
- Michael Barber Centre for Collaborative Mass Spectrometry, Manchester Institute of Biotechnology & School of Chemistry, University of Manchester, Manchester, M1 7DN, UK
| | - Stephen J Smerdon
- Structural Biology of DNA-damage Signalling Laboratory, The Francis Crick Institute, 1 Midland Road, London, NW1 1AT, UK
| | - Luiz Pedro S de Carvalho
- Mycobacterial Metabolism and Antibiotic Research Laboratory, The Francis Crick Institute, 1 Midland Road, London, NW1 1AT, UK.
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295
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Prioritizing multiple therapeutic targets in parallel using automated DNA-encoded library screening. Nat Commun 2017; 8:16081. [PMID: 28714473 PMCID: PMC5520047 DOI: 10.1038/ncomms16081] [Citation(s) in RCA: 51] [Impact Index Per Article: 7.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/03/2016] [Accepted: 05/24/2017] [Indexed: 12/18/2022] Open
Abstract
The identification and prioritization of chemically tractable therapeutic targets is a significant challenge in the discovery of new medicines. We have developed a novel method that rapidly screens multiple proteins in parallel using DNA-encoded library technology (ELT). Initial efforts were focused on the efficient discovery of antibacterial leads against 119 targets from Acinetobacter baumannii and Staphylococcus aureus. The success of this effort led to the hypothesis that the relative number of ELT binders alone could be used to assess the ligandability of large sets of proteins. This concept was further explored by screening 42 targets from Mycobacterium tuberculosis. Active chemical series for six targets from our initial effort as well as three chemotypes for DHFR from M. tuberculosis are reported. The findings demonstrate that parallel ELT selections can be used to assess ligandability and highlight opportunities for successful lead and tool discovery. Encoded Library Technology (ELT) has streamlined the identification of chemical ligands for protein targets in drug discovery. Here, the authors optimize the ELT approach to screen multiple proteins in parallel and identify promising targets and antibacterial compounds for S. aureus, A. baumannii and M. tuberculosis.
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296
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Lu X, Roberts SE, Franklin GJ, Davie CP. On-DNA Pd and Cu promoted C-N cross-coupling reactions. MEDCHEMCOMM 2017; 8:1614-1617. [PMID: 30108872 DOI: 10.1039/c7md00289k] [Citation(s) in RCA: 59] [Impact Index Per Article: 8.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/03/2017] [Accepted: 07/11/2017] [Indexed: 12/28/2022]
Abstract
Encoded library technology (ELT) is a novel hit identification platform synergistic with HTS, fragment hit ID and focused screening. It provides both an ultra high-throughput and a cost-efficient tool for the discovery of small molecules that bind to protein targets of pharmaceutical interest. The success of ELT relies heavily on the chemical diversity accessed through DNA-encoded library (DEL) synthesis. We developed unprecedented Pd and Cu(i) promoted C-N cross-coupling reactions between a DNA-conjugated aryl iodide and primary amines. These reported reactions have strong potential for application in DNA-encoded library (DEL) synthesis.
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Affiliation(s)
- Xiaojie Lu
- GlaxoSmithKline , Platform Technology & Science , Drug Discovery and Selection , New Chemical Entity Molecular Discovery , 830 Winter Street , Waltham , MA 02451 , USA .
| | - Sarah E Roberts
- GlaxoSmithKline , Platform Technology & Science , Drug Discovery and Selection , New Chemical Entity Molecular Discovery , 830 Winter Street , Waltham , MA 02451 , USA .
| | - George J Franklin
- GlaxoSmithKline , Platform Technology & Science , Drug Discovery and Selection , New Chemical Entity Molecular Discovery , 830 Winter Street , Waltham , MA 02451 , USA .
| | - Christopher P Davie
- GlaxoSmithKline , Platform Technology & Science , Drug Discovery and Selection , New Chemical Entity Molecular Discovery , 830 Winter Street , Waltham , MA 02451 , USA .
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297
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Zimmermann G, Rieder U, Bajic D, Vanetti S, Chaikuad A, Knapp S, Scheuermann J, Mattarella M, Neri D. A Specific and Covalent JNK-1 Ligand Selected from an Encoded Self-Assembling Chemical Library. Chemistry 2017; 23:8152-8155. [PMID: 28485044 PMCID: PMC5557334 DOI: 10.1002/chem.201701644] [Citation(s) in RCA: 50] [Impact Index Per Article: 7.1] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/12/2017] [Indexed: 01/05/2023]
Abstract
We describe the construction of a DNA-encoded chemical library comprising 148 135 members, generated through the self-assembly of two sub-libraries, containing 265 and 559 members, respectively. The library was designed to contain building blocks potentially capable of forming covalent interactions with target proteins. Selections performed with JNK1, a kinase containing a conserved cysteine residue close to the ATP binding site, revealed the preferential enrichment of a 2-phenoxynicotinic acid moiety (building block A82) and a 4-(3,4-difluorophenyl)-4-oxobut-2-enoic acid moiety (building block B272). When the two compounds were joined by a short PEG linker, the resulting bidentate binder (A82-L-B272) was able to covalently modify JNK1 in the presence of a large molar excess of glutathione (0.5 mm), used to simulate intracellular reducing conditions. By contrast, derivatives of the individual building blocks were not able to covalently modify JNK1 in the same experimental conditions. The A82-L-B272 ligand was selective over related kinases (BTK and GAK), which also contain targetable cysteine residues in the vicinity of the active site.
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Affiliation(s)
- Gunther Zimmermann
- Department of Chemistry and Applied Biosciences, Swiss Federal Institute of Technology (ETH Zürich), Vladimir-Prelog-Weg 4, CH-8093 Zürich (Switzerland)
| | - Ulrike Rieder
- Philochem AG, Libernstrasse 3, CH-8112 Otelfingen (Switzerland)
| | - Davor Bajic
- Department of Chemistry and Applied Biosciences, Swiss Federal Institute of Technology (ETH Zürich), Vladimir-Prelog-Weg 4, CH-8093 Zürich (Switzerland)
| | - Sara Vanetti
- Philochem AG, Libernstrasse 3, CH-8112 Otelfingen (Switzerland)
| | - Apirat Chaikuad
- Institute of Pharmaceutical Chemistry and Buchmann Institute for Life Sciences (BMLS), Goethe University, Max-von-Laue-Strasse 9, D-60438 Frankfurt (Germany)
- Nuffield Department of Clinical Medicine, Structural Genomics Consortium and Target Discovery Institute, University of Oxford, Old Road Campus Research Building, Roosevelt Drive, Oxford, OX3 7DQ, UK
| | - Stefan Knapp
- Institute of Pharmaceutical Chemistry and Buchmann Institute for Life Sciences (BMLS), Goethe University, Max-von-Laue-Strasse 9, D-60438 Frankfurt (Germany)
- Nuffield Department of Clinical Medicine, Structural Genomics Consortium and Target Discovery Institute, University of Oxford, Old Road Campus Research Building, Roosevelt Drive, Oxford, OX3 7DQ, UK
| | - Jörg Scheuermann
- Department of Chemistry and Applied Biosciences, Swiss Federal Institute of Technology (ETH Zürich), Vladimir-Prelog-Weg 4, CH-8093 Zürich (Switzerland)
| | | | - Dario Neri
- Department of Chemistry and Applied Biosciences, Swiss Federal Institute of Technology (ETH Zürich), Vladimir-Prelog-Weg 4, CH-8093 Zürich (Switzerland)
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298
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Lu X, Fan L, Phelps CB, Davie CP, Donahue CP. Ruthenium Promoted On-DNA Ring-Closing Metathesis and Cross-Metathesis. Bioconjug Chem 2017; 28:1625-1629. [DOI: 10.1021/acs.bioconjchem.7b00292] [Citation(s) in RCA: 57] [Impact Index Per Article: 8.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/23/2022]
Affiliation(s)
- Xiaojie Lu
- GlaxoSmithKline, Platform Technology & Science, Drug Discovery and Selection, New Chemical Entity Molecular Discovery, Encoded Library Technologies, 830 Winter Street, Waltham, Massachusetts 02451, United States
| | - Lijun Fan
- GlaxoSmithKline, Platform Technology & Science, Drug Discovery and Selection, New Chemical Entity Molecular Discovery, Encoded Library Technologies, 830 Winter Street, Waltham, Massachusetts 02451, United States
| | - Christopher B. Phelps
- GlaxoSmithKline, Platform Technology & Science, Drug Discovery and Selection, New Chemical Entity Molecular Discovery, Encoded Library Technologies, 830 Winter Street, Waltham, Massachusetts 02451, United States
| | - Christopher P. Davie
- GlaxoSmithKline, Platform Technology & Science, Drug Discovery and Selection, New Chemical Entity Molecular Discovery, Encoded Library Technologies, 830 Winter Street, Waltham, Massachusetts 02451, United States
| | - Christine P. Donahue
- GlaxoSmithKline, Platform Technology & Science, Drug Discovery and Selection, New Chemical Entity Molecular Discovery, Encoded Library Technologies, 830 Winter Street, Waltham, Massachusetts 02451, United States
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Li Y, Zimmermann G, Scheuermann J, Neri D. Quantitative PCR is a Valuable Tool to Monitor the Performance of DNA-Encoded Chemical Library Selections. Chembiochem 2017; 18:848-852. [PMID: 28220596 PMCID: PMC5606288 DOI: 10.1002/cbic.201600626] [Citation(s) in RCA: 18] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/18/2016] [Indexed: 01/25/2023]
Abstract
Phage-display libraries and DNA-encoded chemical libraries (DECLs) represent useful tools for the isolation of specific binding molecules from large combinatorial sets of compounds. With both methods, specific binders are recovered at the end of affinity capture procedures by using target proteins of interest immobilized on a solid support. However, although the efficiency of phage-display selections is routinely quantified by counting the phage titer before and after the affinity capture step, no similar quantification procedures have been reported for the characterization of DECL selections. In this article, we describe the potential and limitations of quantitative PCR (qPCR) methods for the evaluation of selection efficiency by using a combinatorial chemical library with more than 35 million compounds. In the experimental conditions chosen for the selections, a quantification of DNA input/recovery over five orders of magnitude could be performed, revealing a successful enrichment of abundant binders, which could be confirmed by DNA sequencing. qPCR provided rapid information about the performance of selections, thus facilitating the optimization of experimental conditions.
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Affiliation(s)
- Yizhou Li
- Department of Chemistry and Applied Biosciences Swiss Federal
Institute of Technology (ETH Zürich) Vladimir-Prelog-Weg 3, CH-8093
Zürich (Switzerland)
| | - Gunther Zimmermann
- Department of Chemistry and Applied Biosciences Swiss Federal
Institute of Technology (ETH Zürich) Vladimir-Prelog-Weg 3, CH-8093
Zürich (Switzerland)
| | - Jörg Scheuermann
- Department of Chemistry and Applied Biosciences Swiss Federal
Institute of Technology (ETH Zürich) Vladimir-Prelog-Weg 3, CH-8093
Zürich (Switzerland)
| | - Dario Neri
- Department of Chemistry and Applied Biosciences Swiss Federal
Institute of Technology (ETH Zürich) Vladimir-Prelog-Weg 3, CH-8093
Zürich (Switzerland)
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