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Qian R, Xue J, Xu Y, Huang J. Alchemical Transformations and Beyond: Recent Advances and Real-World Applications of Free Energy Calculations in Drug Discovery. J Chem Inf Model 2024; 64:7214-7237. [PMID: 39360948 DOI: 10.1021/acs.jcim.4c01024] [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: 10/15/2024]
Abstract
Computational methods constitute efficient strategies for screening and optimizing potential drug molecules. A critical factor in this process is the binding affinity between candidate molecules and targets, quantified as binding free energy. Among various estimation methods, alchemical transformation methods stand out for their theoretical rigor. Despite challenges in force field accuracy and sampling efficiency, advancements in algorithms, software, and hardware have increased the application of free energy perturbation (FEP) calculations in the pharmaceutical industry. Here, we review the practical applications of FEP in drug discovery projects since 2018, covering both ligand-centric and residue-centric transformations. We show that relative binding free energy calculations have steadily achieved chemical accuracy in real-world applications. In addition, we discuss alternative physics-based simulation methods and the incorporation of deep learning into free energy calculations.
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Affiliation(s)
- Runtong Qian
- Westlake AI Therapeutics Lab, Westlake Laboratory of Life Sciences and Biomedicine, Hangzhou, Zhejiang 310024, China
- Key Laboratory of Structural Biology of Zhejiang Province, School of Life Sciences, Westlake University, 18 Shilongshan Road, Hangzhou, Zhejiang 310024, China
| | - Jing Xue
- Westlake AI Therapeutics Lab, Westlake Laboratory of Life Sciences and Biomedicine, Hangzhou, Zhejiang 310024, China
- Key Laboratory of Structural Biology of Zhejiang Province, School of Life Sciences, Westlake University, 18 Shilongshan Road, Hangzhou, Zhejiang 310024, China
| | - You Xu
- Westlake AI Therapeutics Lab, Westlake Laboratory of Life Sciences and Biomedicine, Hangzhou, Zhejiang 310024, China
- Key Laboratory of Structural Biology of Zhejiang Province, School of Life Sciences, Westlake University, 18 Shilongshan Road, Hangzhou, Zhejiang 310024, China
| | - Jing Huang
- Westlake AI Therapeutics Lab, Westlake Laboratory of Life Sciences and Biomedicine, Hangzhou, Zhejiang 310024, China
- Key Laboratory of Structural Biology of Zhejiang Province, School of Life Sciences, Westlake University, 18 Shilongshan Road, Hangzhou, Zhejiang 310024, China
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Herz AM, Kellici T, Morao I, Michel J. Alchemical Free Energy Workflows for the Computation of Protein-Ligand Binding Affinities. Methods Mol Biol 2024; 2716:241-264. [PMID: 37702943 DOI: 10.1007/978-1-0716-3449-3_11] [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] [Indexed: 09/14/2023]
Abstract
Alchemical free energy methods can be used for the efficient computation of relative binding free energies during preclinical drug discovery stages. In recent years, this has been facilitated further by the implementation of workflows that enable non-experts to quickly and consistently set up the required simulations. Given the correct input structures, workflows handle the difficult aspects of setting up perturbations, including consistently defining the perturbable molecule, its atom mapping and topology generation, perturbation network generation, running of the simulations via different sampling methods, and analysis of the results. Different academic and commercial workflows are discussed, including FEW, FESetup, FEPrepare, CHARMM-GUI, Transformato, PMX, QLigFEP, TIES, ProFESSA, PyAutoFEP, BioSimSpace, FEP+, Flare, and Orion. These workflows differ in various aspects, such as mapping algorithms or enhanced sampling methods. Some workflows can accommodate more than one molecular dynamics (MD) engine and use external libraries for tasks. Differences between workflows can present advantages for different use cases, however a lack of interoperability of the workflows' components hinders systematic comparisons.
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Affiliation(s)
- Anna M Herz
- EaStChem School of Chemistry, Joseph Black Building, University of Edinburgh, Edinburgh, UK
| | - Tahsin Kellici
- Evotec (UK) Ltd., In Silico Research and Development, Abingdon, Oxfordshire, UK
- Merck & Co., Inc., Modelling and Informatics, West Point, PA, USA
| | - Inaki Morao
- Evotec (UK) Ltd., In Silico Research and Development, Abingdon, Oxfordshire, UK
| | - Julien Michel
- EaStChem School of Chemistry, Joseph Black Building, University of Edinburgh, Edinburgh, UK.
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3
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Ross GA, Lu C, Scarabelli G, Albanese SK, Houang E, Abel R, Harder ED, Wang L. The maximal and current accuracy of rigorous protein-ligand binding free energy calculations. Commun Chem 2023; 6:222. [PMID: 37838760 PMCID: PMC10576784 DOI: 10.1038/s42004-023-01019-9] [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: 10/18/2022] [Accepted: 10/02/2023] [Indexed: 10/16/2023] Open
Abstract
Computational techniques can speed up the identification of hits and accelerate the development of candidate molecules for drug discovery. Among techniques for predicting relative binding affinities, the most consistently accurate is free energy perturbation (FEP), a class of rigorous physics-based methods. However, uncertainty remains about how accurate FEP is and can ever be. Here, we present what we believe to be the largest publicly available dataset of proteins and congeneric series of small molecules, and assess the accuracy of the leading FEP workflow. To ascertain the limit of achievable accuracy, we also survey the reproducibility of experimental relative affinity measurements. We find a wide variability in experimental accuracy and a correspondence between binding and functional assays. When careful preparation of protein and ligand structures is undertaken, FEP can achieve accuracy comparable to experimental reproducibility. Throughout, we highlight reliable protocols that can help maximize the accuracy of FEP in prospective studies.
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Affiliation(s)
- Gregory A Ross
- Schrödinger Inc, New York, NY, USA.
- Isomorphic Labs, London, UK.
| | - Chao Lu
- Schrödinger Inc, New York, NY, USA
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Bai B, Belovodskiy A, Hena M, Kandadai AS, Joyce MA, Saffran HA, Shields JA, Khan MB, Arutyunova E, Lu J, Bajwa SK, Hockman D, Fischer C, Lamer T, Vuong W, van Belkum MJ, Gu Z, Lin F, Du Y, Xu J, Rahim M, Young HS, Vederas JC, Tyrrell DL, Lemieux MJ, Nieman JA. Peptidomimetic α-Acyloxymethylketone Warheads with Six-Membered Lactam P1 Glutamine Mimic: SARS-CoV-2 3CL Protease Inhibition, Coronavirus Antiviral Activity, and in Vitro Biological Stability. J Med Chem 2022; 65:2905-2925. [PMID: 34242027 PMCID: PMC8291138 DOI: 10.1021/acs.jmedchem.1c00616] [Citation(s) in RCA: 65] [Impact Index Per Article: 32.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/04/2021] [Indexed: 12/11/2022]
Abstract
Recurring coronavirus outbreaks, such as the current COVID-19 pandemic, establish a necessity to develop direct-acting antivirals that can be readily administered and are active against a broad spectrum of coronaviruses. Described in this Article are novel α-acyloxymethylketone warhead peptidomimetic compounds with a six-membered lactam glutamine mimic in P1. Compounds with potent SARS-CoV-2 3CL protease and in vitro viral replication inhibition were identified with low cytotoxicity and good plasma and glutathione stability. Compounds 15e, 15h, and 15l displayed selectivity for SARS-CoV-2 3CL protease over CatB and CatS and superior in vitro SARS-CoV-2 antiviral replication inhibition compared with the reported peptidomimetic inhibitors with other warheads. The cocrystallization of 15l with SARS-CoV-2 3CL protease confirmed the formation of a covalent adduct. α-Acyloxymethylketone compounds also exhibited antiviral activity against an alphacoronavirus and non-SARS betacoronavirus strains with similar potency and a better selectivity index than remdesivir. These findings demonstrate the potential of the substituted heteroaromatic and aliphatic α-acyloxymethylketone warheads as coronavirus inhibitors, and the described results provide a basis for further optimization.
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Affiliation(s)
- Bing Bai
- Li Ka Shing Applied Virology Institute,
University of Alberta, Edmonton, Alberta T6G 2E1,
Canada
- Department of Medical Microbiology and Immunology,
University of Alberta, Edmonton, Alberta T6G 2E1,
Canada
| | - Alexandr Belovodskiy
- Li Ka Shing Applied Virology Institute,
University of Alberta, Edmonton, Alberta T6G 2E1,
Canada
- Department of Medical Microbiology and Immunology,
University of Alberta, Edmonton, Alberta T6G 2E1,
Canada
| | - Mostofa Hena
- Li Ka Shing Applied Virology Institute,
University of Alberta, Edmonton, Alberta T6G 2E1,
Canada
- Department of Medical Microbiology and Immunology,
University of Alberta, Edmonton, Alberta T6G 2E1,
Canada
| | - Appan Srinivas Kandadai
- Li Ka Shing Applied Virology Institute,
University of Alberta, Edmonton, Alberta T6G 2E1,
Canada
- Department of Medical Microbiology and Immunology,
University of Alberta, Edmonton, Alberta T6G 2E1,
Canada
| | - Michael A. Joyce
- Li Ka Shing Institute of Virology,
University of Alberta, Edmonton, Alberta T6G 2E1,
Canada
- Department of Medical Microbiology and Immunology,
University of Alberta, Edmonton, Alberta T6G 2E1,
Canada
| | - Holly A. Saffran
- Li Ka Shing Institute of Virology,
University of Alberta, Edmonton, Alberta T6G 2E1,
Canada
- Department of Medical Microbiology and Immunology,
University of Alberta, Edmonton, Alberta T6G 2E1,
Canada
| | - Justin A. Shields
- Li Ka Shing Institute of Virology,
University of Alberta, Edmonton, Alberta T6G 2E1,
Canada
- Department of Medical Microbiology and Immunology,
University of Alberta, Edmonton, Alberta T6G 2E1,
Canada
| | - Muhammad Bashir Khan
- Department of Biochemistry, University of
Alberta, Edmonton, Alberta T6G 2H7, Canada
| | - Elena Arutyunova
- Li Ka Shing Institute of Virology,
University of Alberta, Edmonton, Alberta T6G 2E1,
Canada
- Department of Biochemistry, University of
Alberta, Edmonton, Alberta T6G 2H7, Canada
| | - Jimmy Lu
- Li Ka Shing Institute of Virology,
University of Alberta, Edmonton, Alberta T6G 2E1,
Canada
- Department of Biochemistry, University of
Alberta, Edmonton, Alberta T6G 2H7, Canada
| | - Sardeev K. Bajwa
- Department of Biochemistry, University of
Alberta, Edmonton, Alberta T6G 2H7, Canada
| | - Darren Hockman
- Li Ka Shing Applied Virology Institute,
University of Alberta, Edmonton, Alberta T6G 2E1,
Canada
- Department of Medical Microbiology and Immunology,
University of Alberta, Edmonton, Alberta T6G 2E1,
Canada
| | - Conrad Fischer
- Department of Chemistry, University of
Alberta, Edmonton, Alberta T6G 2G2, Canada
| | - Tess Lamer
- Department of Chemistry, University of
Alberta, Edmonton, Alberta T6G 2G2, Canada
| | - Wayne Vuong
- Department of Chemistry, University of
Alberta, Edmonton, Alberta T6G 2G2, Canada
| | - Marco J. van Belkum
- Department of Chemistry, University of
Alberta, Edmonton, Alberta T6G 2G2, Canada
| | - Zhengxian Gu
- WuXi AppTec (Shanghai) Co., Ltd.,
G Warehouse #101, No. 10 Building, #227 Meisheng Road, WaiGaoQiao Free Trade Zone,
Shanghai 200131, China
| | - Fusen Lin
- WuXi AppTec (Shanghai) Co., Ltd.,
G Warehouse #101, No. 10 Building, #227 Meisheng Road, WaiGaoQiao Free Trade Zone,
Shanghai 200131, China
| | - Yanhua Du
- WuXi AppTec (Shanghai) Co., Ltd.,
G Warehouse #101, No. 10 Building, #227 Meisheng Road, WaiGaoQiao Free Trade Zone,
Shanghai 200131, China
| | - Jia Xu
- WuXi AppTec (Shanghai) Co., Ltd.,
G Warehouse #101, No. 10 Building, #227 Meisheng Road, WaiGaoQiao Free Trade Zone,
Shanghai 200131, China
| | - Mohammad Rahim
- Rane Pharmaceuticals, Inc.
4290 91a Street NW, Edmonton, Alberta T6E 5V2, Canada
| | - Howard S. Young
- Department of Biochemistry, University of
Alberta, Edmonton, Alberta T6G 2H7, Canada
| | - John C. Vederas
- Department of Chemistry, University of
Alberta, Edmonton, Alberta T6G 2G2, Canada
| | - D. Lorne Tyrrell
- Li Ka Shing Applied Virology Institute,
University of Alberta, Edmonton, Alberta T6G 2E1,
Canada
- Li Ka Shing Institute of Virology,
University of Alberta, Edmonton, Alberta T6G 2E1,
Canada
- Department of Medical Microbiology and Immunology,
University of Alberta, Edmonton, Alberta T6G 2E1,
Canada
| | - M. Joanne Lemieux
- Li Ka Shing Institute of Virology,
University of Alberta, Edmonton, Alberta T6G 2E1,
Canada
- Department of Biochemistry, University of
Alberta, Edmonton, Alberta T6G 2H7, Canada
| | - James A. Nieman
- Li Ka Shing Applied Virology Institute,
University of Alberta, Edmonton, Alberta T6G 2E1,
Canada
- Department of Medical Microbiology and Immunology,
University of Alberta, Edmonton, Alberta T6G 2E1,
Canada
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