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Lin H, Riching K, Lai MP, Lu D, Cheng R, Qi X, Wang J. Lysineless HiBiT and NanoLuc Tagging Systems as Alternative Tools Monitoring Targeted Protein Degradation. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2024.05.14.594249. [PMID: 38798562 PMCID: PMC11118299 DOI: 10.1101/2024.05.14.594249] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/29/2024]
Abstract
Target protein degradation (TPD) has emerged as a revolutionary approach in drug discovery, leveraging the cell's intrinsic machinery to selectively degrade disease-associated proteins. Proteolysis-Targeting Chimeras (PROTACs) exemplify this strategy, exploiting heterobifunctional molecules to induce ubiquitination and subsequent degradation of target proteins. The clinical advancement of PROTACs underscores their potential in therapeutic intervention, with numerous projects progressing through clinical stages. However, monitoring subtle changes in protein abundance induced by TPD molecules demands highly sensitive assays. Nano-luciferase (nLuc) fusion proteins, or the NanoBiT technology derived from it, offer a robust screening platform due to their high sensitivity and stability. Despite these advantages, concerns have arisen regarding potential degradation artifacts introduced by tagging systems due to the presence of lysine residues on them, prompting the development of alternative tools. In this study, we introduce HiBiT-RR and nLuc K0 , variants devoid of lysine residues, to mitigate such artifacts. Our findings demonstrate that HiBiT-RR maintains similar sensitivity and binding affinity with the original HiBiT. Moreover, the comparison between nLuc WT and nLuc K0 constructs reveals variations in degradation patterns induced by certain PROTAC molecules, emphasizing the importance of choosing appropriate tagging systems to ensure the reliability of experimental outcomes in studying protein degradation processes.
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Wurz RP, Rui H, Dellamaggiore K, Ghimire-Rijal S, Choi K, Smither K, Amegadzie A, Chen N, Li X, Banerjee A, Chen Q, Mohl D, Vaish A. Affinity and cooperativity modulate ternary complex formation to drive targeted protein degradation. Nat Commun 2023; 14:4177. [PMID: 37443112 PMCID: PMC10344917 DOI: 10.1038/s41467-023-39904-5] [Citation(s) in RCA: 10] [Impact Index Per Article: 10.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/24/2022] [Accepted: 06/26/2023] [Indexed: 07/15/2023] Open
Abstract
Targeted protein degradation via "hijacking" of the ubiquitin-proteasome system using proteolysis targeting chimeras (PROTACs) has evolved into a novel therapeutic modality. The design of PROTACs is challenging; multiple steps involved in PROTAC-induced degradation make it difficult to establish coherent structure-activity relationships. Herein, we characterize PROTAC-mediated ternary complex formation and degradation by employing von Hippel-Lindau protein (VHL) recruiting PROTACs for two different target proteins, SMARCA2 and BRD4. Ternary-complex attributes and degradation activity parameters are evaluated by varying components of the PROTAC's architecture. Ternary complex binding affinity and cooperativity correlates well with degradation potency and initial rates of degradation. Additionally, we develop a ternary-complex structure modeling workflow to calculate the total buried surface area at the interface, which is in agreement with the measured ternary complex binding affinity. Our findings establish a predictive framework to guide the design of potent degraders.
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Affiliation(s)
- Ryan P Wurz
- Amgen Research, Amgen Inc., Thousand Oaks, CA, USA
| | - Huan Rui
- Amgen Research, Amgen Inc., Thousand Oaks, CA, USA
| | | | | | - Kaylee Choi
- Amgen Research, Amgen Inc., South San Francisco, CA, USA
| | - Kate Smither
- Amgen Research, Amgen Inc., Thousand Oaks, CA, USA
| | | | - Ning Chen
- Amgen Research, Amgen Inc., Thousand Oaks, CA, USA
| | - Xiaofen Li
- Amgen Research, Amgen Inc., Thousand Oaks, CA, USA
| | | | - Qing Chen
- Amgen Research, Amgen Inc., Thousand Oaks, CA, USA
| | - Dane Mohl
- Amgen Research, Amgen Inc., Thousand Oaks, CA, USA.
| | - Amit Vaish
- Amgen Research, Amgen Inc., Thousand Oaks, CA, USA.
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3
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Sobhia ME, Kumar H, Kumari S. Bifunctional robots inducing targeted protein degradation. Eur J Med Chem 2023; 255:115384. [PMID: 37119667 DOI: 10.1016/j.ejmech.2023.115384] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/17/2023] [Revised: 04/13/2023] [Accepted: 04/14/2023] [Indexed: 05/01/2023]
Abstract
The gaining importance of Targeted Protein Degradation (TPD) and PROTACs (PROteolysis-TArgeting Chimeras) have drawn the scientific community's attention. PROTACs are considered bifunctional robots owing to their avidity for the protein of interest (POI) and E3-ligase, which induce the ubiquitination of POI. These molecules are based on event-driven pharmacology and are applicable in different conditions such as oncology, antiviral, neurodegenerative disease, acne etc., offering tremendous scope to researchers. In this review, primarily, we attempted to compile the recent works available in the literature on PROTACs for various targeted proteins. We summarized the design and development strategies with a focus on molecular information of protein residues and linker design. Rationalization of the ternary complex formation using Artificial Intelligence including machine & deep learning models and traditionally followed computational tools are also included in this study. Moreover, details describing the optimization of PROTACs chemistry and pharmacokinetic properties are added. Advanced PROTAC designs and targeting complex proteins, is summed up to cover the wide spectrum.
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Affiliation(s)
- M Elizabeth Sobhia
- Department of Pharmacoinformatics, National Institute of Pharmaceutical Education and Research (NIPER), Sector - 67, S. A. S. Nagar, Mohali, Punjab, 160062, India.
| | - Harish Kumar
- Department of Pharmacoinformatics, National Institute of Pharmaceutical Education and Research (NIPER), Sector - 67, S. A. S. Nagar, Mohali, Punjab, 160062, India
| | - Sonia Kumari
- Department of Pharmacoinformatics, National Institute of Pharmaceutical Education and Research (NIPER), Sector - 67, S. A. S. Nagar, Mohali, Punjab, 160062, India
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Haid RTU, Reichel A. A Mechanistic Pharmacodynamic Modeling Framework for the Assessment and Optimization of Proteolysis Targeting Chimeras (PROTACs). Pharmaceutics 2023; 15:pharmaceutics15010195. [PMID: 36678824 PMCID: PMC9865105 DOI: 10.3390/pharmaceutics15010195] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/23/2022] [Revised: 12/19/2022] [Accepted: 12/27/2022] [Indexed: 01/09/2023] Open
Abstract
The field of targeted protein degradation is growing exponentially. Yet, there is an unmet need for pharmacokinetic/pharmacodynamic models that provide mechanistic insights, while also being practically useful in a drug discovery setting. Therefore, we have developed a comprehensive modeling framework which can be applied to experimental data from routine projects to: (1) assess PROTACs based on accurate degradation metrics, (2) guide compound optimization of the most critical parameters, and (3) link degradation to downstream pharmacodynamic effects. The presented framework contains a number of first-time features: (1) a mechanistic model to fit the hook effect in the PROTAC concentration-degradation profile, (2) quantification of the role of target occupancy in the PROTAC mechanism of action and (3) deconvolution of the effects of target degradation and target inhibition by PROTACs on the overall pharmacodynamic response. To illustrate applicability and to build confidence, we have employed these three models to analyze exemplary data on various compounds from different projects and targets. The presented framework allows researchers to tailor their experimental work and to arrive at a better understanding of their results, ultimately leading to more successful PROTAC discovery. While the focus here lies on in vitro pharmacology experiments, key implications for in vivo studies are also discussed.
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Affiliation(s)
- Robin Thomas Ulrich Haid
- DMPK Modeling and Simulation, Drug Metabolism and Pharmacokinetics, Preclinical Development, Bayer AG, Müllerstraße 178, 13353 Berlin, Germany
- Biopharmacy, Institute of Pharmaceutical Sciences, Department of Chemistry and Applied Biosciences, ETH Zurich, Vladimir-Prelog-Weg 4, 8093 Zurich, Switzerland
| | - Andreas Reichel
- DMPK Modeling and Simulation, Drug Metabolism and Pharmacokinetics, Preclinical Development, Bayer AG, Müllerstraße 178, 13353 Berlin, Germany
- Correspondence:
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5
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Park D, Izaguirre J, Coffey R, Xu H. Modeling the Effect of Cooperativity in Ternary Complex Formation and Targeted Protein Degradation Mediated by Heterobifunctional Degraders. ACS BIO & MED CHEM AU 2022; 3:74-86. [PMID: 37101604 PMCID: PMC10125322 DOI: 10.1021/acsbiomedchemau.2c00037] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/06/2022] [Revised: 10/24/2022] [Accepted: 10/25/2022] [Indexed: 11/16/2022]
Abstract
Chemically induced proximity between certain endogenous enzymes and a protein of interest (POI) inside cells may cause post-translational modifications to the POI with biological consequences and potential therapeutic effects. Heterobifunctional (HBF) molecules that bind with one functional part to a target POI and with the other to an E3 ligase induce the formation of a target-HBF-E3 ternary complex, which can lead to ubiquitination and proteasomal degradation of the POI. Targeted protein degradation (TPD) by HBFs offers a promising approach to modulate disease-associated proteins, especially those that are intractable using other therapeutic approaches, such as enzymatic inhibition. The three-way interactions among the HBF, the target POI, and the ligase-including the protein-protein interaction between the POI and the ligase-contribute to the stability of the ternary complex, manifested as positive or negative binding cooperativity in its formation. How such cooperativity affects HBF-mediated degradation is an open question. In this work, we develop a pharmacodynamic model that describes the kinetics of the key reactions in the TPD process, and we use this model to investigate the role of cooperativity in the ternary complex formation and in the target POI degradation. Our model establishes the quantitative connection between the ternary complex stability and the degradation efficiency through the former's effect on the rate of catalytic turnover. We also develop a statistical inference model for determining cooperativity in intracellular ternary complex formation from cellular assay data and demonstrate it by quantifying the change in cooperativity due to site-directed mutagenesis at the POI-ligase interface of the SMARCA2-ACBI1-VHL ternary complex. Our pharmacodynamic model provides a quantitative framework to dissect the complex HBF-mediated TPD process and may inform the rational design of effective HBF degraders.
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Affiliation(s)
- Daniel Park
- Roivant Discovery, New York, New York10036, United States
| | | | - Rory Coffey
- Roivant Discovery, New York, New York10036, United States
| | - Huafeng Xu
- Roivant Discovery, New York, New York10036, United States
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6
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Němec V, Schwalm MP, Müller S, Knapp S. PROTAC degraders as chemical probes for studying target biology and target validation. Chem Soc Rev 2022; 51:7971-7993. [PMID: 36004812 DOI: 10.1039/d2cs00478j] [Citation(s) in RCA: 26] [Impact Index Per Article: 13.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]
Abstract
Small molecule degraders such as PROTACs (PROteolysis TArgeting Chimeras) have emerged as new promising pharmacological modalities and the first PROTAC drug candidates are now studied clinically. The catalytic properties of PROTACs, acting as chemical degraders of a protein of interest (POI), represent an attractive new strategy for drug development. The development and characterization of PROTACs requires an array of additional assay systems that track the degradation pathway leading ultimately to degradation of the POI, identifying critical steps for PROTAC optimization. In addition to their exciting translational potential, PROTACs represent versatile chemical tools that considerably expanded our chemical biology toolbox and significantly enlarged the proteome that can be modulated by small molecules. Similar to conventional chemical probes, PROTACs used as chemical probes in target validation require comprehensive characterization. As a consequence, PROTAC-specific quality criteria should be defined by the chemical biology community. These criteria need to comprise additional or alternative parameters compared to those for conventional occupancy-driven chemical probes, such as the maximum level of target degradation (Dmax), confirmation of a proteasome dependent degradation mechanism and, importantly, also kinetic parameters of POI degradation. The kinetic aspects are particularly relevant for PROTACs that harbor covalent binding moieties. Here, we review recent progress in the development of assay systems for PROTAC characterization and suggest a set of criteria for PROTACs as high quality chemical probes.
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Affiliation(s)
- Václav Němec
- Institut für Pharmazeutische Chemie, Goethe-University Frankfurt, Biozentrum, Max-von-Laue-Str. 9, 60438 Frankfurt am Main, Germany. .,Structural Genomics Consortium, Goethe-University Frankfurt, Buchmann Institute for Life Sciences, Max-von-Laue-Str. 15, 60438 Frankfurt am Main, Germany
| | - Martin P Schwalm
- Institut für Pharmazeutische Chemie, Goethe-University Frankfurt, Biozentrum, Max-von-Laue-Str. 9, 60438 Frankfurt am Main, Germany. .,Structural Genomics Consortium, Goethe-University Frankfurt, Buchmann Institute for Life Sciences, Max-von-Laue-Str. 15, 60438 Frankfurt am Main, Germany
| | - Susanne Müller
- Institut für Pharmazeutische Chemie, Goethe-University Frankfurt, Biozentrum, Max-von-Laue-Str. 9, 60438 Frankfurt am Main, Germany. .,Structural Genomics Consortium, Goethe-University Frankfurt, Buchmann Institute for Life Sciences, Max-von-Laue-Str. 15, 60438 Frankfurt am Main, Germany
| | - Stefan Knapp
- Institut für Pharmazeutische Chemie, Goethe-University Frankfurt, Biozentrum, Max-von-Laue-Str. 9, 60438 Frankfurt am Main, Germany. .,Structural Genomics Consortium, Goethe-University Frankfurt, Buchmann Institute for Life Sciences, Max-von-Laue-Str. 15, 60438 Frankfurt am Main, Germany.,German Cancer Consortium (DKTK)/German Cancer Research Center (DKFZ), DKTK site Frankfurt-Mainz, 69120 Heidelberg, Germany
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Bai N, Riching KM, Makaju A, Wu H, Acker TM, Ou SC, Zhang Y, Shen X, Bulloch DN, Rui H, Gibson BW, Daniels DL, Urh M, Rock BM, Humphreys SC. Modeling the CRL4A ligase complex to predict target protein ubiquitination induced by cereblon-recruiting PROTACs. J Biol Chem 2022; 298:101653. [PMID: 35101445 PMCID: PMC9019245 DOI: 10.1016/j.jbc.2022.101653] [Citation(s) in RCA: 20] [Impact Index Per Article: 10.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/09/2021] [Revised: 01/21/2022] [Accepted: 01/25/2022] [Indexed: 12/14/2022] Open
Abstract
PROteolysis TArgeting Chimeras (PROTACs) are hetero-bifunctional small molecules that can simultaneously recruit target proteins and E3 ligases to form a ternary complex, promoting target protein ubiquitination and degradation via the Ubiquitin-Proteasome System (UPS). PROTACs have gained increasing attention in recent years due to certain advantages over traditional therapeutic modalities and enabling targeting of previously “undruggable” proteins. To better understand the mechanism of PROTAC-induced Target Protein Degradation (TPD), several computational approaches have recently been developed to study and predict ternary complex formation. However, mounting evidence suggests that ubiquitination can also be a rate-limiting step in PROTAC-induced TPD. Here, we propose a structure-based computational approach to predict target protein ubiquitination induced by cereblon (CRBN)-based PROTACs by leveraging available structural information of the CRL4A ligase complex (CRBN/DDB1/CUL4A/Rbx1/NEDD8/E2/Ub). We generated ternary complex ensembles with Rosetta, modeled multiple CRL4A ligase complex conformations, and predicted ubiquitination efficiency by separating the ternary ensemble into productive and unproductive complexes based on the proximity of the ubiquitin to accessible lysines on the target protein. We validated our CRL4A ligase complex models with published ternary complex structures and additionally employed our modeling workflow to predict ubiquitination efficiencies and sites of a series of cyclin-dependent kinases (CDKs) after treatment with TL12–186, a pan-kinase PROTAC. Our predictions are consistent with CDK ubiquitination and site-directed mutagenesis of specific CDK lysine residues as measured using a NanoBRET ubiquitination assay in HEK293 cells. This work structurally links PROTAC-induced ternary formation and ubiquitination, representing an important step toward prediction of target “degradability.”
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Affiliation(s)
- Nan Bai
- Pharmacokinetics and Drug Metabolism, Amgen Research, South San Francisco, California, USA.
| | - Kristin M Riching
- Research and Development Department, Promega Corporation, Madison, Wisconsin, USA.
| | - Aman Makaju
- Discovery Attribute Science, Amgen Research, South San Francisco, California, USA
| | - Hao Wu
- Pharmacokinetics and Drug Metabolism, Amgen Research, South San Francisco, California, USA
| | - Timothy M Acker
- Pharmacokinetics and Drug Metabolism, Amgen Research, South San Francisco, California, USA
| | - Shu-Ching Ou
- Discovery Attribute Science, Amgen Research, Thousand Oaks, California, USA
| | - Yaru Zhang
- Oncology, Amgen Research, Thousand Oaks, California, USA
| | - Xiaomeng Shen
- Pharmacokinetics and Drug Metabolism, Amgen Research, South San Francisco, California, USA
| | - Daryl N Bulloch
- Discovery Attribute Science, Amgen Research, South San Francisco, California, USA
| | - Huan Rui
- Discovery Attribute Science, Amgen Research, Thousand Oaks, California, USA
| | - Bradford W Gibson
- Discovery Attribute Science, Amgen Research, South San Francisco, California, USA
| | - Danette L Daniels
- Research and Development Department, Promega Corporation, Madison, Wisconsin, USA
| | - Marjeta Urh
- Research and Development Department, Promega Corporation, Madison, Wisconsin, USA
| | - Brooke M Rock
- Pharmacokinetics and Drug Metabolism, Amgen Research, South San Francisco, California, USA
| | - Sara C Humphreys
- Pharmacokinetics and Drug Metabolism, Amgen Research, South San Francisco, California, USA.
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8
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Eron SJ, Huang H, Agafonov RV, Fitzgerald ME, Patel J, Michael RE, Lee TD, Hart AA, Shaulsky J, Nasveschuk CG, Phillips AJ, Fisher SL, Good A. Structural Characterization of Degrader-Induced Ternary Complexes Using Hydrogen-Deuterium Exchange Mass Spectrometry and Computational Modeling: Implications for Structure-Based Design. ACS Chem Biol 2021; 16:2228-2243. [PMID: 34582690 DOI: 10.1021/acschembio.1c00376] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/13/2022]
Abstract
The field of targeted protein degradation (TPD) has grown exponentially over the past decade with the goal of developing therapies that mark proteins for destruction leveraging the ubiquitin-proteasome system. One common approach to achieve TPD is to employ a heterobifunctional molecule, termed as a degrader, to recruit the protein target of interest to the E3 ligase machinery. The resultant generation of an intermediary ternary complex (target-degrader-ligase) is pivotal in the degradation process. Understanding the ternary complex geometry offers valuable insight into selectivity, catalytic efficiency, linker chemistry, and rational degrader design. In this study, we utilize hydrogen-deuterium exchange mass spectrometry (HDX-MS) to identify degrader-induced protein-protein interfaces. We then use these data in conjunction with constrained protein docking to build three-dimensional models of the ternary complex. The approach was used to characterize complex formation between the E3 ligase CRBN and the first bromodomain of BRD4, a prominent oncology target. We show marked differences in the ternary complexes formed in solution based on distinct patterns of deuterium uptake for two degraders, CFT-1297 and dBET6. CFT-1297, which exhibited positive cooperativity, altered the deuterium uptake profile revealing the degrader-induced protein-protein interface of the ternary complex. For CFT-1297, the ternary complexes generated by the highest scoring HDX-constrained docking models differ markedly from those observed in the published crystal structures. These results highlight the potential utility of HDX-MS to provide rapidly accessible structural insights into degrader-induced protein-protein interfaces in solution. They further suggest that degrader ternary complexes exhibit significant conformation flexibility and that biologically relevant complexes may well not exhibit the largest interaction surfaces between proteins. Taken together, the results indicate that methods capable of incorporating linker conformation uncertainty may prove an important component in degrader design moving forward. In addition, the development of scoring functions modified to handle interfaces with no evolved complementarity, for example, through consideration of high levels of water infiltration, may prove valuable. Furthermore, the use of crystal structures as validation tools for novel degrader methods needs to be considered with caution.
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Affiliation(s)
- Scott J. Eron
- C4 Therapeutics, Inc., 490 Arsenal Way Suite 200, Watertown, Massachusetts 02472, United States
| | - Hongwei Huang
- C4 Therapeutics, Inc., 490 Arsenal Way Suite 200, Watertown, Massachusetts 02472, United States
| | - Roman V. Agafonov
- C4 Therapeutics, Inc., 490 Arsenal Way Suite 200, Watertown, Massachusetts 02472, United States
| | - Mark E. Fitzgerald
- C4 Therapeutics, Inc., 490 Arsenal Way Suite 200, Watertown, Massachusetts 02472, United States
| | - Joe Patel
- C4 Therapeutics, Inc., 490 Arsenal Way Suite 200, Watertown, Massachusetts 02472, United States
| | - Ryan E. Michael
- C4 Therapeutics, Inc., 490 Arsenal Way Suite 200, Watertown, Massachusetts 02472, United States
| | - Tobie D. Lee
- C4 Therapeutics, Inc., 490 Arsenal Way Suite 200, Watertown, Massachusetts 02472, United States
| | - Ashley A. Hart
- C4 Therapeutics, Inc., 490 Arsenal Way Suite 200, Watertown, Massachusetts 02472, United States
| | - Jodi Shaulsky
- Dassault Systèmes BIOVIA, 5005 Wateridge Vista Dr, San Diego, California 92121, United States
| | | | - Andrew J. Phillips
- C4 Therapeutics, Inc., 490 Arsenal Way Suite 200, Watertown, Massachusetts 02472, United States
| | - Stewart L. Fisher
- C4 Therapeutics, Inc., 490 Arsenal Way Suite 200, Watertown, Massachusetts 02472, United States
| | - Andrew Good
- C4 Therapeutics, Inc., 490 Arsenal Way Suite 200, Watertown, Massachusetts 02472, United States
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Castaldi MP, Fisher SL. Advances in Protein Degradation. SLAS DISCOVERY : ADVANCING LIFE SCIENCES R & D 2021; 26:471-473. [PMID: 33780295 DOI: 10.1177/24725552211001823] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/12/2023]
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