1
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Puglioli S, Fabbri M, Comacchio C, Alvigini L, De Luca R, Oehler S, Gilardoni E, Bassi G, Cazzamalli S, Neri D, Favalli N. Permutational Encoding Strategy Accelerates HIT Validation from Single-Stranded DNA-Encoded Libraries. Bioconjug Chem 2024; 35:1033-1043. [PMID: 38963407 DOI: 10.1021/acs.bioconjchem.4c00233] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 07/05/2024]
Abstract
DNA-Encoded Libraries (DELs) allow the parallel screening of millions of compounds for various applications, including de novo discovery or affinity maturation campaigns. However, library construction and HIT resynthesis can be cumbersome, especially when library members present an unknown stereochemistry. We introduce a permutational encoding strategy suitable for the construction of highly pure single-stranded single-pharmacophore DELs, designed to distinguish isomers at the sequencing level (e.g., stereoisomers, regio-isomers, and peptide sequences). This approach was validated by synthesizing a mock 921,600-member 4-amino-proline single-stranded DEL ("DEL1"). While screening DEL1 against different targets, high-throughput sequencing results showed selective enrichment of the most potent stereoisomers, with enrichment factors that outperform conventional encoding strategies. The versatility of our methodology was additionally validated by encoding 24 scaffolds derived from different permutations of the amino acid sequence of a previously described cyclic peptide targeting Fibroblast Activation Protein (FAP-2286). The resulting library ("DEL2") was interrogated against human FAP, showing selective enrichment of five cyclic peptides. We observed a direct correlation between enrichment factors and on-DNA binding affinities. The presented encoding methodology accelerates drug discovery by facilitating library synthesis and streamlining HIT resynthesis while enhancing enrichment factors at the DEL sequencing level. This facilitates the identification of HIT candidates prior to medicinal chemistry and affinity maturation campaigns.
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Affiliation(s)
- Sara Puglioli
- R&D Department, Philochem AG, Libernstrasse 3, Otelfingen, ZH CH-8112, Switzerland
| | - Mosè Fabbri
- R&D Department, Philochem AG, Libernstrasse 3, Otelfingen, ZH CH-8112, Switzerland
| | - Claudia Comacchio
- R&D Department, Philochem AG, Libernstrasse 3, Otelfingen, ZH CH-8112, Switzerland
| | - Laura Alvigini
- R&D Department, Philochem AG, Libernstrasse 3, Otelfingen, ZH CH-8112, Switzerland
| | - Roberto De Luca
- R&D Department, Philochem AG, Libernstrasse 3, Otelfingen, ZH CH-8112, Switzerland
| | - Sebastian Oehler
- R&D Department, Philochem AG, Libernstrasse 3, Otelfingen, ZH CH-8112, Switzerland
| | - Ettore Gilardoni
- R&D Department, Philochem AG, Libernstrasse 3, Otelfingen, ZH CH-8112, Switzerland
| | - Gabriele Bassi
- R&D Department, Philochem AG, Libernstrasse 3, Otelfingen, ZH CH-8112, Switzerland
| | - Samuele Cazzamalli
- R&D Department, Philochem AG, Libernstrasse 3, Otelfingen, ZH CH-8112, Switzerland
| | - Dario Neri
- Department of Chemistry and Applied Biosciences, Swiss Federal Institute of Technology, Vladimir-Prelog-Weg 1-5/10, Zürich CH-8093, Switzerland
- Philogen S.p.A., Via Bellaria, 35, Sovicille, SI IT-53018, Italy
| | - Nicholas Favalli
- R&D Department, Philochem AG, Libernstrasse 3, Otelfingen, ZH CH-8112, Switzerland
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2
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Xue L, Yu J, Zhong Y, Chen J, Li C, Yang K, Duchemin N, Hu YJ. Light-induced β-hydroxy sulfone synthesis in DNA-encoded libraries. Chem Commun (Camb) 2024; 60:6885-6888. [PMID: 38888137 DOI: 10.1039/d4cc02193b] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 06/20/2024]
Abstract
We here describe a visible-light photooxidation of sulfinate salts with common alkenes to yield β-hydroxy sulfones on DNA. This process demonstrates a broad substrate compatibility and achieves conversion rates ranging from moderate to excellent. Most importantly, it presents a straightforward, efficient, and metal-free approach for synthesizing Csp3-rich DNA-encoded libraries.
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Affiliation(s)
- Lijun Xue
- Pharmaron (Ningbo) Technology Development Co., Ltd, No. 800 Bin-Hai 4th Road, Hangzhou Bay New Zone, Ningbo, 315336, China.
| | - Jiaqing Yu
- Pharmaron (Ningbo) Technology Development Co., Ltd, No. 800 Bin-Hai 4th Road, Hangzhou Bay New Zone, Ningbo, 315336, China.
| | - Ying Zhong
- Pharmaron (Ningbo) Technology Development Co., Ltd, No. 800 Bin-Hai 4th Road, Hangzhou Bay New Zone, Ningbo, 315336, China.
| | - Junyun Chen
- Pharmaron (Ningbo) Technology Development Co., Ltd, No. 800 Bin-Hai 4th Road, Hangzhou Bay New Zone, Ningbo, 315336, China.
| | - Chao Li
- Pharmaron (Ningbo) Technology Development Co., Ltd, No. 800 Bin-Hai 4th Road, Hangzhou Bay New Zone, Ningbo, 315336, China.
| | - Kexin Yang
- Pharmaron Beijing Co., Ltd, 6 Taihe Road, BDA, Beijing, 100176, P. R. China
| | - Nicolas Duchemin
- Pharmaron UK, Ltd, Innovation Park, West Cl, Hertford Rd, Hoddesdon EN11 9FH, UK.
| | - Yun Jin Hu
- Pharmaron (Ningbo) Technology Development Co., Ltd, No. 800 Bin-Hai 4th Road, Hangzhou Bay New Zone, Ningbo, 315336, China.
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3
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Verma SK, Witkin KL, Sharman A, Smith MA. Targeting fusion oncoproteins in childhood cancers: challenges and future opportunities for developing therapeutics. J Natl Cancer Inst 2024; 116:1012-1018. [PMID: 38574391 PMCID: PMC11223828 DOI: 10.1093/jnci/djae075] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/01/2024] [Revised: 03/19/2024] [Accepted: 03/24/2024] [Indexed: 04/06/2024] Open
Abstract
Fusion oncoproteins are associated with childhood cancers and have proven challenging to target, aside from those that include kinases. As part of its efforts for targeting childhood cancers, the National Cancer Institute recently conducted a series on Novel Chemical Approaches for Targeting Fusion Oncoproteins. Key learnings on leading platforms and technologies that can be used to advance the development of molecular therapeutics that target fusion oncoproteins in childhood cancers are described. Recent breakthroughs in medicinal chemistry and chemical biology provide new ground and creative strategies to exploit for the development of targeted agents for improving outcomes against these recalcitrant cancers.
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Affiliation(s)
- Sharad K Verma
- Division of Cancer Treatment and Diagnosis, National Cancer Institute, National Institutes of Health, Bethesda, MD, USA
| | - Keren L Witkin
- Division of Cancer Biology, National Cancer Institute, National Institutes of Health, Bethesda, MD, USA
| | - Anu Sharman
- Division of Cancer Biology, National Cancer Institute, National Institutes of Health, Bethesda, MD, USA
| | - Malcolm A Smith
- Division of Cancer Treatment and Diagnosis, National Cancer Institute, National Institutes of Health, Bethesda, MD, USA
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4
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Schreiber SL. Molecular glues and bifunctional compounds: Therapeutic modalities based on induced proximity. Cell Chem Biol 2024; 31:1050-1063. [PMID: 38861986 DOI: 10.1016/j.chembiol.2024.05.004] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/29/2024] [Revised: 05/16/2024] [Accepted: 05/20/2024] [Indexed: 06/13/2024]
Abstract
This Perspective explores molecular glues and bifunctional compounds-proximity-inducing compounds-and offers a framework to understand and exploit their similarity to hotspots, missense mutations, and posttranslational modifications (PTMs). This view is also shown to be relevant to intramolecular glues, where compounds induce contacts between distinct domains of the same protein. A historical perspective of these compounds is presented that shows the field has come full circle from molecular glues targeting native proteins, to bifunctionals targeting fusion proteins, and back to molecular glues and bifunctionals targeting native proteins. Modern screening methods and data analyses with pre-selected target proteins are shown to yield either cooperative molecular glues or bifunctional compounds that induce proximity, thereby enabling novel functional outcomes.
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Affiliation(s)
- Stuart L Schreiber
- Arena BioWorks, Broad Institute, Harvard University, Cambridge, MA, USA.
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5
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Sun Z, Zhong Y, Chen Y, Xiao L, Wang J, Zeng F, Yang K, Duchemin N, Hu YJ. Innovative On-DNA Synthesis of Sulfides and Sulfoximines: Enriching the DEL Synthesis Toolbox. Org Lett 2024; 26:4082-4087. [PMID: 38717253 DOI: 10.1021/acs.orglett.4c01138] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 05/18/2024]
Abstract
DNA-encoded library (DEL) technologies enable the fast exploration of gigantic chemical space to identify ligands for the target protein of interest and have become a powerful hit finding tool for drug discovery projects. However, amenable DEL chemistry is restricted to a handful of reactions, limiting the creativity of drug hunters. Here, we describe a new on-DNA synthetic pathway to access sulfides and sulfoximines. These moieties, usually contemplated as challenging to achieve through alkylation and oxidation, can now be leveraged in routine DEL selection campaigns.
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Affiliation(s)
- Zhaomei Sun
- Pharmaron (Ningbo) Technology Development Company, Ltd., No. 800 Bin-Hai 4th Road, Hangzhou Bay New Zone, Ningbo 315336, China
| | - Ying Zhong
- Pharmaron (Ningbo) Technology Development Company, Ltd., No. 800 Bin-Hai 4th Road, Hangzhou Bay New Zone, Ningbo 315336, China
| | - Yahui Chen
- Pharmaron (Ningbo) Technology Development Company, Ltd., No. 800 Bin-Hai 4th Road, Hangzhou Bay New Zone, Ningbo 315336, China
| | - Lingqian Xiao
- Pharmaron (Ningbo) Technology Development Company, Ltd., No. 800 Bin-Hai 4th Road, Hangzhou Bay New Zone, Ningbo 315336, China
| | - Jiangying Wang
- Pharmaron (Ningbo) Technology Development Company, Ltd., No. 800 Bin-Hai 4th Road, Hangzhou Bay New Zone, Ningbo 315336, China
| | - Fanming Zeng
- Pharmaron (Ningbo) Technology Development Company, Ltd., No. 800 Bin-Hai 4th Road, Hangzhou Bay New Zone, Ningbo 315336, China
| | - Kexin Yang
- Pharmaron Beijing Company, Ltd., 6 Taihe Road, BDA, Beijing 100176, P. R. China
| | - Nicolas Duchemin
- Pharmaron U.K., Ltd., Innovation Park, West Cl, Hertford Road, Hoddesdon EN11 9FH, U.K
| | - Yun Jin Hu
- Pharmaron (Ningbo) Technology Development Company, Ltd., No. 800 Bin-Hai 4th Road, Hangzhou Bay New Zone, Ningbo 315336, China
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6
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Gruber F, McDonagh AW, Rose V, Hunter J, Guasch L, Martin RE, Geigle SN, Britton R. sp 3 -Rich Heterocycle Synthesis on DNA: Application to DNA-Encoded Library Production. Angew Chem Int Ed Engl 2024; 63:e202319836. [PMID: 38330151 DOI: 10.1002/anie.202319836] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/21/2023] [Revised: 01/26/2024] [Accepted: 01/30/2024] [Indexed: 02/10/2024]
Abstract
DNA encoded library (DEL) synthesis represents a convenient means to produce, annotate and store large collections of compounds in a small volume. While DELs are well suited for drug discovery campaigns, the chemistry used in their production must be compatible with the DNA tag, which can limit compound class accessibility. As a result, most DELs are heavily populated with peptidomimetic and sp2 -rich molecules. Herein, we show that sp3 -rich mono- and bicyclic heterocycles can be made on DNA from ketochlorohydrin aldol products through a reductive amination and cyclization process. The resulting hydroxypyrrolidines possess structural features that are desirable for DELs and target a distinct region of pharmaceutically relevant chemical space.
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Affiliation(s)
- Felix Gruber
- Roche Pharma Research and Early Development (pRED), Roche Innovation Center Basel, F. Hoffmann-La Roche Ltd., Grenzacherstrasse 124, 4070, Basel, Switzerland
| | - Anthony W McDonagh
- Department of Chemistry, Simon Fraser University, Burnaby, British Columbia, V5A 1S6, Canada
| | - Victoria Rose
- Department of Chemistry, Simon Fraser University, Burnaby, British Columbia, V5A 1S6, Canada
| | - James Hunter
- Roche Pharma Research and Early Development (pRED), Roche Innovation Center Basel, F. Hoffmann-La Roche Ltd., Grenzacherstrasse 124, 4070, Basel, Switzerland
| | - Laura Guasch
- Roche Pharma Research and Early Development (pRED), Roche Innovation Center Basel, F. Hoffmann-La Roche Ltd., Grenzacherstrasse 124, 4070, Basel, Switzerland
| | - Rainer E Martin
- Roche Pharma Research and Early Development (pRED), Roche Innovation Center Basel, F. Hoffmann-La Roche Ltd., Grenzacherstrasse 124, 4070, Basel, Switzerland
| | - Stefanie N Geigle
- Roche Pharma Research and Early Development (pRED), Roche Innovation Center Basel, F. Hoffmann-La Roche Ltd., Grenzacherstrasse 124, 4070, Basel, Switzerland
| | - Robert Britton
- Department of Chemistry, Simon Fraser University, Burnaby, British Columbia, V5A 1S6, Canada
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7
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Chen B, Sultan MM, Karaletsos T. Compositional Deep Probabilistic Models of DNA-Encoded Libraries. J Chem Inf Model 2024; 64:1123-1133. [PMID: 38335055 DOI: 10.1021/acs.jcim.3c01699] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/12/2024]
Abstract
DNA-encoded library (DEL) has proven to be a powerful tool that utilizes combinatorially constructed small molecules to facilitate highly efficient screening experiments. These selection experiments, involving multiple stages of washing, elution, and identification of potent binders via unique DNA barcodes, often generate complex data. This complexity can potentially mask the underlying signals, necessitating the application of computational tools, such as machine learning, to uncover valuable insights. We introduce a compositional deep probabilistic model of DEL data, DEL-Compose, which decomposes molecular representations into their monosynthon, disynthon, and trisynthon building blocks and capitalizes on the inherent hierarchical structure of these molecules by modeling latent reactions between embedded synthons. Additionally, we investigate methods to improve the observation models for DEL count data, such as integrating covariate factors to more effectively account for data noise. Across two popular public benchmark data sets (CA-IX and HRP), our model demonstrates strong performance compared to count baselines, enriches the correct pharmacophores, and offers valuable insights via its intrinsic interpretable structure, thereby providing a robust tool for the analysis of DEL data.
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Affiliation(s)
- Benson Chen
- Insitro, South San Francisco, California 94080, United States
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8
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Ma P, Zhang S, Huang Q, Gu Y, Zhou Z, Hou W, Yi W, Xu H. Evolution of chemistry and selection technology for DNA-encoded library. Acta Pharm Sin B 2024; 14:492-516. [PMID: 38322331 PMCID: PMC10840438 DOI: 10.1016/j.apsb.2023.10.001] [Citation(s) in RCA: 6] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/29/2023] [Revised: 09/11/2023] [Accepted: 09/21/2023] [Indexed: 02/08/2024] Open
Abstract
DNA-encoded chemical library (DEL) links the power of amplifiable genetics and the non-self-replicating chemical phenotypes, generating a diverse chemical world. In analogy with the biological world, the DEL world can evolve by using a chemical central dogma, wherein DNA replicates using the PCR reactions to amplify the genetic codes, DNA sequencing transcripts the genetic information, and DNA-compatible synthesis translates into chemical phenotypes. Importantly, DNA-compatible synthesis is the key to expanding the DEL chemical space. Besides, the evolution-driven selection system pushes the chemicals to evolve under the selective pressure, i.e., desired selection strategies. In this perspective, we summarized recent advances in expanding DEL synthetic toolbox and panning strategies, which will shed light on the drug discovery harnessing in vitro evolution of chemicals via DEL.
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Affiliation(s)
- Peixiang Ma
- Shanghai Key Laboratory of Orthopedic Implants, Department of Orthopedics, Shanghai Ninth People's Hospital, Shanghai Jiao Tong University, School of Medicine, Shanghai 200025, China
| | - Shuning Zhang
- Shanghai Key Laboratory of Orthopedic Implants, Department of Orthopedics, Shanghai Ninth People's Hospital, Shanghai Jiao Tong University, School of Medicine, Shanghai 200025, China
- Shanghai Institute for Advanced Immunochemical Studies, ShanghaiTech University, Shanghai 201210, China
| | - Qianping Huang
- Shanghai Institute for Advanced Immunochemical Studies, ShanghaiTech University, Shanghai 201210, China
| | - Yuang Gu
- Shanghai Institute for Advanced Immunochemical Studies, ShanghaiTech University, Shanghai 201210, China
| | - Zhi Zhou
- Guangzhou Municipal and Guangdong Provincial Key Laboratory of Molecular Target & Clinical Pharmacology, The NMPA and State Key Laboratory of Respiratory Disease, Guangzhou Medical University, Guangzhou 511436, China
| | - Wei Hou
- College of Pharmaceutical Science and Institute of Drug Development & Chemical Biology, Zhejiang University of Technology, Hangzhou 310014, China
| | - Wei Yi
- Guangzhou Municipal and Guangdong Provincial Key Laboratory of Molecular Target & Clinical Pharmacology, The NMPA and State Key Laboratory of Respiratory Disease, Guangzhou Medical University, Guangzhou 511436, China
| | - Hongtao Xu
- Shanghai Institute for Advanced Immunochemical Studies, ShanghaiTech University, Shanghai 201210, China
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9
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Zhang J, Liu J, Li X, Ju Y, Li Y, Zhang G, Li Y. Unexpected Cyclization Product Discovery from the Photoinduced Bioconjugation Chemistry between Tetrazole and Amine. J Am Chem Soc 2024; 146:2122-2131. [PMID: 38190443 DOI: 10.1021/jacs.3c11574] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/10/2024]
Abstract
Bioconjugation chemistry has emerged as a powerful tool for the modification of diverse biomolecules under mild conditions. Tetrazole, initially proposed as a bioorthogonal photoclick handle for 1,3-dipolar cyclization with alkenes, was later demonstrated to possess broader photoreactivity with carboxylic acids, serving as a versatile bioconjugation and photoaffinity labeling probe. In this study, we unexpectedly discovered and validated the photoreactivity between tetrazole and primary amine to afford a new 1,2,4-triazole cyclization product. Given the significance of functionalized N-heterocycles in medicinal chemistry, we successfully harnessed the serendipitously discovered reaction to synthesize both pharmacologically relevant DNA-encoded chemical libraries (DELs) and small molecule compounds bearing 1,2,4-triazole scaffolds. Furthermore, the mild reaction conditions and stable 1,2,4-triazole linkage found broad application in photoinduced bioconjugation scenarios, spanning from intramolecular peptide macrocyclization and templated DNA reaction cross-linking to intermolecular photoaffinity labeling of proteins. Triazole cross-linking products on lysine side chains were identified in tetrazole-labeled proteins, refining the comprehensive understanding of the photo-cross-linking profiles of tetrazole-based probes. Altogether, this tetrazole-amine bioconjugation expands the current bioconjugation toolbox and creates new possibilities at the interface of medicinal chemistry and chemical biology.
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Affiliation(s)
- Juan Zhang
- Chongqing Key Laboratory of Natural Product Synthesis and Drug Research, Innovative Drug Research Center, School of Pharmaceutical Sciences, Chongqing University, Chongqing 401331, P. R. China
| | - Jinlu Liu
- Chongqing Key Laboratory of Natural Product Synthesis and Drug Research, Innovative Drug Research Center, School of Pharmaceutical Sciences, Chongqing University, Chongqing 401331, P. R. China
| | - Xianfeng Li
- Chongqing Key Laboratory of Natural Product Synthesis and Drug Research, Innovative Drug Research Center, School of Pharmaceutical Sciences, Chongqing University, Chongqing 401331, P. R. China
| | - Yunzhu Ju
- Chongqing Key Laboratory of Natural Product Synthesis and Drug Research, Innovative Drug Research Center, School of Pharmaceutical Sciences, Chongqing University, Chongqing 401331, P. R. China
| | - Yangfeng Li
- Chongqing Key Laboratory of Natural Product Synthesis and Drug Research, Innovative Drug Research Center, School of Pharmaceutical Sciences, Chongqing University, Chongqing 401331, P. R. China
- Chemical Biology Research Center, School of Pharmaceutical Sciences, Chongqing University, Chongqing 401331, P. R. China
| | - Gong Zhang
- Chongqing Key Laboratory of Natural Product Synthesis and Drug Research, Innovative Drug Research Center, School of Pharmaceutical Sciences, Chongqing University, Chongqing 401331, P. R. China
- Chemical Biology Research Center, School of Pharmaceutical Sciences, Chongqing University, Chongqing 401331, P. R. China
| | - Yizhou Li
- Chongqing Key Laboratory of Natural Product Synthesis and Drug Research, Innovative Drug Research Center, School of Pharmaceutical Sciences, Chongqing University, Chongqing 401331, P. R. China
- Chemical Biology Research Center, School of Pharmaceutical Sciences, Chongqing University, Chongqing 401331, P. R. China
- Beijing National Laboratory for Molecular Sciences, Beijing 100190, P. R. China
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10
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Oehler S, Lucaroni L, Migliorini F, Elsayed A, Prati L, Puglioli S, Matasci M, Schira K, Scheuermann J, Yudin D, Jia M, Ban N, Bushnell D, Kornberg R, Cazzamalli S, Neri D, Favalli N, Bassi G. A DNA-encoded chemical library based on chiral 4-amino-proline enables stereospecific isozyme-selective protein recognition. Nat Chem 2023; 15:1431-1443. [PMID: 37400597 DOI: 10.1038/s41557-023-01257-3] [Citation(s) in RCA: 6] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/02/2022] [Accepted: 05/26/2023] [Indexed: 07/05/2023]
Abstract
DNA-encoded chemical libraries (DELs) consist of large chemical compound collections individually linked to DNA barcodes, facilitating pooled construction and screening. However, screening campaigns often fail if the molecular arrangement of the building blocks is not conducive to an efficient interaction with a protein target. Here we postulated that the use of rigid, compact and stereo-defined central scaffolds for DEL synthesis may facilitate the discovery of very specific ligands capable of discriminating between closely related protein targets. We synthesized a DEL comprising 3,735,936 members, featuring the four stereoisomers of 4-aminopyrrolidine-2-carboxylic acid as central scaffolds. The library was screened in comparative selections against pharmaceutically relevant targets and their closely related protein isoforms. Hit validation results revealed a strong impact of stereochemistry, with large affinity differences between stereoisomers. We identified potent isozyme-selective ligands against multiple protein targets. Some of these hits, specific to tumour-associated antigens, demonstrated tumour-selective targeting in vitro and in vivo. Collectively, constructing DELs with stereo-defined elements contributed to high library productivity and ligand selectivity.
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Affiliation(s)
| | | | | | - Abdullah Elsayed
- Philochem AG, Otelfingen, Switzerland
- Department of Chemistry and Applied Biosciences, Swiss Federal Institute of Technology (ETH Zurich), Zurich, Switzerland
| | | | | | | | - Kristina Schira
- Department of Chemistry and Applied Biosciences, Swiss Federal Institute of Technology (ETH Zurich), Zurich, Switzerland
| | - Jörg Scheuermann
- Department of Chemistry and Applied Biosciences, Swiss Federal Institute of Technology (ETH Zurich), Zurich, Switzerland
| | - Denis Yudin
- Institute of Molecular Biology and Biophysics, Swiss Federal Institute of Technology (ETH Zurich), Zurich, Switzerland
| | - Min Jia
- Institute of Molecular Biology and Biophysics, Swiss Federal Institute of Technology (ETH Zurich), Zurich, Switzerland
| | - Nenad Ban
- Institute of Molecular Biology and Biophysics, Swiss Federal Institute of Technology (ETH Zurich), Zurich, Switzerland
| | | | - Roger Kornberg
- NeoTX Therapeutics LTD, Stanford, CA, USA
- Department of Structural Biology, Stanford University, Stanford, CA, USA
| | | | - Dario Neri
- Philochem AG, Otelfingen, Switzerland
- Department of Chemistry and Applied Biosciences, Swiss Federal Institute of Technology (ETH Zurich), Zurich, Switzerland
- Philogen SPA, Siena, Italy
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11
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Xue L, Zhou S, Wu J, Duchemin N, Chen B, Zhang J, Zhang H, Yang K, Hu YJ. Development of On-DNA Cyclic Imide Synthesis for DNA Encoded Library Construction. Chembiochem 2023; 24:e202300206. [PMID: 37380609 DOI: 10.1002/cbic.202300206] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/16/2023] [Revised: 06/26/2023] [Accepted: 06/26/2023] [Indexed: 06/30/2023]
Abstract
Here, we describe a novel method for the on-DNA synthesis of cyclic imides, an important class of molecules that includes several well-known medications. Significantly, the new method enabled on-DNA synthesis under mild conditions with high conversions and a broad functional group tolerance, utilizing ubiquitous bifunctional amines and bis-carboxylic acid, or alkyl halides, and therefore served as the linchpin for DNA encoded library (DEL) synthesis. The mechanism study of off-DNA and on-DNA chemical transformations revealed unique insights in contrast to conventional chemical transformation.
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Affiliation(s)
- Lijun Xue
- Pharmaron (Ningbo) Technology Development Co., Ltd., No. 800 Bin-Hai 4th Road, Hangzhou Bay New Zone, Ningbo, 315336, China
| | - Sufang Zhou
- Pharmaron (Ningbo) Technology Development Co., Ltd., No. 800 Bin-Hai 4th Road, Hangzhou Bay New Zone, Ningbo, 315336, China
| | - Jing Wu
- Pharmaron (Ningbo) Technology Development Co., Ltd., No. 800 Bin-Hai 4th Road, Hangzhou Bay New Zone, Ningbo, 315336, China
| | - Nicolas Duchemin
- Pharmaron UK, Ltd., Innovation Park, West Cl, Hertford Rd, Hoddesdon, EN11 9FH, UK
| | - Bingxin Chen
- Pharmaron (Ningbo) Technology Development Co., Ltd., No. 800 Bin-Hai 4th Road, Hangzhou Bay New Zone, Ningbo, 315336, China
| | - Jie Zhang
- Pharmaron (Ningbo) Technology Development Co., Ltd., No. 800 Bin-Hai 4th Road, Hangzhou Bay New Zone, Ningbo, 315336, China
| | - Huanqing Zhang
- Pharmaron (Ningbo) Technology Development Co., Ltd., No. 800 Bin-Hai 4th Road, Hangzhou Bay New Zone, Ningbo, 315336, China
| | - Kexin Yang
- Pharmaron Beijing Co., Ltd., 6 Taihe Road, BDA, Beijing, 100176, China
| | - Yun Jin Hu
- Pharmaron (Ningbo) Technology Development Co., Ltd., No. 800 Bin-Hai 4th Road, Hangzhou Bay New Zone, Ningbo, 315336, China
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12
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Matsuo B, Kim S, Shreiber ST, Levitre G, Li L, Crane EA, McClain EJ, Voight EA, Molander GA. Diversifying chemical space of DNA-encoded libraries: synthesis of 2-oxa-1-azaspiro(bicyclo[3.2.0])heptanes on-DNA via visible light-mediated energy transfer catalysis. Chem Commun (Camb) 2023; 59:10964-10967. [PMID: 37608736 PMCID: PMC10528818 DOI: 10.1039/d3cc03421f] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 08/24/2023]
Abstract
Azaspiro[3.3]heptanes are valuable synthetic targets for drug discovery programs. The challenges associated with the preparation and diversification of this moiety as compared to other small, saturated rings have led to limited applications of compounds containing this spirocycle. In this regard, important advances in the field of synthetic photochemistry have exploited the biradical nature of the triplet excited state of 2-isoxazoline-3-carboxylates, engaging these species in intermolecular coupling reactions under visible light irradiation. As a continuation of our program preparing F(sp3)-rich, structurally complex molecules for DNA-encoded library technology (DELT) applications via photocatalysis, we disclose herein the incorporation of unique and densely functionalized 2-oxa-1-azabicyclo[3.2.0]heptanes via [2+2] cycloaddition energy transfer sensitization, providing access to an unexplored library of azaspiro compounds, many of which include additional synthetic handles important for further functionalization of the DNA-conjugated products and for library production.
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Affiliation(s)
- Bianca Matsuo
- Roy and Diana Vagelos Laboratories, Department of Chemistry, University of Pennsylvania, 231 South 34th Street, Philadelphia, Pennsylvania 19104-6323, USA.
| | - Saegun Kim
- Roy and Diana Vagelos Laboratories, Department of Chemistry, University of Pennsylvania, 231 South 34th Street, Philadelphia, Pennsylvania 19104-6323, USA.
| | - Scott T Shreiber
- Roy and Diana Vagelos Laboratories, Department of Chemistry, University of Pennsylvania, 231 South 34th Street, Philadelphia, Pennsylvania 19104-6323, USA.
| | - Guillaume Levitre
- Roy and Diana Vagelos Laboratories, Department of Chemistry, University of Pennsylvania, 231 South 34th Street, Philadelphia, Pennsylvania 19104-6323, USA.
| | - Longbo Li
- Roy and Diana Vagelos Laboratories, Department of Chemistry, University of Pennsylvania, 231 South 34th Street, Philadelphia, Pennsylvania 19104-6323, USA.
| | - Erika A Crane
- Drug Hunter, Inc., 13203 SE 172nd Ave, Suite 166 PMB 2019, Happy Valley, Oregon 97086, USA
| | - Edward J McClain
- Department of Chemistry, University of Wisconsin-Madison, Madison, Wisconsin 53706, USA
| | - Eric A Voight
- Global Medicinal Chemistry, Discovery Research, AbbVie, Inc, North Chicago, Illinois 60064-1802, USA
| | - Gary A Molander
- Roy and Diana Vagelos Laboratories, Department of Chemistry, University of Pennsylvania, 231 South 34th Street, Philadelphia, Pennsylvania 19104-6323, USA.
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13
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Xue L, Liu W, Li S, Duchemin N, Lou M, Yuan J, Zhang H, Chen J, Yu W, Yang K, Hu YJ. On-DNA Morita-Baylis-Hillman Reaction: Accessing Targeted Covalent Inhibitor Motifs in DNA-Encoded Libraries. Bioconjug Chem 2023; 34:1366-1373. [PMID: 37418679 DOI: 10.1021/acs.bioconjchem.3c00138] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 07/09/2023]
Abstract
We herein present the first application of the on-DNA Morita-Baylis-Hillman (MBH) reaction for the creation of pharmaceutically relevant targeted covalent inhibitors (TCIs) with an α-hydroxyl Michael acceptor motif. Adapting a DNA-compatible organocatalytic process, this MBH reaction for covalent selection-capable DNA encoded library (DEL) synthesis grants access to densely functionalized and versatile precursors to explore novel chemical space for molecule recognition in drug discovery. Most importantly, this methodology sheds light on potentially unexpected reaction outcomes of the MBH reaction.
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Affiliation(s)
- Lijun Xue
- Pharmaron (Ningbo) Technology Development Co., Ltd. No. 800 Bin-Hai 4th Road, Hangzhou Bay New Zone, Ningbo, 315336, P.R. China
| | - Weijie Liu
- Pharmaron (Ningbo) Technology Development Co., Ltd. No. 800 Bin-Hai 4th Road, Hangzhou Bay New Zone, Ningbo, 315336, P.R. China
| | - Shu Li
- Pharmaron (Ningbo) Technology Development Co., Ltd. No. 800 Bin-Hai 4th Road, Hangzhou Bay New Zone, Ningbo, 315336, P.R. China
| | - Nicolas Duchemin
- Pharmaron U.K., Ltd., Innovation Park, West Cl, Hertford Rd, Hoddesdon EN11 9FH, United Kingdom
| | - Mengjia Lou
- Pharmaron (Ningbo) Technology Development Co., Ltd. No. 800 Bin-Hai 4th Road, Hangzhou Bay New Zone, Ningbo, 315336, P.R. China
| | - Jingyu Yuan
- Pharmaron (Ningbo) Technology Development Co., Ltd. No. 800 Bin-Hai 4th Road, Hangzhou Bay New Zone, Ningbo, 315336, P.R. China
| | - Huanqing Zhang
- Pharmaron (Ningbo) Technology Development Co., Ltd. No. 800 Bin-Hai 4th Road, Hangzhou Bay New Zone, Ningbo, 315336, P.R. China
| | - Junyun Chen
- Pharmaron (Ningbo) Technology Development Co., Ltd. No. 800 Bin-Hai 4th Road, Hangzhou Bay New Zone, Ningbo, 315336, P.R. China
| | - Weina Yu
- Pharmaron (Ningbo) Technology Development Co., Ltd. No. 800 Bin-Hai 4th Road, Hangzhou Bay New Zone, Ningbo, 315336, P.R. China
| | - Kexin Yang
- Pharmaron Beijing Co., Ltd., 6 Taihe Road, BDA, Beijing 100176, P.R. China
| | - Yun Jin Hu
- Pharmaron (Ningbo) Technology Development Co., Ltd. No. 800 Bin-Hai 4th Road, Hangzhou Bay New Zone, Ningbo, 315336, P.R. China
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14
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Hudson L, Mason JW, Westphal MV, Richter MJR, Thielman JR, Hua BK, Gerry CJ, Xia G, Osswald HL, Knapp JM, Tan ZY, Kokkonda P, Tresco BIC, Liu S, Reidenbach AG, Lim KS, Poirier J, Capece J, Bonazzi S, Gampe CM, Smith NJ, Bradner JE, Coley CW, Clemons PA, Melillo B, Hon CSY, Ottl J, Dumelin CE, Schaefer JV, Faust AME, Berst F, Schreiber SL, Zécri FJ, Briner K. Diversity-oriented synthesis encoded by deoxyoligonucleotides. Nat Commun 2023; 14:4930. [PMID: 37582753 PMCID: PMC10427684 DOI: 10.1038/s41467-023-40575-5] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/25/2022] [Accepted: 07/31/2023] [Indexed: 08/17/2023] Open
Abstract
Diversity-oriented synthesis (DOS) is a powerful strategy to prepare molecules with underrepresented features in commercial screening collections, resulting in the elucidation of novel biological mechanisms. In parallel to the development of DOS, DNA-encoded libraries (DELs) have emerged as an effective, efficient screening strategy to identify protein binders. Despite recent advancements in this field, most DEL syntheses are limited by the presence of sensitive DNA-based constructs. Here, we describe the design, synthesis, and validation experiments performed for a 3.7 million-member DEL, generated using diverse skeleton architectures with varying exit vectors and derived from DOS, to achieve structural diversity beyond what is possible by varying appendages alone. We also show screening results for three diverse protein targets. We will make this DEL available to the academic scientific community to increase access to novel structural features and accelerate early-phase drug discovery.
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Affiliation(s)
- Liam Hudson
- Chemical Biology and Therapeutics Science Program, Broad Institute, 415 Main Street, Cambridge, MA, 02142, USA
- Novartis Institutes for BioMedical Research, 181 Massachusetts Avenue, Cambridge, MA, 02139, USA
| | - Jeremy W Mason
- Chemical Biology and Therapeutics Science Program, Broad Institute, 415 Main Street, Cambridge, MA, 02142, USA
- Novartis Institutes for BioMedical Research, 181 Massachusetts Avenue, Cambridge, MA, 02139, USA
| | - Matthias V Westphal
- Chemical Biology and Therapeutics Science Program, Broad Institute, 415 Main Street, Cambridge, MA, 02142, USA
- Novartis Institutes for BioMedical Research, 181 Massachusetts Avenue, Cambridge, MA, 02139, USA
| | - Matthieu J R Richter
- Chemical Biology and Therapeutics Science Program, Broad Institute, 415 Main Street, Cambridge, MA, 02142, USA
| | - Jonathan R Thielman
- Chemical Biology and Therapeutics Science Program, Broad Institute, 415 Main Street, Cambridge, MA, 02142, USA
| | - Bruce K Hua
- Chemical Biology and Therapeutics Science Program, Broad Institute, 415 Main Street, Cambridge, MA, 02142, USA
| | - Christopher J Gerry
- Chemical Biology and Therapeutics Science Program, Broad Institute, 415 Main Street, Cambridge, MA, 02142, USA
| | - Guoqin Xia
- Department of Chemistry, The Scripps Research Institute, 10550 North Torrey Pines Road, La Jolla, CA, 92037, USA
| | - Heather L Osswald
- Department of Chemistry, The Scripps Research Institute, 10550 North Torrey Pines Road, La Jolla, CA, 92037, USA
| | - John M Knapp
- Chemical Biology and Therapeutics Science Program, Broad Institute, 415 Main Street, Cambridge, MA, 02142, USA
| | - Zher Yin Tan
- Chemical Biology and Therapeutics Science Program, Broad Institute, 415 Main Street, Cambridge, MA, 02142, USA
| | - Praveen Kokkonda
- Chemical Biology and Therapeutics Science Program, Broad Institute, 415 Main Street, Cambridge, MA, 02142, USA
| | - Ben I C Tresco
- Chemical Biology and Therapeutics Science Program, Broad Institute, 415 Main Street, Cambridge, MA, 02142, USA
| | - Shuang Liu
- Chemical Biology and Therapeutics Science Program, Broad Institute, 415 Main Street, Cambridge, MA, 02142, USA
- Department of Chemistry and Chemical Biology, Harvard University, 12 Oxford Street, Cambridge, MA, 02138, USA
| | - Andrew G Reidenbach
- Chemical Biology and Therapeutics Science Program, Broad Institute, 415 Main Street, Cambridge, MA, 02142, USA
| | - Katherine S Lim
- Chemical Biology and Therapeutics Science Program, Broad Institute, 415 Main Street, Cambridge, MA, 02142, USA
| | - Jennifer Poirier
- Novartis Institutes for BioMedical Research, 181 Massachusetts Avenue, Cambridge, MA, 02139, USA
| | - John Capece
- Novartis Institutes for BioMedical Research, 181 Massachusetts Avenue, Cambridge, MA, 02139, USA
| | - Simone Bonazzi
- Novartis Institutes for BioMedical Research, 181 Massachusetts Avenue, Cambridge, MA, 02139, USA
| | - Christian M Gampe
- Novartis Institutes for BioMedical Research, 181 Massachusetts Avenue, Cambridge, MA, 02139, USA
| | - Nichola J Smith
- Novartis Institutes for BioMedical Research, 181 Massachusetts Avenue, Cambridge, MA, 02139, USA
| | - James E Bradner
- Novartis Institutes for BioMedical Research, 181 Massachusetts Avenue, Cambridge, MA, 02139, USA
| | - Connor W Coley
- Chemical Biology and Therapeutics Science Program, Broad Institute, 415 Main Street, Cambridge, MA, 02142, USA
- Department of Chemical Engineering, MIT, Cambridge, MA, 02139, USA
| | - Paul A Clemons
- Chemical Biology and Therapeutics Science Program, Broad Institute, 415 Main Street, Cambridge, MA, 02142, USA
| | - Bruno Melillo
- Department of Chemistry, The Scripps Research Institute, 10550 North Torrey Pines Road, La Jolla, CA, 92037, USA
| | - C Suk-Yee Hon
- Chemical Biology and Therapeutics Science Program, Broad Institute, 415 Main Street, Cambridge, MA, 02142, USA
| | - Johannes Ottl
- Novartis Institutes for BioMedical Research, Novartis Pharma AG, Novartis Campus, CH-4002, Basel, Switzerland
| | - Christoph E Dumelin
- Novartis Institutes for BioMedical Research, Novartis Pharma AG, Novartis Campus, CH-4002, Basel, Switzerland
| | - Jonas V Schaefer
- Novartis Institutes for BioMedical Research, Novartis Pharma AG, Novartis Campus, CH-4002, Basel, Switzerland
| | - Ann Marie E Faust
- Novartis Institutes for BioMedical Research, 181 Massachusetts Avenue, Cambridge, MA, 02139, USA
| | - Frédéric Berst
- Novartis Institutes for BioMedical Research, Novartis Pharma AG, Novartis Campus, CH-4002, Basel, Switzerland
| | - Stuart L Schreiber
- Chemical Biology and Therapeutics Science Program, Broad Institute, 415 Main Street, Cambridge, MA, 02142, USA
- Department of Chemistry and Chemical Biology, Harvard University, 12 Oxford Street, Cambridge, MA, 02138, USA
| | - Frédéric J Zécri
- Novartis Institutes for BioMedical Research, 181 Massachusetts Avenue, Cambridge, MA, 02139, USA.
| | - Karin Briner
- Novartis Institutes for BioMedical Research, 181 Massachusetts Avenue, Cambridge, MA, 02139, USA
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15
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Torng W, Biancofiore I, Oehler S, Xu J, Xu J, Watson I, Masina B, Prati L, Favalli N, Bassi G, Neri D, Cazzamalli S, Feng JA. Deep Learning Approach for the Discovery of Tumor-Targeting Small Organic Ligands from DNA-Encoded Chemical Libraries. ACS OMEGA 2023; 8:25090-25100. [PMID: 37483198 PMCID: PMC10357458 DOI: 10.1021/acsomega.3c01775] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 03/16/2023] [Accepted: 06/21/2023] [Indexed: 07/25/2023]
Abstract
DNA-Encoded Chemical Libraries (DELs) have emerged as efficient and cost-effective ligand discovery tools, which enable the generation of protein-ligand interaction data of unprecedented size. In this article, we present an approach that combines DEL screening and instance-level deep learning modeling to identify tumor-targeting ligands against carbonic anhydrase IX (CAIX), a clinically validated marker of hypoxia and clear cell renal cell carcinoma. We present a new ligand identification and hit-to-lead strategy driven by machine learning models trained on DELs, which expand the scope of DEL-derived chemical motifs. CAIX-screening datasets obtained from three different DELs were used to train machine learning models for generating novel hits, dissimilar to elements present in the original DELs. Out of the 152 novel potential hits that were identified with our approach and screened in an in vitro enzymatic inhibition assay, 70% displayed submicromolar activities (IC50 < 1 μM). To generate lead compounds that are functionalized with anticancer payloads, analogues of top hits were prioritized for synthesis based on the predicted CAIX affinity and synthetic feasibility. Three lead candidates showed accumulation on the surface of CAIX-expressing tumor cells in cellular binding assays. The best compound displayed an in vitro KD of 5.7 nM and selectively targeted tumors in mice bearing human renal cell carcinoma lesions. Our results demonstrate the synergy between DEL and machine learning for the identification of novel hits and for the successful translation of lead candidates for in vivo targeting applications.
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Affiliation(s)
- Wen Torng
- Google
Research, 1600 Amphitheatre
Parkway, Mountain View, California 94043, United States
| | | | - Sebastian Oehler
- R&D
Department, Philochem AG, Otelfingen, Zürich 8112, Switzerland
| | - Jin Xu
- Google
Research, 1600 Amphitheatre
Parkway, Mountain View, California 94043, United States
| | - Jessica Xu
- Google
Research, 1600 Amphitheatre
Parkway, Mountain View, California 94043, United States
| | - Ian Watson
- Google
Research, 1600 Amphitheatre
Parkway, Mountain View, California 94043, United States
| | - Brenno Masina
- R&D
Department, Philochem AG, Otelfingen, Zürich 8112, Switzerland
| | - Luca Prati
- R&D
Department, Philochem AG, Otelfingen, Zürich 8112, Switzerland
| | - Nicholas Favalli
- R&D
Department, Philochem AG, Otelfingen, Zürich 8112, Switzerland
| | - Gabriele Bassi
- R&D
Department, Philochem AG, Otelfingen, Zürich 8112, Switzerland
| | - Dario Neri
- R&D
Department, Philochem AG, Otelfingen, Zürich 8112, Switzerland
- Philogen
S.p.A., Siena 53100, Italy
- Department
of Chemistry and Applied Biosciences, Swiss
Federal Institute of Technology (ETH Zürich), Zürich 8092, Switzerland
| | | | - Jianwen A. Feng
- Google
Research, 1600 Amphitheatre
Parkway, Mountain View, California 94043, United States
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16
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Hou R, Xie C, Gui Y, Li G, Li X. Machine-Learning-Based Data Analysis Method for Cell-Based Selection of DNA-Encoded Libraries. ACS OMEGA 2023; 8:19057-19071. [PMID: 37273617 PMCID: PMC10233830 DOI: 10.1021/acsomega.3c02152] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 06/06/2023]
Abstract
DNA-encoded library (DEL) is a powerful ligand discovery technology that has been widely adopted in the pharmaceutical industry. DEL selections are typically performed with a purified protein target immobilized on a matrix or in solution phase. Recently, DELs have also been used to interrogate the targets in the complex biological environment, such as membrane proteins on live cells. However, due to the complex landscape of the cell surface, the selection inevitably involves significant nonspecific interactions, and the selection data are much noisier than the ones with purified proteins, making reliable hit identification highly challenging. Researchers have developed several approaches to denoise DEL datasets, but it remains unclear whether they are suitable for cell-based DEL selections. Here, we report the proof-of-principle of a new machine-learning (ML)-based approach to process cell-based DEL selection datasets by using a Maximum A Posteriori (MAP) estimation loss function, a probabilistic framework that can account for and quantify uncertainties of noisy data. We applied the approach to a DEL selection dataset, where a library of 7,721,415 compounds was selected against a purified carbonic anhydrase 2 (CA-2) and a cell line expressing the membrane protein carbonic anhydrase 12 (CA-12). The extended-connectivity fingerprint (ECFP)-based regression model using the MAP loss function was able to identify true binders and also reliable structure-activity relationship (SAR) from the noisy cell-based selection datasets. In addition, the regularized enrichment metric (known as MAP enrichment) could also be calculated directly without involving the specific machine-learning model, effectively suppressing low-confidence outliers and enhancing the signal-to-noise ratio. Future applications of this method will focus on de novo ligand discovery from cell-based DEL selections.
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Affiliation(s)
- Rui Hou
- Department
of Chemistry and State Key Laboratory of Synthetic Chemistry, The University of Hong Kong, Hong Kong SAR, China
- Laboratory
for Synthetic Chemistry and Chemical Biology LimitedHealth@InnoHK, Innovation and Technology Commission, Hong Kong SAR, China
| | - Chao Xie
- Department
of Chemistry and State Key Laboratory of Synthetic Chemistry, The University of Hong Kong, Hong Kong SAR, China
| | - Yuhan Gui
- Department
of Chemistry and State Key Laboratory of Synthetic Chemistry, The University of Hong Kong, Hong Kong SAR, China
| | - Gang Li
- Institute
of Systems and Physical Biology, Shenzhen Bay Laboratory, Shenzhen 518132, China
| | - Xiaoyu Li
- Department
of Chemistry and State Key Laboratory of Synthetic Chemistry, The University of Hong Kong, Hong Kong SAR, China
- Laboratory
for Synthetic Chemistry and Chemical Biology LimitedHealth@InnoHK, Innovation and Technology Commission, Hong Kong SAR, China
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17
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Fang X, Liao H, Fan X, Wang Y, Wang H, Zhang G, Fang W, Li Y, Li Y. Incorporation of viridicatin alkaloid-like scaffolds into DNA-encoded chemical libraries. Org Biomol Chem 2023; 21:2162-2166. [PMID: 36799438 DOI: 10.1039/d2ob02278h] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/11/2023]
Abstract
Viridicatin alkaloids as natural products have attracted great interest due to their unique core scaffold. To fully exploit their potential application in DNA-encoded chemical libraries that would facilitate drug discovery, we here describe an efficient on-DNA synthesis of viridicatin alkaloid-like scaffolds from isatins and DNA-tagged aldehydes. Promoted by benzenesulfonyl hydrazide, this reaction provided the corresponding DNA-conjugated viridicatin alkaloid-like products in moderate-to-excellent conversion yields, and DNA compatibility validated by enzymatic ligation and qPCR evaluation exhibited the feasible utility of this methodology in DEL synthesis. Cross substrate scope study, together with subsequent on-DNA chemical diversification, further showed the competence of this approach in focused natural product-like encoded library construction.
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Affiliation(s)
- Xianfu Fang
- Chongqing Key Laboratory of Natural Product Synthesis and Drug Research, Innovative Drug Research Center, School of Pharmaceutical Sciences, Chongqing University, 401331 Chongqing, P. R. China.
| | - Huilin Liao
- Chongqing Key Laboratory of Natural Product Synthesis and Drug Research, Innovative Drug Research Center, School of Pharmaceutical Sciences, Chongqing University, 401331 Chongqing, P. R. China.
| | - Xiaohong Fan
- Chongqing Key Laboratory of Natural Product Synthesis and Drug Research, Innovative Drug Research Center, School of Pharmaceutical Sciences, Chongqing University, 401331 Chongqing, P. R. China. .,Pharmaceutical Department of Chongqing Three Gorges Central Hospital, Chongqing University Three Gorges Hospital, 404100 Chongqing, P. R. China.
| | - Yiting Wang
- Chongqing Key Laboratory of Natural Product Synthesis and Drug Research, Innovative Drug Research Center, School of Pharmaceutical Sciences, Chongqing University, 401331 Chongqing, P. R. China.
| | - Huihong Wang
- Chongqing Key Laboratory of Natural Product Synthesis and Drug Research, Innovative Drug Research Center, School of Pharmaceutical Sciences, Chongqing University, 401331 Chongqing, P. R. China. .,Pharmaceutical Department of Chongqing Three Gorges Central Hospital, Chongqing University Three Gorges Hospital, 404100 Chongqing, P. R. China.
| | - Gong Zhang
- Chongqing Key Laboratory of Natural Product Synthesis and Drug Research, Innovative Drug Research Center, School of Pharmaceutical Sciences, Chongqing University, 401331 Chongqing, P. R. China. .,Chemical Biology Research Center, School of Pharmaceutical Sciences, Chongqing University, 401331 Chongqing, P. R. China
| | - Wei Fang
- Pharmaceutical Department of Chongqing Three Gorges Central Hospital, Chongqing University Three Gorges Hospital, 404100 Chongqing, P. R. China.
| | - Yangfeng Li
- Chongqing Key Laboratory of Natural Product Synthesis and Drug Research, Innovative Drug Research Center, School of Pharmaceutical Sciences, Chongqing University, 401331 Chongqing, P. R. China. .,Chemical Biology Research Center, School of Pharmaceutical Sciences, Chongqing University, 401331 Chongqing, P. R. China
| | - Yizhou Li
- Chongqing Key Laboratory of Natural Product Synthesis and Drug Research, Innovative Drug Research Center, School of Pharmaceutical Sciences, Chongqing University, 401331 Chongqing, P. R. China. .,Chemical Biology Research Center, School of Pharmaceutical Sciences, Chongqing University, 401331 Chongqing, P. R. China.,Key Laboratory of Biorheological Science and Technology, Ministry of Education, College of Bioengineering, Chongqing University, 400044 Chongqing, P. R. China.,Beijing National Laboratory for Molecular Sciences, 100190 Beijing, P. R. China
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18
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Stanway-Gordon H, Odger JA, Waring MJ. Development of a Micellar-Promoted Heck Reaction for the Synthesis of DNA-Encoded Libraries. Bioconjug Chem 2023; 34. [PMID: 36883323 PMCID: PMC10119937 DOI: 10.1021/acs.bioconjchem.3c00051] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/02/2023] [Revised: 02/22/2023] [Indexed: 03/09/2023]
Abstract
The capability of DNA encoded libraries (DELs) as a method of small molecule hit identification is becoming widely established in drug discovery. While their selection method offers advantages over more traditional means, DELs are limited by the chemistry that can be utilized to construct them. Significant advances in DNA compatible chemistry have been made over the past five years; however such procedures are still often burdened by substrate specificity and/or incomplete conversions, reducing the fidelity of the resulting libraries. One such reaction is the Heck coupling, for which current DNA-compatible protocols are somewhat unreliable. Utilizing micellar technology, we have developed a highly efficient DNA-compatible Heck reaction that proceeds on average to 95% conversion to product across a broad variety of structurally significant building blocks and multiple DNA conjugates. This work continues the application of micellar catalysis to the development of widely applicable, effective DNA-compatible reactions for use in DELs.
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Affiliation(s)
- Harriet
A. Stanway-Gordon
- Cancer Research Horizons
Therapeutic Innovation, Chemistry, School of Natural and Environmental
Sciences, Bedson Building, Newcastle University, Newcastle upon Tyne, NE1
7RU, United Kingdom
| | - Jake A. Odger
- Cancer Research Horizons
Therapeutic Innovation, Chemistry, School of Natural and Environmental
Sciences, Bedson Building, Newcastle University, Newcastle upon Tyne, NE1
7RU, United Kingdom
| | - Michael J. Waring
- Cancer Research Horizons
Therapeutic Innovation, Chemistry, School of Natural and Environmental
Sciences, Bedson Building, Newcastle University, Newcastle upon Tyne, NE1
7RU, United Kingdom
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19
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Krishna Sunkari Y, Kumar Siripuram V, Flajolet M. Diversity-Oriented Synthesis (DOS) of On-DNA Peptidomimetics from Acid-Derived Phosphonium Ylides. Chemistry 2023; 29:e202203037. [PMID: 36653313 DOI: 10.1002/chem.202203037] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/29/2022] [Indexed: 01/20/2023]
Abstract
The DNA-encoded library (DEL) technology represents a revolutionary drug-discovery tool with unprecedented screening power originating from the association of combinatorial chemistry and DNA barcoding. The chemical diversity of DELs and its chemical space will be further expanded as new DNA-compatible reactions are introduced. This work introduces the use of DOS in the context of on-DNA peptidomimetics. Wittig olefination of aspartic acid-derived on-DNA Wittig ylide, combined with a broad substrate scope of aldehydes, led to formation of on-DNA α ${\alpha }$ , β ${\beta }$ -unsaturated ketones. The synthesis of on-DNA multi-peptidyl-ylides was performed by incorporating sequential amino acids onto a monomeric ylide. Di-, tri- and tetrameric peptidyl-ylides were validated for Wittig olefination and led to on-DNA α ${\alpha }$ , β ${\beta }$ -unsaturated-based peptidomimetics, an important class of intermediates. One on-DNA aryl Wittig ylide was also developed and applied to Wittig olefination for synthesis of on-DNA chalcone-based molecules. Furthermore, DOS was used successfully with electron-deficient peptidomimetics and led to the development of different heterocyclic cores containing on-DNA peptidomimetics.
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Affiliation(s)
- Yashoda Krishna Sunkari
- Laboratory of Molecular and Cellular Neuroscience, The Rockefeller University, 1230 York Avenue, New York, NY 10065, USA
| | - Vijay Kumar Siripuram
- Laboratory of Molecular and Cellular Neuroscience, The Rockefeller University, 1230 York Avenue, New York, NY 10065, USA
| | - Marc Flajolet
- Laboratory of Molecular and Cellular Neuroscience, The Rockefeller University, 1230 York Avenue, New York, NY 10065, USA
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20
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Wen X, Wu X, Jin R, Lu X. Privileged heterocycles for DNA-encoded library design and hit-to-lead optimization. Eur J Med Chem 2023; 248:115079. [PMID: 36669370 DOI: 10.1016/j.ejmech.2022.115079] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/09/2022] [Revised: 12/22/2022] [Accepted: 12/29/2022] [Indexed: 01/15/2023]
Abstract
It is well known that heterocyclic compounds play a key role in improving drug activity, target selectivity, physicochemical properties as well as reducing toxicity. In this review, we summarized the representative heterocyclic structures involved in hit compounds which were obtained from DNA-encoded library from 2013 to 2021. In some examples, the state of the art in heterocycle-based DEL synthesis and hit-to-lead optimization are highlighted. We hope that more and more novel heterocycle-based DEL toolboxes and in-depth pharmaceutical research on these lead compounds can be developed to accelerate the discovery of new drugs.
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Affiliation(s)
- Xin Wen
- 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, China.
| | - Xinyuan Wu
- 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, China; University of Chinese Academy of Sciences, No. 19A Yuquan Road, Beijing, 100049, China.
| | - Rui Jin
- 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, 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, China; University of Chinese Academy of Sciences, No. 19A Yuquan Road, Beijing, 100049, China.
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21
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Mahdavi-Amiri Y, Hu MSJ, Frias N, Movahedi M, Csakai A, Marcaurelle LA, Hili R. Photoredox-catalysed hydroaminoalkylation of on-DNA N-arylamines. Org Biomol Chem 2023; 21:1463-1467. [PMID: 36655521 DOI: 10.1039/d2ob01956f] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/15/2023]
Abstract
An efficient approach to the photoredox-catalysed hydroaminoalkylation between on-DNA secondary N-substituted (hetero)arylamines and vinylarenes has been developed and explored. The methodology was examined with a broad scope of vinylarenes and secondary arylamines to establish a preferred building block profile for the process. Compatible substrates furnished the desired derivitised amine products in modest to excellent conversions and with minimal or no detectable by-products.
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Affiliation(s)
- Yasaman Mahdavi-Amiri
- Department of Chemistry and Centre for Research on Biomolecular Interactions, York University, Toronto, ON, M3J 1P3, Canada.
| | - Molly S J Hu
- Department of Chemistry and Centre for Research on Biomolecular Interactions, York University, Toronto, ON, M3J 1P3, Canada.
| | - Nicole Frias
- Department of Chemistry and Centre for Research on Biomolecular Interactions, York University, Toronto, ON, M3J 1P3, Canada.
| | - Matina Movahedi
- Department of Chemistry and Centre for Research on Biomolecular Interactions, York University, Toronto, ON, M3J 1P3, Canada.
| | - Adam Csakai
- Encoded Library Technologies/NCE Molecular Discovery, R&D Medicinal Science and Technology, GSK, 200 Cambridge Park Drive, Cambridge, MA 02140, USA
| | - Lisa A Marcaurelle
- Encoded Library Technologies/NCE Molecular Discovery, R&D Medicinal Science and Technology, GSK, 200 Cambridge Park Drive, Cambridge, MA 02140, USA
| | - Ryan Hili
- Department of Chemistry and Centre for Research on Biomolecular Interactions, York University, Toronto, ON, M3J 1P3, Canada.
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22
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Nie Q, Sun J, Fang X, He X, Xiong F, Zhang G, Li Y, Li Y. Antimony salt-promoted cyclization facilitating on-DNA syntheses of dihydroquinazolinone derivatives and its applications. CHINESE CHEM LETT 2023. [DOI: 10.1016/j.cclet.2023.108132] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/11/2023]
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23
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Ren X, Couture BM, Liu N, Lall MS, Kohrt JT, Fasan R. Enantioselective Single and Dual α-C-H Bond Functionalization of Cyclic Amines via Enzymatic Carbene Transfer. J Am Chem Soc 2022; 145:537-550. [PMID: 36542059 PMCID: PMC9837850 DOI: 10.1021/jacs.2c10775] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/24/2022]
Abstract
Cyclic amines are ubiquitous structural motifs found in pharmaceuticals and biologically active natural products, making methods for their elaboration via direct C-H functionalization of considerable synthetic value. Herein, we report the development of an iron-based biocatalytic strategy for enantioselective α-C-H functionalization of pyrrolidines and other saturated N-heterocycles via a carbene transfer reaction with diazoacetone. Currently unreported for organometallic catalysts, this transformation can be accomplished in high yields, high catalytic activity, and high stereoselectivity (up to 99:1 e.r. and 20,350 TON) using engineered variants of cytochrome P450 CYP119 from Sulfolobus solfataricus. This methodology was further extended to enable enantioselective α-C-H functionalization in the presence of ethyl diazoacetate as carbene donor (up to 96:4 e.r. and 18,270 TON), and the two strategies were combined to achieve a one-pot as well as a tandem dual C-H functionalization of a cyclic amine substrate with enzyme-controlled diastereo- and enantiodivergent selectivity. This biocatalytic approach is amenable to gram-scale synthesis and can be applied to drug scaffolds for late-stage C-H functionalization. This work provides an efficient and tunable method for direct asymmetric α-C-H functionalization of saturated N-heterocycles, which should offer new opportunities for the synthesis, discovery, and optimization of bioactive molecules.
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Affiliation(s)
- Xinkun Ren
- Department
of Chemistry, University of Rochester, Rochester, New York 14627, United States
| | - Bo M. Couture
- Department
of Chemistry, University of Rochester, Rochester, New York 14627, United States
| | - Ningyu Liu
- Department
of Chemistry, University of Rochester, Rochester, New York 14627, United States
| | - Manjinder S. Lall
- Pfizer
Inc., Medicine and Design, Groton, Connecticut 06340, United States
| | - Jeffrey T. Kohrt
- Pfizer
Inc., Medicine and Design, Groton, Connecticut 06340, United States
| | - Rudi Fasan
- Department
of Chemistry, University of Rochester, Rochester, New York 14627, United States,
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24
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Blay V, Li X, Gerlach J, Urbina F, Ekins S. Combining DELs and machine learning for toxicology prediction. Drug Discov Today 2022; 27:103351. [PMID: 36096360 PMCID: PMC9995617 DOI: 10.1016/j.drudis.2022.103351] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/07/2022] [Revised: 07/31/2022] [Accepted: 09/06/2022] [Indexed: 01/12/2023]
Abstract
DNA-encoded libraries (DELs) allow starting chemical matter to be identified in drug discovery. The volume of experimental data generated also makes DELs an attractive resource for machine learning (ML). ML allows modeling complex relationships between compounds and numerical endpoints, such as the binding to a target measured by DELs. DELs could also empower other areas of drug discovery. Here, we propose that DELs and ML could be combined to model binding to off-targets, enabling better predictive toxicology. With enough data, ML models can make accurate predictions across a vast chemical space, and they can be reused and expanded across projects. Although there are limitations, more general toxicology models could be applied earlier during drug discovery, illuminating safety liabilities at a lower cost.
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Affiliation(s)
- Vincent Blay
- Department of Microbiology and Environmental Toxicology, University of California at Santa Cruz, Santa Cruz, CA 95064, USA.
| | - Xiaoyu Li
- Department of Chemistry and State Key Laboratory of Synthetic Chemistry, The University of Hong Kong, Hong Kong Special Administrative Region
| | - Jacob Gerlach
- Collaborations Pharmaceuticals, Inc, 840 Main Campus Drive, Lab 3510, Raleigh, NC 27606, USA
| | - Fabio Urbina
- Collaborations Pharmaceuticals, Inc, 840 Main Campus Drive, Lab 3510, Raleigh, NC 27606, USA
| | - Sean Ekins
- Collaborations Pharmaceuticals, Inc, 840 Main Campus Drive, Lab 3510, Raleigh, NC 27606, USA.
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25
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Wang S, Shi X, Li J, Huang Q, Ji Q, Yao Y, Wang T, Liu L, Ye M, Deng Y, Ma P, Xu H, Yang G. A Small Molecule Selected from a DNA-Encoded Library of Natural Products That Binds to TNF-α and Attenuates Inflammation In Vivo. ADVANCED SCIENCE (WEINHEIM, BADEN-WURTTEMBERG, GERMANY) 2022; 9:e2201258. [PMID: 35596609 PMCID: PMC9313502 DOI: 10.1002/advs.202201258] [Citation(s) in RCA: 13] [Impact Index Per Article: 6.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/04/2022] [Revised: 04/24/2022] [Indexed: 05/06/2023]
Abstract
Tumor necrosis factor α (TNF-α) inhibitors have shown great success in the treatment of autoimmune diseases. However, to date, approved drugs targeting TNF-α are restricted to biological macromolecules, largely due to the difficulties in using small molecules for pharmaceutical intervention of protein-protein interactions. Herein the power of a natural product-enriched DNA-encoded library (nDEL) is exploited to identify small molecules that interfere with the protein-protein interaction between TNF-α and the cognate receptor. Initially, to select molecules capable of binding to TNF-α , "late-stage" DNA modification method is applied to construct an nDEL library consisted of 400 sterically diverse natural products and pharmaceutically active chemicals. Several natural products, including kaempferol, identified not only show direct interaction with TNF-α, but also lead to the blockage of TNF-α/TNFR1 interaction. Significantly, kaempferol attenuates the TNF-α signaling in cells and reduces the 12-O-tetradecanoylphorbol-13-acetateinduced ear inflammation in mice. Structure-activity-relationship analyses demonstrate the importance of substitution groups at C-3, C-7, and C-4' of kaempferol. The nDEL hit, kaempferol, represents a novel chemical scaffold capable of specifically recognizing TNF-α and blocking its signal transduction, a promising starting point for the development of a small molecule TNF-α inhibitor for use in the clinical setting.
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Affiliation(s)
- Shuyue Wang
- Shanghai Institute for Advanced Immunochemical StudiesShanghaiTech UniversityShanghai201210P. R. China
- School of Life Science and TechnologyShanghaiTech UniversityShanghai201210P. R. China
- Institute of Biochemistry and Cell BiologyShanghai Institutes for Biological SciencesChinese Academy of SciencesShanghai200031P. R. China
- University of Chinese Academy of SciencesBeijing100049P. R. China
| | - Xiaojie Shi
- Shanghai Institute for Advanced Immunochemical StudiesShanghaiTech UniversityShanghai201210P. R. China
| | - Jie Li
- Shanghai Institute for Advanced Immunochemical StudiesShanghaiTech UniversityShanghai201210P. R. China
| | - Qianping Huang
- Shanghai Institute for Advanced Immunochemical StudiesShanghaiTech UniversityShanghai201210P. R. China
- School of Life Science and TechnologyShanghaiTech UniversityShanghai201210P. R. China
- Institute of Biochemistry and Cell BiologyShanghai Institutes for Biological SciencesChinese Academy of SciencesShanghai200031P. R. China
- University of Chinese Academy of SciencesBeijing100049P. R. China
| | - Qun Ji
- Shanghai Institute for Advanced Immunochemical StudiesShanghaiTech UniversityShanghai201210P. R. China
| | - Ying Yao
- Shanghai Institute for Advanced Immunochemical StudiesShanghaiTech UniversityShanghai201210P. R. China
- School of Life Science and TechnologyShanghaiTech UniversityShanghai201210P. R. China
- Institute of Biochemistry and Cell BiologyShanghai Institutes for Biological SciencesChinese Academy of SciencesShanghai200031P. R. China
- University of Chinese Academy of SciencesBeijing100049P. R. China
| | - Tao Wang
- Shanghai Institute for Advanced Immunochemical StudiesShanghaiTech UniversityShanghai201210P. R. China
- School of Life Science and TechnologyShanghaiTech UniversityShanghai201210P. R. China
- Institute of Biochemistry and Cell BiologyShanghai Institutes for Biological SciencesChinese Academy of SciencesShanghai200031P. R. China
- University of Chinese Academy of SciencesBeijing100049P. R. China
| | - Lili Liu
- Shanghai Institute for Advanced Immunochemical StudiesShanghaiTech UniversityShanghai201210P. R. China
| | - Min Ye
- State Key Laboratory of Natural and Biomimetic DrugsSchool of Pharmaceutical SciencesPeking UniversityBeijing100871P. R. China
| | - Yun Deng
- State Key Laboratory of Southwestern Chinese Medicine ResourcesSchool of PharmacyChengdu University of Traditional Chinese MedicineChengduSichuan611137P. R. China
| | - Peixiang Ma
- Shanghai Institute for Advanced Immunochemical StudiesShanghaiTech UniversityShanghai201210P. R. China
- Shanghai Key Laboratory of Orthopedic ImplantsDepartment of Orthopedic SurgeryShanghai Ninth People's HospitalShanghai Jiao Tong University School of MedicineShanghai200011P. R. China
| | - Hongtao Xu
- Shanghai Institute for Advanced Immunochemical StudiesShanghaiTech UniversityShanghai201210P. R. China
| | - Guang Yang
- Shanghai Institute for Advanced Immunochemical StudiesShanghaiTech UniversityShanghai201210P. R. China
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26
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Lim KS, Reidenbach AG, Hua BK, Mason JW, Gerry CJ, Clemons PA, Coley CW. Machine Learning on DNA-Encoded Library Count Data Using an Uncertainty-Aware Probabilistic Loss Function. J Chem Inf Model 2022; 62:2316-2331. [PMID: 35535861 PMCID: PMC10830332 DOI: 10.1021/acs.jcim.2c00041] [Citation(s) in RCA: 16] [Impact Index Per Article: 8.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Abstract
DNA-encoded library (DEL) screening and quantitative structure-activity relationship (QSAR) modeling are two techniques used in drug discovery to find novel small molecules that bind a protein target. Applying QSAR modeling to DEL selection data can facilitate the selection of compounds for off-DNA synthesis and evaluation. Such a combined approach has been done recently by training binary classifiers to learn DEL enrichments of aggregated "disynthons" in order to accommodate the sparse and noisy nature of DEL data. However, a binary classification model cannot distinguish between different levels of enrichment, and information is potentially lost during disynthon aggregation. Here, we demonstrate a regression approach to learning DEL enrichments of individual molecules, using a custom negative-log-likelihood loss function that effectively denoises DEL data and introduces opportunities for visualization of learned structure-activity relationships. Our approach explicitly models the Poisson statistics of the sequencing process used in the DEL experimental workflow under a frequentist view. We illustrate this approach on a DEL dataset of 108,528 compounds screened against carbonic anhydrase (CAIX), and a dataset of 5,655,000 compounds screened against soluble epoxide hydrolase (sEH) and SIRT2. Due to the treatment of uncertainty in the data through the negative-log-likelihood loss used during training, the models can ignore low-confidence outliers. While our approach does not demonstrate a benefit for extrapolation to novel structures, we expect our denoising and visualization pipeline to be useful in identifying structure-activity trends and highly enriched pharmacophores in DEL data. Further, this approach to uncertainty-aware regression modeling is applicable to other sparse or noisy datasets where the nature of stochasticity is known or can be modeled; in particular, the Poisson enrichment ratio metric we use can apply to other settings that compare sequencing count data between two experimental conditions.
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Affiliation(s)
- Katherine S Lim
- Department of Electrical Engineering and Computer Science, Massachusetts Institute of Technology, 77 Massachusetts Avenue, Cambridge, Massachusetts 02139, United States
- Department of Biology, Massachusetts Institute of Technology, 77 Massachusetts Avenue, Cambridge, Massachusetts 02139, United States
| | - Andrew G Reidenbach
- Chemical Biology and Therapeutics Science Program, Broad Institute, 415 Main Street, Cambridge, Massachusetts 02142, United States
| | - Bruce K Hua
- Chemical Biology and Therapeutics Science Program, Broad Institute, 415 Main Street, Cambridge, Massachusetts 02142, United States
- Department of Chemistry and Chemical Biology, Harvard University, 12 Oxford Street, Cambridge, Massachusetts 02138, United States
| | - Jeremy W Mason
- Chemical Biology and Therapeutics Science Program, Broad Institute, 415 Main Street, Cambridge, Massachusetts 02142, United States
- Novartis Institutes for BioMedical Research, Cambridge, Massachusetts 02139, United States
| | - Christopher J Gerry
- Chemical Biology and Therapeutics Science Program, Broad Institute, 415 Main Street, Cambridge, Massachusetts 02142, United States
- Department of Chemistry and Chemical Biology, Harvard University, 12 Oxford Street, Cambridge, Massachusetts 02138, United States
| | - Paul A Clemons
- Chemical Biology and Therapeutics Science Program, Broad Institute, 415 Main Street, Cambridge, Massachusetts 02142, United States
| | - Connor W Coley
- Department of Electrical Engineering and Computer Science, Massachusetts Institute of Technology, 77 Massachusetts Avenue, Cambridge, Massachusetts 02139, United States
- Chemical Biology and Therapeutics Science Program, Broad Institute, 415 Main Street, Cambridge, Massachusetts 02142, United States
- Department of Chemical Engineering, Massachusetts Institute of Technology, 77 Massachusetts Avenue, Cambridge, Massachusetts 02139, United States
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27
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Shi B, Zhou Y, Li X. Recent advances in DNA-encoded dynamic libraries. RSC Chem Biol 2022; 3:407-419. [PMID: 35441147 PMCID: PMC8985084 DOI: 10.1039/d2cb00007e] [Citation(s) in RCA: 9] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/12/2022] [Accepted: 02/16/2022] [Indexed: 11/21/2022] Open
Abstract
The DNA-encoded chemical library (DEL) has emerged as a powerful technology platform in drug discovery and is also gaining momentum in academic research. The rapid development of DNA-/DEL-compatible chemistries has greatly expanded the chemical space accessible to DELs. DEL technology has been widely adopted in the pharmaceutical industry and a number of clinical drug candidates have been identified from DEL selections. Recent innovations have combined DELs with other legacy and emerging techniques. Among them, the DNA-encoded dynamic library (DEDL) introduces DNA encoding into the classic dynamic combinatorial libraries (DCLs) and also integrates the principle of fragment-based drug discovery (FBDD), making DEDL a novel approach with distinct features from static DELs. In this Review, we provide a summary of the recently developed DEDL methods and their applications. Future developments in DEDLs are expected to extend the application scope of DELs to complex biological systems with unique ligand-discovery capabilities.
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Affiliation(s)
- Bingbing Shi
- Department of Biochemistry and Molecular Biology, College of Basic Medicine, Jining Medical University Jining Shandong 272067 P. R. China
| | - Yu Zhou
- Department of Chemistry and State Key Laboratory of Synthetic Chemistry, The University of Hong Kong Pokfulam Road Hong Kong SAR China
| | - Xiaoyu Li
- Department of Chemistry and State Key Laboratory of Synthetic Chemistry, The University of Hong Kong Pokfulam Road Hong Kong SAR China
- Laboratory for Synthetic Chemistry and Chemical Biology Limited, Health@InnoHK, Innovation and Technology Commission Units 1503-1511 15/F. Building 17W Hong Kong SAR China
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28
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Pei H, Guo W, Peng Y, Xiong H, Chen Y. Targeting key proteins involved in transcriptional regulation for cancer therapy: Current strategies and future prospective. Med Res Rev 2022; 42:1607-1660. [PMID: 35312190 DOI: 10.1002/med.21886] [Citation(s) in RCA: 20] [Impact Index Per Article: 10.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/12/2022] [Revised: 02/10/2022] [Accepted: 02/22/2022] [Indexed: 12/14/2022]
Abstract
The key proteins involved in transcriptional regulation play convergent roles in cellular homeostasis, and their dysfunction mediates aberrant gene expressions that underline the hallmarks of tumorigenesis. As tumor progression is dependent on such abnormal regulation of transcription, it is important to discover novel chemical entities as antitumor drugs that target key tumor-associated proteins involved in transcriptional regulation. Despite most key proteins (especially transcription factors) involved in transcriptional regulation are historically recognized as undruggable targets, multiple targeting approaches at diverse levels of transcriptional regulation, such as epigenetic intervention, inhibition of DNA-binding of transcriptional factors, and inhibition of the protein-protein interactions (PPIs), have been established in preclinically or clinically studies. In addition, several new approaches have recently been described, such as targeting proteasomal degradation and eliciting synthetic lethality. This review will emphasize on accentuating these developing therapeutic approaches and provide a thorough conspectus of the drug development to target key proteins involved in transcriptional regulation and their impact on future oncotherapy.
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Affiliation(s)
- Haixiang Pei
- Institute for Advanced Study, Shenzhen University and Guangdong Key Laboratory for Biomedical Measurements and Ultrasound Imaging, School of Biomedical Engineering, Shenzhen University Health Science Center, Shenzhen, China.,Shanghai Key Laboratory of Regulatory Biology, The Institute of Biomedical Sciences, School of Life Sciences, East China Normal University, Shanghai, China
| | - Weikai Guo
- Shanghai Key Laboratory of Regulatory Biology, The Institute of Biomedical Sciences, School of Life Sciences, East China Normal University, Shanghai, China.,Joint National Laboratory for Antibody Drug Engineering, School of Basic Medical Science, Henan University, Kaifeng, China
| | - Yangrui Peng
- Shanghai Key Laboratory of Regulatory Biology, The Institute of Biomedical Sciences, School of Life Sciences, East China Normal University, Shanghai, China
| | - Hai Xiong
- Institute for Advanced Study, Shenzhen University and Guangdong Key Laboratory for Biomedical Measurements and Ultrasound Imaging, School of Biomedical Engineering, Shenzhen University Health Science Center, Shenzhen, China
| | - Yihua Chen
- Shanghai Key Laboratory of Regulatory Biology, The Institute of Biomedical Sciences, School of Life Sciences, East China Normal University, Shanghai, China
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29
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Abstract
![]()
Natural products
are the result of Nature’s exploration
of biologically relevant chemical space through evolution and an invaluable
source of bioactive small molecules for chemical biology and medicinal
chemistry. Novel concepts for the discovery of new bioactive compound
classes based on natural product structure may enable exploration
of wider biologically relevant chemical space. The pseudo-natural
product concept merges the relevance of natural product structure
with efficient exploration of chemical space by means of fragment-based
compound development to inspire the discovery of new bioactive chemical
matter through de novo combination of natural product
fragments in unprecedented arrangements. The novel scaffolds retain
the biological relevance of natural products but are not obtainable
through known biosynthetic pathways which can lead to new chemotypes
that may have unexpected or unprecedented bioactivities. Herein, we
cover the workflow of pseudo-natural product design and development,
highlight recent examples, and discuss a cheminformatic analysis in
which a significant portion of biologically active synthetic compounds
were found to be pseudo-natural products. We compare the concept to
natural evolution and discuss pseudo-natural products as the human-made
equivalent, i.e. the chemical evolution of natural product structure.
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Affiliation(s)
- Michael Grigalunas
- Max-Planck-Institute of Molecular Physiology, Otto-Hahn Strasse 11, 44227, Dortmund, Germany
| | - Susanne Brakmann
- Faculty of Chemistry and Chemical Biology, TU Dortmund University, Otto-Hahn Strasse 4a, 44227, Dortmund, Germany
| | - Herbert Waldmann
- Max-Planck-Institute of Molecular Physiology, Otto-Hahn Strasse 11, 44227, Dortmund, Germany
- Faculty of Chemistry and Chemical Biology, TU Dortmund University, Otto-Hahn Strasse 4a, 44227, Dortmund, Germany
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30
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Huang Y, Li Y, Li X. Strategies for developing DNA-encoded libraries beyond binding assays. Nat Chem 2022; 14:129-140. [PMID: 35121833 DOI: 10.1038/s41557-021-00877-x] [Citation(s) in RCA: 47] [Impact Index Per Article: 23.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/13/2021] [Accepted: 12/01/2021] [Indexed: 01/01/2023]
Abstract
DNA-encoded chemical libraries (DELs) have emerged as a powerful technology in drug discovery. The wide adoption of DELs in the pharmaceutical industry and the rapid advancements of DEL-compatible chemistry have further fuelled its development and applications. In general, a DEL has been considered as a massive binding assay to identify physical binders for individual protein targets. However, recent innovations demonstrate the capability of DELs to operate in the complex milieu of biological systems. In this Perspective, we discuss the recent progress in using DNA-encoded chemical libraries to interrogate complex biological targets and their potential to identify structures that elicit function or possess other useful properties. Future breakthroughs in these aspects are expected to catapult DEL to become a momentous technology platform not only for drug discovery but also to explore fundamental biology.
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Affiliation(s)
- Yiran Huang
- Department of Chemistry and State Key Laboratory of Synthetic Chemistry, The University of Hong Kong, Hong Kong SAR, China
| | - Yizhou Li
- Chongqing Key Laboratory of Natural Product Synthesis and Drug Research, School of Pharmaceutical Sciences, Chongqing University, Chongqing, China. .,Chemical Biology Research Center, School of Pharmaceutical Sciences, Chongqing University, Chongqing, China.
| | - Xiaoyu Li
- Department of Chemistry and State Key Laboratory of Synthetic Chemistry, The University of Hong Kong, Hong Kong SAR, China. .,Laboratory for Synthetic Chemistry and Chemical Biology Limited, Health@InnoHK, Innovation and Technology Commission, Hong Kong SAR, China.
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31
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Zhong S, Fang X, Wang Y, Zhang G, Li Y, Li Y. DNA-Compatible Diversification of Indole π-Activated Alcohols via a Direct Dehydrative Coupling Strategy. Org Lett 2022; 24:1022-1026. [PMID: 35050627 DOI: 10.1021/acs.orglett.1c04169] [Citation(s) in RCA: 10] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/18/2022]
Abstract
Indole-based diversification is highly desired in the DNA-encoded chemical library construction. Herein, we present a general strategy for on-DNA synthesis of diverse C3-functionalized indole derivatives via indole π-activated alcohol formation followed by direct dehydrative coupling. Highly efficient bond linkages of C-C, C-N, and C-S were achieved to fuse building blocks that are widely commercially available. DNA-encoding compatibility of the method has been further demonstrated to pave an avenue for application in constructing indole-focused three-dimensional libraries.
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Affiliation(s)
- Shuting Zhong
- Chongqing Key Laboratory of Natural Product Synthesis and Drug Research, Innovative Drug Research Center, School of Pharmaceutical Sciences, Chongqing University, 401331 Chongqing, P. R. China
| | - Xianfu Fang
- Chongqing Key Laboratory of Natural Product Synthesis and Drug Research, Innovative Drug Research Center, School of Pharmaceutical Sciences, Chongqing University, 401331 Chongqing, P. R. China
| | - Yiting Wang
- Chongqing Key Laboratory of Natural Product Synthesis and Drug Research, Innovative Drug Research Center, School of Pharmaceutical Sciences, Chongqing University, 401331 Chongqing, P. R. China
| | - Gong Zhang
- Chongqing Key Laboratory of Natural Product Synthesis and Drug Research, Innovative Drug Research Center, School of Pharmaceutical Sciences, Chongqing University, 401331 Chongqing, P. R. China
- Chemical Biology Research Center, School of Pharmaceutical Sciences, Chongqing University, 401331 Chongqing, P. R. China
| | - Yangfeng Li
- Chongqing Key Laboratory of Natural Product Synthesis and Drug Research, Innovative Drug Research Center, School of Pharmaceutical Sciences, Chongqing University, 401331 Chongqing, P. R. China
- Chemical Biology Research Center, School of Pharmaceutical Sciences, Chongqing University, 401331 Chongqing, P. R. China
| | - Yizhou Li
- Chongqing Key Laboratory of Natural Product Synthesis and Drug Research, Innovative Drug Research Center, School of Pharmaceutical Sciences, Chongqing University, 401331 Chongqing, P. R. China
- Chemical Biology Research Center, School of Pharmaceutical Sciences, Chongqing University, 401331 Chongqing, P. R. China
- Key Laboratory of Biorheological Science and Technology, Ministry of Education, College of Bioengineering, Chongqing University, Chongqing 400044, P. R. China
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32
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Nie Q, Fang X, Liu C, Zhang G, Fan X, Li Y, Li Y. DNA-Compatible ortho-Phthalaldehyde (OPA)-Mediated 2-Substituted Isoindole Core Formation and Applications. J Org Chem 2022; 87:2551-2558. [DOI: 10.1021/acs.joc.1c02496] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/08/2023]
Affiliation(s)
- Qigui Nie
- Chongqing Key Laboratory of Natural Product Synthesis and Drug Research, Innovative Drug Research Center, School of Pharmaceutical Sciences, Chongqing University, Chongqing 401331, People’s Republic of China
| | - Xianfu Fang
- Chongqing Key Laboratory of Natural Product Synthesis and Drug Research, Innovative Drug Research Center, School of Pharmaceutical Sciences, Chongqing University, Chongqing 401331, People’s Republic of China
| | - Changyang Liu
- Chongqing Key Laboratory of Natural Product Synthesis and Drug Research, Innovative Drug Research Center, School of Pharmaceutical Sciences, Chongqing University, Chongqing 401331, People’s Republic of China
| | - Gong Zhang
- Chongqing Key Laboratory of Natural Product Synthesis and Drug Research, Innovative Drug Research Center, School of Pharmaceutical Sciences, Chongqing University, Chongqing 401331, People’s Republic of China
- Chemical Biology Research Center, School of Pharmaceutical Sciences, Chongqing University, Chongqing 401331, People’s Republic of China
| | - Xiaohong Fan
- Chongqing Key Laboratory of Natural Product Synthesis and Drug Research, Innovative Drug Research Center, School of Pharmaceutical Sciences, Chongqing University, Chongqing 401331, People’s Republic of China
- Pharmaceutical Department of Chongqing Three Gorges Central Hospital, Chongqing University Three Gorges Hospital, Chongqing 404100, People’s Republic of China
| | - Yangfeng Li
- Chongqing Key Laboratory of Natural Product Synthesis and Drug Research, Innovative Drug Research Center, School of Pharmaceutical Sciences, Chongqing University, Chongqing 401331, People’s Republic of China
- Chemical Biology Research Center, School of Pharmaceutical Sciences, Chongqing University, Chongqing 401331, People’s Republic of China
| | - Yizhou Li
- Chongqing Key Laboratory of Natural Product Synthesis and Drug Research, Innovative Drug Research Center, School of Pharmaceutical Sciences, Chongqing University, Chongqing 401331, People’s Republic of China
- Chemical Biology Research Center, School of Pharmaceutical Sciences, Chongqing University, Chongqing 401331, People’s Republic of China
- Key Laboratory of Biorheological Science and Technology, Ministry of Education, College of Bioengineering, Chongqing University, Chongqing 400044, People’s Republic of China
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33
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Chines S, Ehrt C, Potowski M, Biesenkamp F, Grützbach L, Brunner S, van den Broek F, Bali S, Ickstadt K, Brunschweiger A. Navigating chemical reaction space – application to DNA-encoded chemistry. Chem Sci 2022; 13:11221-11231. [PMID: 36320474 PMCID: PMC9517168 DOI: 10.1039/d2sc02474h] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/02/2022] [Accepted: 08/31/2022] [Indexed: 12/02/2022] Open
Abstract
Databases contain millions of reactions for compound synthesis, rendering selection of reactions for forward synthetic design of small molecule screening libraries, such as DNA-encoded libraries (DELs), a big data challenge. To support reaction space navigation, we developed the computational workflow Reaction Navigator. Reaction files from a large chemistry database were processed using the open-source KNIME Analytics Platform. Initial processing steps included a customizable filtering cascade that removed reactions with a high probability to be incompatible with DEL, as they would e.g. damage the genetic barcode, to arrive at a comprehensive list of transformations for DEL design with applicability potential. These reactions were displayed and clustered by user-defined molecular reaction descriptors which are independent of reaction core substitution patterns. Thanks to clustering, these can be searched manually to identify reactions for DEL synthesis according to desired reaction criteria, such as ring formation or sp3 content. The workflow was initially applied for mapping chemical reaction space for aromatic aldehydes as an exemplary functional group often used in DEL synthesis. Exemplary reactions have been successfully translated to DNA-tagged substrates and can be applied to library synthesis. The versatility of the Reaction Navigator was then shown by mapping reaction space for different reaction conditions, for amines as a second set of starting materials, and for data from a second database. The computational tool Reaction Navigator supports chemical reaction space navigation by filtering and clustering reactions from chemistry databases. The utility of the tool was demonstrated by identification of reactions for DNA-encoded libraries.![]()
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Affiliation(s)
- Silvia Chines
- TU Dortmund University, Department of Chemistry and Chemical Biology, Otto-Hahn-Str. 6, 44227, Dortmund, Germany
| | | | - Marco Potowski
- TU Dortmund University, Department of Chemistry and Chemical Biology, Otto-Hahn-Str. 6, 44227, Dortmund, Germany
| | - Felix Biesenkamp
- TU Dortmund University, Department of Chemistry and Chemical Biology, Otto-Hahn-Str. 6, 44227, Dortmund, Germany
| | - Lars Grützbach
- TU Dortmund University, Department of Chemistry and Chemical Biology, Otto-Hahn-Str. 6, 44227, Dortmund, Germany
| | - Susanne Brunner
- TU Dortmund University, Department of Statistics, Vogelpothsweg 87, 44227, Dortmund, Germany
| | | | - Shilpa Bali
- Elsevier B.V., Radarweg 29, 1043 NX Amsterdam, The Netherlands
| | - Katja Ickstadt
- TU Dortmund University, Department of Statistics, Vogelpothsweg 87, 44227, Dortmund, Germany
| | - Andreas Brunschweiger
- TU Dortmund University, Department of Chemistry and Chemical Biology, Otto-Hahn-Str. 6, 44227, Dortmund, Germany
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34
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Hunter JH, Potowski M, Stanway-Gordon HA, Madin A, Pairaudeau G, Brunschweiger A, Waring MJ. Functional Group Tolerance of a Micellar on-DNA Suzuki-Miyaura Cross-Coupling Reaction for DNA-Encoded Library Design. J Org Chem 2021; 86:17930-17935. [PMID: 34816720 DOI: 10.1021/acs.joc.1c02259] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/27/2023]
Abstract
DNA-encoded libraries (DELs) offer great promise for the discovery of new ligands for proteins. Many current reactions used for DEL synthesis do not proceed efficiently over a wide range of substrates. Combining a diverse array of multicomponent reactions with micellar-promoted Suzuki-Miyaura cross-coupling provides a strategy for synthesizing highly diverse DELs with exceptionally high fidelity. These results demonstrate that the micellar Suzuki-Miyaura reaction has exceptional functional group tolerance and broad applicability.
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Affiliation(s)
- James H Hunter
- Cancer Research UK Newcastle Drug Discovery Unit, Chemistry, School of Natural and Environmental Sciences, Newcastle University, Bedson Building, Newcastle upon Tyne NE1 7RU, U.K
| | - Marco Potowski
- Research Group Medicinal Chemistry, Faculty of Chemistry and Chemical Biology, TU Dortmund University, Otto-Hahn-Straße 6, 44227 Dortmund, Germany
| | - Harriet A Stanway-Gordon
- Cancer Research UK Newcastle Drug Discovery Unit, Chemistry, School of Natural and Environmental Sciences, Newcastle University, Bedson Building, Newcastle upon Tyne NE1 7RU, U.K
| | - Andrew Madin
- Hit Discovery, Discovery Sciences, R&D, AstraZeneca, Cambridge CB4 0WG, U.K
| | - Garry Pairaudeau
- Exscientia, Schrödinger Building, Oxford Science Park, Oxford OX4 4GE, U.K
| | - Andreas Brunschweiger
- Research Group Medicinal Chemistry, Faculty of Chemistry and Chemical Biology, TU Dortmund University, Otto-Hahn-Straße 6, 44227 Dortmund, Germany
| | - Michael J Waring
- Cancer Research UK Newcastle Drug Discovery Unit, Chemistry, School of Natural and Environmental Sciences, Newcastle University, Bedson Building, Newcastle upon Tyne NE1 7RU, U.K
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35
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Bassi G, Favalli N, Pellegrino C, Onda Y, Scheuermann J, Cazzamalli S, Manz MG, Neri D. Specific Inhibitor of Placental Alkaline Phosphatase Isolated from a DNA-Encoded Chemical Library Targets Tumor of the Female Reproductive Tract. J Med Chem 2021; 64:15799-15809. [PMID: 34709820 DOI: 10.1021/acs.jmedchem.1c01103] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Abstract
Placental alkaline phosphatase (PLAP) is an abundant surface antigen in the malignancies of the female reproductive tract. Nevertheless, the discovery of PLAP-specific small organic ligands for targeting applications has been hindered by ligand cross-reactivity with the ubiquitous tissue non-specific alkaline phosphatase (TNAP). In this study, we used DNA-encoded chemical libraries to discover a potent (IC50 = 32 nM) and selective PLAP inhibitor, with no detectable inhibition of TNAP activity. Subsequently, the PLAP ligand was conjugated to fluorescein; it specifically bound to PLAP-positive tumors in vitro and targeted cervical cancer in vivo in a mouse model of the disease. Ultimately, the fluorescent derivative of the PLAP inhibitor functioned as a bispecific engager redirecting the killing of chimeric antigen receptor-T cells specific to fluorescein on PLAP-positive tumor cells.
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Affiliation(s)
- Gabriele Bassi
- Department of Chemistry and Applied Biosciences, Swiss Federal Institute of Technology (ETH Zürich), Vladimir-Prelog-Weg 4, 8093 Zürich, Switzerland
| | - Nicholas Favalli
- Department of Chemistry and Applied Biosciences, Swiss Federal Institute of Technology (ETH Zürich), Vladimir-Prelog-Weg 4, 8093 Zürich, Switzerland
| | - Christian Pellegrino
- Department of Chemistry and Applied Biosciences, Swiss Federal Institute of Technology (ETH Zürich), Vladimir-Prelog-Weg 4, 8093 Zürich, Switzerland.,Department of Medical Oncology and Hematology, University Hospital Zürich and University of Zürich, Rämistrasse 100, 8091 Zürich, Switzerland
| | - Yuichi Onda
- Department of Chemistry and Applied Biosciences, Swiss Federal Institute of Technology (ETH Zürich), Vladimir-Prelog-Weg 4, 8093 Zürich, Switzerland
| | - Jörg Scheuermann
- Department of Chemistry and Applied Biosciences, Swiss Federal Institute of Technology (ETH Zürich), Vladimir-Prelog-Weg 4, 8093 Zürich, Switzerland
| | | | - Markus G Manz
- Department of Medical Oncology and Hematology, University Hospital Zürich and University of Zürich, Rämistrasse 100, 8091 Zürich, Switzerland
| | - Dario Neri
- Department of Chemistry and Applied Biosciences, Swiss Federal Institute of Technology (ETH Zürich), Vladimir-Prelog-Weg 4, 8093 Zürich, Switzerland
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36
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Fair RJ, Walsh RT, Hupp CD. The expanding reaction toolkit for DNA-encoded libraries. Bioorg Med Chem Lett 2021; 51:128339. [PMID: 34478840 DOI: 10.1016/j.bmcl.2021.128339] [Citation(s) in RCA: 50] [Impact Index Per Article: 16.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/18/2021] [Revised: 08/13/2021] [Accepted: 08/20/2021] [Indexed: 12/30/2022]
Abstract
Over the past decade, DNA-encoded libraries (DELs) have emerged as a leading platform for small molecule drug discovery among pharmaceutical companies, biotech companies and academic drug hunters alike. This revolutionary technology has tremendous potential that is yet to be fully realized, as the exploration of therapeutically relevant chemical space is fueled by the ever-expanding repertoire of DNA-compatible reactions used to construct the libraries. Advances in direct coupling reactions, like photo-catalytic cross couplings, unique cyclizations such as the formation of 1,2,4-oxadiazoles, and new functional group transformations are valuable contributions to the DEL reaction toolkit, and indicate where future reaction development efforts should focus in order to maximize the productivity of DELs.
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Affiliation(s)
| | - Ryan T Walsh
- X-Chem Inc., 100 Beaver Street, Waltham, MA 02453, USA
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37
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Chamakuri S, Chung MK, Samuel ELG, Tran KA, Chen YC, Nyshadham P, Santini C, Matzuk MM, Young DW. Design and construction of a stereochemically diverse piperazine-based DNA-encoded chemical library. Bioorg Med Chem 2021; 48:116387. [PMID: 34571488 DOI: 10.1016/j.bmc.2021.116387] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/07/2021] [Revised: 08/08/2021] [Accepted: 08/24/2021] [Indexed: 11/25/2022]
Abstract
Here we report the successful construction of a novel, stereochemically diverse DNA-Encoded Chemical Library (DECL) by utilizing 24 enantiomerically pure trifunctional 2, 6- di-substituted piperazines as central cores. We introduce the concept of positional diversity by placing the DNA attachment at either of two possible sites on the piperazine scaffold. Using a wide range of building blocks, a diverse library of 77 million compounds was produced. Cheminformatic analysis demonstrates that this library occupies a wide swath of chemical space, and that the piperazine scaffolds confers different shape diversity compared to the commonly used triazine core.
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Affiliation(s)
- Srinivas Chamakuri
- Center for Drug Discovery, Department of Pathology & Immunology, Baylor College of Medicine, Houston, TX 77030, United States.
| | - Mee-Kyung Chung
- Center for Drug Discovery, Department of Pathology & Immunology, Baylor College of Medicine, Houston, TX 77030, United States
| | - Errol L G Samuel
- Department of Pharmacology and Chemical Biology, Baylor College of Medicine, Houston, TX 77030, United States
| | - Kevin A Tran
- Center for Drug Discovery, Department of Pathology & Immunology, Baylor College of Medicine, Houston, TX 77030, United States
| | - Ying-Chu Chen
- Center for Drug Discovery, Department of Pathology & Immunology, Baylor College of Medicine, Houston, TX 77030, United States
| | - Pranavanand Nyshadham
- Center for Drug Discovery, Department of Pathology & Immunology, Baylor College of Medicine, Houston, TX 77030, United States
| | - Conrad Santini
- Center for Drug Discovery, Department of Pathology & Immunology, Baylor College of Medicine, Houston, TX 77030, United States
| | - Martin M Matzuk
- Center for Drug Discovery, Department of Pathology & Immunology, Baylor College of Medicine, Houston, TX 77030, United States; Department of Pharmacology and Chemical Biology, Baylor College of Medicine, Houston, TX 77030, United States
| | - Damian W Young
- Center for Drug Discovery, Department of Pathology & Immunology, Baylor College of Medicine, Houston, TX 77030, United States; Department of Pharmacology and Chemical Biology, Baylor College of Medicine, Houston, TX 77030, United States; Verna and Marrs McLean Department of Biochemistry and Molecular Biology, Baylor College of Medicine, Houston, TX 77030, United States.
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38
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Silvestri IP, Colbon PJJ. The Growing Importance of Chirality in 3D Chemical Space Exploration and Modern Drug Discovery Approaches for Hit-ID: Topical Innovations. ACS Med Chem Lett 2021; 12:1220-1229. [PMID: 34413951 PMCID: PMC8366003 DOI: 10.1021/acsmedchemlett.1c00251] [Citation(s) in RCA: 29] [Impact Index Per Article: 9.7] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/27/2021] [Accepted: 07/02/2021] [Indexed: 12/19/2022] Open
Abstract
Modern-day drug discovery is now blessed with a wide range of high-throughput hit identification (hit-ID) strategies that have been successfully validated in recent years, with particular success coming from high-throughput screening, fragment-based lead discovery, and DNA-encoded library screening. As screening efficiency and throughput increases, this enables the viable exploration of increasingly complex three-dimensional (3D) chemical structure space, with a realistic chance of identifying highly specific hit ligands with increased target specificity and reduced attrition rates in preclinical and clinical development. This minireview will explore the impact of an improved design of multifunctionalized, sp3-rich, stereodefined scaffolds on the (virtual) exploration of 3D chemical space and the specific requirements for different hit-ID technologies.
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Affiliation(s)
- Ilaria Proietti Silvestri
- Department of Chemistry University
of Liverpool, Liverpool ChiroChem, Ltd., Crown Street, Liverpool L69 7ZD, United
Kingdom
| | - Paul J. J. Colbon
- Department of Chemistry University
of Liverpool, Liverpool ChiroChem, Ltd., Crown Street, Liverpool L69 7ZD, United
Kingdom
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39
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Castan IFSF, Graham JS, Salvini CLA, Stanway-Gordon HA, Waring MJ. On the design of lead-like DNA-encoded chemical libraries. Bioorg Med Chem 2021; 43:116273. [PMID: 34147943 DOI: 10.1016/j.bmc.2021.116273] [Citation(s) in RCA: 14] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/14/2021] [Revised: 05/25/2021] [Accepted: 06/04/2021] [Indexed: 01/11/2023]
Abstract
DNA-encoded libraries (DELs) are becoming an established technology for finding ligands for protein targets. We have abstracted and analysed libraries from the literature to assess the synthesis strategy, selections of reactions and monomers and their propensity to reveal hits. DELs have led to hit compounds across a range of diverse protein classes. The range of reactions and monomers utilised has been relatively limited and the hits are often higher in molecular weight than might be considered ideal. Considerations for future library designs with reference to chemical diversity and lead-like properties are discussed.
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Affiliation(s)
- Isaline F S F Castan
- Cancer Research UK Newcastle Drug Discovery Unit, Chemistry, Bedson Building, Newcastle University, Newcastle upon Tyne NE1 7RU, UK
| | - Jessica S Graham
- Cancer Research UK Newcastle Drug Discovery Unit, Chemistry, Bedson Building, Newcastle University, Newcastle upon Tyne NE1 7RU, UK
| | - Catherine L A Salvini
- Cancer Research UK Newcastle Drug Discovery Unit, Chemistry, Bedson Building, Newcastle University, Newcastle upon Tyne NE1 7RU, UK
| | - Harriet A Stanway-Gordon
- Cancer Research UK Newcastle Drug Discovery Unit, Chemistry, Bedson Building, Newcastle University, Newcastle upon Tyne NE1 7RU, UK
| | - Michael J Waring
- Cancer Research UK Newcastle Drug Discovery Unit, Chemistry, Bedson Building, Newcastle University, Newcastle upon Tyne NE1 7RU, UK.
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40
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Huang Y, Li X. Recent Advances on the Selection Methods of DNA-Encoded Libraries. Chembiochem 2021; 22:2384-2397. [PMID: 33891355 DOI: 10.1002/cbic.202100144] [Citation(s) in RCA: 19] [Impact Index Per Article: 6.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/28/2021] [Revised: 04/23/2021] [Indexed: 12/15/2022]
Abstract
DNA-encoded libraries (DEL) have come of age and become a major technology platform for ligand discovery in both academia and the pharmaceutical industry. Technological maturation in the past two decades and the recent explosive developments of DEL-compatible chemistries have greatly improved the chemical diversity of DELs and fueled its applications in drug discovery. A relatively less-covered aspect of DELs is the selection method. Typically, DEL selection is considered as a binding assay and the selection is conducted with purified protein targets immobilized on a matrix, and the binders are separated from the non-binding background via physical washes. However, the recent innovations in DEL selection methods have not only expanded the target scope of DELs, but also revealed the potential of the DEL technology as a powerful tool in exploring fundamental biology. In this Review, we first cover the "classic" DEL selection methods with purified proteins on solid phase, and then we discuss the strategies to realize DEL selections in solution phase. Finally, we focus on the emerging approaches for DELs to interrogate complex biological targets.
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Affiliation(s)
- Yiran Huang
- Department of Chemistry and the State Key Laboratory of Synthetic Chemistry, The University of Hong Kong, Pokfulam Road, Hong Kong SAR, China
| | - Xiaoyu Li
- Department of Chemistry and the State Key Laboratory of Synthetic Chemistry, The University of Hong Kong, Pokfulam Road, Hong Kong SAR, China
- Laboratory for Synthetic Chemistry and Chemical Biology Limited, Health@InnoHK, Innovation and Technology Commission, Units 1503-1511, 15/F., Building 17W, Hong Kong Science and Technology Parks, New Territories, Hong Kong SAR, China
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41
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Abstract
Click chemistry, proposed nearly 20 years ago, promised access to novel chemical space by empowering combinatorial library synthesis with a "few good reactions". These click reactions fulfilled key criteria (broad scope, quantitative yield, abundant starting material, mild reaction conditions, and high chemoselectivity), keeping the focus on molecules that would be easy to make, yet structurally diverse. This philosophy bears a striking resemblance to DNA-encoded library (DEL) technology, the now-dominant combinatorial chemistry paradigm. This review highlights the similarities between click and DEL reaction design and deployment in combinatorial library settings, providing a framework for the design of new DEL synthesis technologies to enable next-generation drug discovery.
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Affiliation(s)
- Patrick R Fitzgerald
- Skaggs Doctoral Program in the Chemical and Biological Sciences, The Scripps Research Institute, 130 Scripps Way, Jupiter, Florida 33458, United States
| | - Brian M Paegel
- Departments of Pharmaceutical Sciences, Chemistry, & Biomedical Engineering, University of California, Irvine, 101 Theory Suite 100, Irvine, California 92617, United States
- Department of Chemistry, The Scripps Research Institute, 130 Scripps Way, Jupiter, Florida 33458, United States
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42
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Favalli N, Bassi G, Pellegrino C, Millul J, De Luca R, Cazzamalli S, Yang S, Trenner A, Mozaffari NL, Myburgh R, Moroglu M, Conway SJ, Sartori AA, Manz MG, Lerner RA, Vogt PK, Scheuermann J, Neri D. Stereo- and regiodefined DNA-encoded chemical libraries enable efficient tumour-targeting applications. Nat Chem 2021; 13:540-548. [PMID: 33833446 PMCID: PMC8405038 DOI: 10.1038/s41557-021-00660-y] [Citation(s) in RCA: 37] [Impact Index Per Article: 12.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/04/2020] [Accepted: 02/10/2021] [Indexed: 02/01/2023]
Abstract
The encoding of chemical compounds with amplifiable DNA tags facilitates the discovery of small-molecule ligands for proteins. To investigate the impact of stereo- and regiochemistry on ligand discovery, we synthesized a DNA-encoded library of 670,752 derivatives based on 2-azido-3-iodophenylpropionic acids. The library was selected against multiple proteins and yielded specific ligands. The selection fingerprints obtained for a set of protein targets of pharmaceutical relevance clearly showed the preferential enrichment of ortho-, meta- or para-regioisomers, which was experimentally verified by affinity measurements in the absence of DNA. The discovered ligands included novel selective enzyme inhibitors and binders to tumour-associated antigens, which enabled conditional chimeric antigen receptor T-cell activation and tumour targeting.
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Affiliation(s)
- Nicholas Favalli
- Department of Chemistry and Applied Biosciences, Swiss Federal Institute of Technology (ETH Zurich), Zurich, Switzerland
| | - Gabriele Bassi
- Department of Chemistry and Applied Biosciences, Swiss Federal Institute of Technology (ETH Zurich), Zurich, Switzerland
| | - Christian Pellegrino
- Department of Chemistry and Applied Biosciences, Swiss Federal Institute of Technology (ETH Zurich), Zurich, Switzerland
| | | | | | | | - Su Yang
- Department of Molecular Medicine, Scripps Research Institute, La Jolla, CA, USA
| | - Anika Trenner
- Institute of Molecular Cancer Research, University of Zurich, Zurich, Switzerland
| | - Nour L Mozaffari
- Institute of Molecular Cancer Research, University of Zurich, Zurich, Switzerland
| | - Renier Myburgh
- Department of Medical Oncology and Hematology, University Hospital Zurich and University of Zurich, Comprehensive Cancer Center Zurich (CCCZ), Zurich, Switzerland
| | - Mustafa Moroglu
- Department of Chemistry, Chemistry Research Laboratory, University of Oxford, Oxford, UK
| | - Stuart J Conway
- Department of Chemistry, Chemistry Research Laboratory, University of Oxford, Oxford, UK
| | - Alessandro A Sartori
- Institute of Molecular Cancer Research, University of Zurich, Zurich, Switzerland
| | - Markus G Manz
- Department of Medical Oncology and Hematology, University Hospital Zurich and University of Zurich, Comprehensive Cancer Center Zurich (CCCZ), Zurich, Switzerland
| | - Richard A Lerner
- Department of Chemistry, Scripps Research Institute, La Jolla, CA, USA
| | - Peter K Vogt
- Department of Molecular Medicine, Scripps Research Institute, La Jolla, CA, USA
| | - Jörg Scheuermann
- Department of Chemistry and Applied Biosciences, Swiss Federal Institute of Technology (ETH Zurich), Zurich, Switzerland.
| | - Dario Neri
- Department of Chemistry and Applied Biosciences, Swiss Federal Institute of Technology (ETH Zurich), Zurich, Switzerland.
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43
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Henley MJ, Koehler AN. Advances in targeting 'undruggable' transcription factors with small molecules. Nat Rev Drug Discov 2021; 20:669-688. [PMID: 34006959 DOI: 10.1038/s41573-021-00199-0] [Citation(s) in RCA: 145] [Impact Index Per Article: 48.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 03/30/2021] [Indexed: 02/07/2023]
Abstract
Transcription factors (TFs) represent key biological players in diseases including cancer, autoimmunity, diabetes and cardiovascular disease. However, outside nuclear receptors, TFs have traditionally been considered 'undruggable' by small-molecule ligands due to significant structural disorder and lack of defined small-molecule binding pockets. Renewed interest in the field has been ignited by significant progress in chemical biology approaches to ligand discovery and optimization, especially the advent of targeted protein degradation approaches, along with increasing appreciation of the critical role a limited number of collaborators play in the regulation of key TF effector genes. Here, we review current understanding of TF-mediated gene regulation, discuss successful targeting strategies and highlight ongoing challenges and emerging approaches to address them.
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Affiliation(s)
- Matthew J Henley
- David H. Koch Institute for Integrative Cancer Research, Massachusetts Institute of Technology, Cambridge, MA, USA. .,The Broad Institute of MIT and Harvard, Cambridge, MA, USA. .,Department of Biological Engineering, Massachusetts Institute of Technology, Cambridge, MA, USA.
| | - Angela N Koehler
- David H. Koch Institute for Integrative Cancer Research, Massachusetts Institute of Technology, Cambridge, MA, USA. .,The Broad Institute of MIT and Harvard, Cambridge, MA, USA. .,Department of Biological Engineering, Massachusetts Institute of Technology, Cambridge, MA, USA.
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44
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Lenci E, Baldini L, Trabocchi A. Diversity-oriented synthesis as a tool to expand the chemical space of DNA-encoded libraries. Bioorg Med Chem 2021; 41:116218. [PMID: 34030087 DOI: 10.1016/j.bmc.2021.116218] [Citation(s) in RCA: 14] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/10/2021] [Revised: 05/07/2021] [Accepted: 05/11/2021] [Indexed: 12/12/2022]
Abstract
DNA-encoded libraries (DEL) represent a powerful technology for generating compound collections for drug discovery campaigns, that have allowed for the selection of many hit compounds over last three decades. However, the application of split-and-pool combinatorial methodologies, as well as the limitation imposed by DNA-compatible chemistry, has often brought to a limited exploration of the chemical space, with an over-representation of flat aromatic or peptide-like structures, whereas a higher scaffold complexity is generally associated with a more successful biological activity of the library. In this context, the application of Diversity-Oriented Synthesis, capable of creating sp3-rich molecular entities even starting from simple flat building blocks, can represent an efficient strategy to significantly broaden the chemical space explored by DELs. In this review, we present selected examples of DNA-compatible complexity-generating reactions that can be applied for the generation of DNA-encoded DOS libraries, including: (i) multicomponent reactions; (ii) C-H/C-X functionalization; (iii) tandem approaches; (iv) cycloadditions; (v) reactions introducing privileged elements. Also, selected case studies on the generation of DELs with high scaffold diversity are discussed, reporting their application in drug discovery programs.
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Affiliation(s)
- Elena Lenci
- Department of Chemistry "Ugo Schiff", University of Florence, Via della Lastruccia 13, 50019 Sesto Fiorentino, Italy
| | - Lorenzo Baldini
- Department of Chemistry "Ugo Schiff", University of Florence, Via della Lastruccia 13, 50019 Sesto Fiorentino, Italy
| | - Andrea Trabocchi
- Department of Chemistry "Ugo Schiff", University of Florence, Via della Lastruccia 13, 50019 Sesto Fiorentino, Italy; Interdepartmental Center for Preclinical Development of Molecular Imaging (CISPIM), University of Florence, Viale Morgagni 85, 50134 Florence, Italy.
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45
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Ma F, Li J, Zhang S, Gu Y, Tan T, Chen W, Wang S, Ma P, Xu H, Yang G, Lerner RA. DNA-Encoded Libraries: Hydrazide as a Pluripotent Precursor for On-DNA Synthesis of Various Azole Derivatives. Chemistry 2021; 27:8214-8220. [PMID: 33811386 DOI: 10.1002/chem.202100850] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/08/2021] [Indexed: 01/25/2023]
Abstract
DNA-encoded combinatorial chemical library (DEL) technology, an approach that combines the power of genetics and chemistry, has emerged as an invaluable tool in drug discovery. Skeletal diversity plays a fundamental importance in DEL applications, and relies heavily on novel DNA-compatible chemical reactions. We report herein a phylogenic chemical transformation strategy using DNA-conjugated benzoyl hydrazine as a common versatile precursor in azole chemical expansion of DELs. DNA-compatible reactions deriving from the common benzoyl hydrazine precursor showed excellent functional group tolerance with exceptional efficiency in the synthesis of various azoles, including oxadiazoles, thiadiazoles, and triazoles, under mild reaction conditions. The phylogenic chemical transformation strategy provides DELs a facile way to expand into various unique chemical spaces with privileged scaffolds and pharmacophores.
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Affiliation(s)
- Fei Ma
- Shanghai Institute for Advanced Immunochemical Studies, ShanghaiTech University, 201210, Shanghai, P. R. China
| | - Jie Li
- Shanghai Institute for Advanced Immunochemical Studies, ShanghaiTech University, 201210, Shanghai, P. R. China
| | - Shuning Zhang
- Shanghai Institute for Advanced Immunochemical Studies, ShanghaiTech University, 201210, Shanghai, P. R. China
| | - Yuang Gu
- Shanghai Institute for Advanced Immunochemical Studies, ShanghaiTech University, 201210, Shanghai, P. R. China
| | - Tingting Tan
- Shanghai Institute for Advanced Immunochemical Studies, ShanghaiTech University, 201210, Shanghai, P. R. China
| | - Wanting Chen
- Shanghai Institute for Advanced Immunochemical Studies, ShanghaiTech University, 201210, Shanghai, P. R. China
| | - Shuyue Wang
- Shanghai Institute for Advanced Immunochemical Studies, ShanghaiTech University, 201210, Shanghai, P. R. China
| | - Peixiang Ma
- Shanghai Institute for Advanced Immunochemical Studies, ShanghaiTech University, 201210, Shanghai, P. R. China
| | - Hongtao Xu
- Shanghai Institute for Advanced Immunochemical Studies, ShanghaiTech University, 201210, Shanghai, P. R. China
| | - Guang Yang
- Shanghai Institute for Advanced Immunochemical Studies, ShanghaiTech University, 201210, Shanghai, P. R. China
| | - Richard A Lerner
- Department of Chemistry, The Scripps Research Institute, La Jolla, CA 92037, USA
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46
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Yang P, Wang X, Li B, Yang Y, Yue J, Suo Y, Tong H, He G, Lu X, Chen G. Streamlined construction of peptide macrocycles via palladium-catalyzed intramolecular S-arylation in solution and on DNA. Chem Sci 2021; 12:5804-5810. [PMID: 34168804 PMCID: PMC8179660 DOI: 10.1039/d1sc00789k] [Citation(s) in RCA: 36] [Impact Index Per Article: 12.0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/08/2021] [Accepted: 03/08/2021] [Indexed: 12/18/2022] Open
Abstract
A highly efficient and versatile method for construction of peptide macrocycles via palladium-catalyzed intramolecular S-arylation of alkyl and aryl thiols with aryl iodides under mild conditions is developed. The method exhibits a broad substrate scope for thiols, aryl iodides and amino acid units. Peptide macrocycles of a wide range of size and composition can be readily assembled in high yield from various easily accessible building blocks. This method has been successfully employed to prepare an 8-million-membered tetrameric cyclic peptide DNA-encoded library (DEL). Preliminary screening of the DEL library against protein p300 identified compounds with single digit micromolar inhibition activity.
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Affiliation(s)
- Peng Yang
- State Key Laboratory and Institute of Elemento-Organic Chemistry, College of Chemistry, Nankai University Tianjin 300071 China
| | - 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 China
| | - Bo Li
- State Key Laboratory and Institute of Elemento-Organic Chemistry, College of Chemistry, Nankai University Tianjin 300071 China
| | - Yixuan Yang
- 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 China
| | - Jinfeng Yue
- 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 China
| | - Yanrui Suo
- 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 China
| | - Huarong Tong
- State Key Laboratory and Institute of Elemento-Organic Chemistry, College of Chemistry, Nankai University Tianjin 300071 China
| | - Gang He
- State Key Laboratory and Institute of Elemento-Organic Chemistry, College of Chemistry, Nankai University Tianjin 300071 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 China
| | - Gong Chen
- State Key Laboratory and Institute of Elemento-Organic Chemistry, College of Chemistry, Nankai University Tianjin 300071 China
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47
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Fitzgerald LS, O'Duill ML. A Guide to Directing Group Removal: 8-Aminoquinoline. Chemistry 2021; 27:8411-8436. [PMID: 33559933 DOI: 10.1002/chem.202100093] [Citation(s) in RCA: 20] [Impact Index Per Article: 6.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/09/2021] [Revised: 02/08/2021] [Indexed: 12/23/2022]
Abstract
The use of directing groups allows high levels of selectivity to be achieved in transition metal-catalyzed transformations. Efficient removal of these auxiliaries after successful functionalization, however, can be very challenging. This review provides a critical overview of strategies used for removal of Daugulis' 8-aminoquinoline (2005-2020), one of the most widely used N,N-bidentate directing groups. The limitations of these strategies are discussed and alternative approaches are suggested for challenging substrates. Our aim is to provide a comprehensive end-users' guide for chemists in academia and industry who want to harness the synthetic power of directing groups-and be able to remove them from their final products.
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Affiliation(s)
- Liam S Fitzgerald
- School of Chemistry, National University of Ireland Galway, University Road, Galway, H91 TK33, Ireland
| | - Miriam L O'Duill
- School of Chemistry, University of Nottingham, University Park, Nottingham, NG7 2RD, UK
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48
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Liu S, Qi J, Lu W, Wang X, Lu X. Synthetic Studies toward DNA-Encoded Heterocycles Based on the On-DNA Formation of α,β-Unsaturated Ketones. Org Lett 2021; 23:908-913. [PMID: 33444029 DOI: 10.1021/acs.orglett.0c04118] [Citation(s) in RCA: 28] [Impact Index Per Article: 9.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Abstract
Taking advantage of the diversity-oriented synthesis strategy with α,β-unsaturated carbonyl compounds, we have successfully established the DNA-compatible transformations for various heterocyclic scaffolds. The ring-closure reactions for pyrrole, pyrrolidine, pyrazole, pyrazoline, isoxazoline, pyridine, piperidine, cyclohexenone, and 5,8-dihydroimidazo[1,2-a]pyrimidine were elegantly demonstrated in a DNA-compatible format. These efforts paved the way for preparing DNA-encoded libraries with more extensive chemical space.
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Affiliation(s)
- Sixiu 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, China.,University of Chinese Academy of Sciences, No. 19A Yuquan Road, Beijing 100049, China
| | - Jingjing Qi
- 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, China.,School of Chinese Materia Medica, Nanjing University of Chinese Medicine, 138 Xianlin Road, Nanjing 210023, China
| | - Weiwei 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, China
| | - 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, 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, China
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49
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Wang X, Liu J, Yan Z, Liu X, Liu S, Suo Y, Lu W, Yue J, Chen K, Jiang H, Zhao Y, Zheng M, Dai D, Lu X. Diversified strategy for the synthesis of DNA-encoded oxindole libraries. Chem Sci 2021; 12:2841-2847. [PMID: 34164048 PMCID: PMC8179416 DOI: 10.1039/d0sc06696f] [Citation(s) in RCA: 30] [Impact Index Per Article: 10.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/08/2023] Open
Abstract
DNA-encoded library technology (DELT) employs DNA as a barcode to track the sequence of chemical reactions and enables the design and synthesis of libraries with billions of small molecules through combinatorial expansion. This powerful technology platform has been successfully demonstrated for hit identification and target validation for many types of diseases. As a highly integrated technology platform, DEL is capable of accelerating the translation of synthetic chemistry by using on-DNA compatible reactions or off-DNA scaffold synthesis. Herein, we report the development of a series of novel on-DNA transformations based on oxindole scaffolds for the design and synthesis of diversity-oriented DNA-encoded libraries for screening. Specifically, we have developed 1,3-dipolar cyclizations, cyclopropanations, ring-opening of reactions of aziridines and Claisen–Schmidt condensations to construct diverse oxindole derivatives. The majority of these transformations enable a diversity-oriented synthesis of DNA-encoded oxindole libraries which have been used in the successful hit identification for three protein targets. We have demonstrated that a diversified strategy for DEL synthesis could accelerate the application of synthetic chemistry for drug discovery. Constructing DNA-encoded oxindole libraries by a diversified strategy.![]()
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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) Co., Ltd. 4560 Jinke Road, Building No. 2, 13th Floor, Pudong Shanghai 201210 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
| | - Ziqin Yan
- 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
| | - Xiaohong Liu
- Shanghai Institute for Advanced Immunochemical Studies, School of Life Science and Technology, ShanghaiTech University Pudong Shanghai 201210 P. R. China.,Drug Discovery and Design Center, State Key Laboratory of Drug Research, Shanghai Institute of Materia Medica, Chinese Academy of Sciences 555 Zuchongzhi Road Shanghai 201203 P. R. China.,University of Chinese Academy of Sciences No. 19A Yuquan Road Beijing 100049 P. R. China
| | - Sixiu 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
| | - Yanrui Suo
- 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
| | - Weiwei 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
| | - Jinfeng Yue
- 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
| | - Kaixian Chen
- Shanghai Institute for Advanced Immunochemical Studies, School of Life Science and Technology, ShanghaiTech University Pudong Shanghai 201210 P. R. China.,Drug Discovery and Design Center, State Key Laboratory of Drug Research, Shanghai Institute of Materia Medica, Chinese Academy of Sciences 555 Zuchongzhi Road Shanghai 201203 P. R. China.,University of Chinese Academy of Sciences No. 19A Yuquan Road Beijing 100049 P. R. China
| | - Hualiang Jiang
- Shanghai Institute for Advanced Immunochemical Studies, School of Life Science and Technology, ShanghaiTech University Pudong Shanghai 201210 P. R. China.,Drug Discovery and Design Center, State Key Laboratory of Drug Research, Shanghai Institute of Materia Medica, Chinese Academy of Sciences 555 Zuchongzhi Road Shanghai 201203 P. R. China.,University of Chinese Academy of Sciences No. 19A Yuquan Road Beijing 100049 P. R. China
| | - Yujun Zhao
- 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
| | - Mingyue Zheng
- Drug Discovery and Design Center, State Key Laboratory of Drug Research, Shanghai Institute of Materia Medica, Chinese Academy of Sciences 555 Zuchongzhi Road Shanghai 201203 P. R. China.,University of Chinese Academy of Sciences No. 19A Yuquan Road Beijing 100049 P. R. China
| | - Dongcheng Dai
- Amgen Asia R&D Center, Amgen Biopharmaceutical R&D (Shanghai) Co., Ltd. 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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50
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Conole D, H Hunter J, J Waring M. The maturation of DNA encoded libraries: opportunities for new users. Future Med Chem 2021; 13:173-191. [PMID: 33275046 DOI: 10.4155/fmc-2020-0285] [Citation(s) in RCA: 14] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/11/2022] Open
Abstract
DNA-encoded combinatorial libraries (DECLs) represent an exciting new technology for high-throughput screening, significantly increasing its capacity and cost-effectiveness. Historically, DECLs have been the domain of specialized academic groups and industry; however, there has recently been a shift toward more drug discovery academic centers and institutes adopting this technology. Key to this development has been the simplification, characterization and standardization of various DECL subprotocols, such as library design, affinity screening and data analysis of hits. This review examines the feasibility of implementing DECL screening technology as a first-time user, particularly in academia, exploring the some important considerations for this, and outlines some applications of the technology that academia could contribute to the field.
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Affiliation(s)
- Daniel Conole
- Department of Chemistry, Molecular Sciences Research Hub, Imperial College London, White City Campus, 80 Wood Lane, London, W12 0BZ, UK
| | - James H Hunter
- Cancer Research UK Drug Discovery Unit, Newcastle University Centre for Cancer, Chemistry, School of Natural & Environmental Sciences, Bedson Building, Newcastle University, Newcastle upon Tyne, NE1 7RU, UK
| | - Michael J Waring
- Cancer Research UK Drug Discovery Unit, Newcastle University Centre for Cancer, Chemistry, School of Natural & Environmental Sciences, Bedson Building, Newcastle University, Newcastle upon Tyne, NE1 7RU, UK
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