1
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Tian T, Li S, Zhang Z, Chen L, Zou Z, Zhao D, Zeng J. Benchmarking compound activity prediction for real-world drug discovery applications. Commun Chem 2024; 7:127. [PMID: 38834746 DOI: 10.1038/s42004-024-01204-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/23/2024] [Accepted: 05/16/2024] [Indexed: 06/06/2024] Open
Abstract
Identifying active compounds for target proteins is fundamental in early drug discovery. Recently, data-driven computational methods have demonstrated promising potential in predicting compound activities. However, there lacks a well-designed benchmark to comprehensively evaluate these methods from a practical perspective. To fill this gap, we propose a Compound Activity benchmark for Real-world Applications (CARA). Through carefully distinguishing assay types, designing train-test splitting schemes and selecting evaluation metrics, CARA can consider the biased distribution of current real-world compound activity data and avoid overestimation of model performances. We observed that although current models can make successful predictions for certain proportions of assays, their performances varied across different assays. In addition, evaluation of several few-shot training strategies demonstrated different performances related to task types. Overall, we provide a high-quality dataset for developing and evaluating compound activity prediction models, and the analyses in this work may inspire better applications of data-driven models in drug discovery.
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Affiliation(s)
- Tingzhong Tian
- Institute for Interdisciplinary Information Sciences, Tsinghua University, Beijing, China
| | - Shuya Li
- Institute for Interdisciplinary Information Sciences, Tsinghua University, Beijing, China
| | - Ziting Zhang
- Department of Automation, Tsinghua University, Beijing, China
- MOE Key Laboratory of Bioinformatics, Tsinghua University, Beijing, China
| | - Lin Chen
- Silexon AI Technology Co., Ltd., Nanjing, Jiangsu Province, China
| | - Ziheng Zou
- Silexon AI Technology Co., Ltd., Nanjing, Jiangsu Province, China
| | - Dan Zhao
- Institute for Interdisciplinary Information Sciences, Tsinghua University, Beijing, China.
| | - Jianyang Zeng
- Institute for Interdisciplinary Information Sciences, Tsinghua University, Beijing, China.
- School of Engineering, Westlake University, Hangzhou, Zhejiang Province, China.
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2
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Naik HN, Kanjariya D, Parveen S, Ahmed I, Meena A, Patel H, Meena R, Jauhari S. LC-MS profiling, in vitro and in silico C-ABL kinase inhibitory approach to identify potential anticancer agents from Dalbergia sissoo leaves. Sci Rep 2024; 14:73. [PMID: 38167560 PMCID: PMC10761914 DOI: 10.1038/s41598-023-49995-1] [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: 08/11/2023] [Accepted: 12/14/2023] [Indexed: 01/05/2024] Open
Abstract
Belonging to the Fabaceae family, Dalbergia sissoo, a versatile plant, has gained prominence for its potent medicinal attributes, especially antipyretic, anti-inflammatory, and cardioprotective properties, as well as the use of its leaf juice in cancer treatment. Despite these recognized applications by natives and tribals, comprehensive insight into its biological activities and chemical composition remains limited. This study aimed to explore the cytotoxic potential of sequentially extracted leaf extracts from Dalbergia sissoo using various solvents, aiming to unveil the array of phytochemicals through LC-MS profiling. Among the extracts evaluated, the extract employing methanol:water extracting media (HN-2) appeared with the most remarkable results in both phytochemical diversity and biological activity. Furthermore, in vitro results of HN-2's in vitro anticancer efficacy were confirmed through in silico molecular docking and molecular dynamics simulation. These analyses demonstrated its ability to inhibit C-ABL kinase within leukemia K562 cells, directing that Dalbergia sissoo leaves serve as a bioactive agent reservoir. Consequently, this suggests that the Dalbergia sissoo plant is a potential source of bioactive compounds that can be used as a precursor for developing new cancer inhibitors, mainly targeting leukemia.
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Affiliation(s)
- Hem N Naik
- Department of Chemistry, SV National Institute of Technology, Surat, Gujarat, 395007, India
| | - Dilip Kanjariya
- Department of Chemistry, SV National Institute of Technology, Surat, Gujarat, 395007, India
| | - Shahnaz Parveen
- Molecular Bioprospection Department, CSIR-Central Institute of Medicinal and Aromatic Plants, Lucknow, Uttar Pradesh, 226015, India
| | - Iqrar Ahmed
- Department of Pharmaceutical Chemistry, Prof. Ravindra Nikam College of Pharmacy, Gondur, Dhule, Maharashtra, 424002, India
| | - Abha Meena
- Molecular Bioprospection Department, CSIR-Central Institute of Medicinal and Aromatic Plants, Lucknow, Uttar Pradesh, 226015, India
| | - Harun Patel
- Division of Computer Aided Drug Design, Department of Pharmaceutical Chemistry, R.C. Patel Institute of Pharmaceutical Education and Research, Shirpur, Maharashtra, 425405, India
| | - Ramavatar Meena
- Natural Product and Green Chemistry Division, CSIR-Central Salt & Marine Chemicals Research Institute, G. B. Marg, Bhavnagar, Gujarat, 364002, India
| | - Smita Jauhari
- Department of Chemistry, SV National Institute of Technology, Surat, Gujarat, 395007, India.
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3
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Duan Y, Zhao Y, Li Z, Liu Z, Wang M, Wang X, Sun M, Song C, Yao Y. Discovery of N-(2-oxoethyl) sulfanilamide-derived inhibitors of KAT6A (MOZ) against leukemia by an isostere strategy. Eur J Med Chem 2023; 260:115770. [PMID: 37651878 DOI: 10.1016/j.ejmech.2023.115770] [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: 07/05/2023] [Revised: 08/24/2023] [Accepted: 08/26/2023] [Indexed: 09/02/2023]
Abstract
KAT6A has been identified as a new target for leukemia treatment. The histone acetyltransferase activity of KAT6A is essential for normal hematopoietic stem cell self-renewal, and mutations or translocations are regarded as one of the major causes of leukemia development. In previous studies, CTX-0124143 has been shown to be a class of KAT6A inhibitors with a sulfonyl hydrazide backbone. However, weak activity, poor selectivity and pharmacokinetic problems have hindered its clinical application. In this work, the N‒N bond in compound CTX-0124143 was replaced by an N-C bond, and the aromatic rings were replaced on both sides. Finally, we obtained Compound 6j. Compared to CTX-0124143, 6j showed a 16-fold stronger inhibition of KAT6A (0.49 μM vs. 0.03 μM) with high selectivity. In addition, 6j exhibited strong antitumor activity on four leukemia cell lines. Moreover, 6j showed significant improvement in metabolic stability and pharmacokinetics in vivo and in vitro. In conclusion, 6j shows excellent potential as a promising anti-leukemia drug candidate.
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Affiliation(s)
- Yongtao Duan
- Henan Provincial Key Laboratory of Pediatric Hematology, Children's Hospital Affiliated to Zhengzhou University, Zhengzhou University, Zhengzhou, 450018, China
| | - Yabiao Zhao
- College of Chemistry, and Green Catalysis Center, Zhengzhou University, Zhengzhou, 450001, China
| | - Zhenzhen Li
- School of Pharmaceutical Science, Zhengzhou University, Zhengzhou, Henan, 450001, China
| | - Zhenling Liu
- Henan Provincial Key Laboratory of Pediatric Hematology, Children's Hospital Affiliated to Zhengzhou University, Zhengzhou University, Zhengzhou, 450018, China
| | - Mingzhu Wang
- Henan Provincial Key Laboratory of Pediatric Hematology, Children's Hospital Affiliated to Zhengzhou University, Zhengzhou University, Zhengzhou, 450018, China
| | - Xuan Wang
- School of Pharmaceutical Science, Zhengzhou University, Zhengzhou, Henan, 450001, China
| | - Moran Sun
- School of Pharmaceutical Science, Zhengzhou University, Zhengzhou, Henan, 450001, China.
| | - Chuanjun Song
- College of Chemistry, and Green Catalysis Center, Zhengzhou University, Zhengzhou, 450001, China.
| | - Yongfang Yao
- Henan Provincial Key Laboratory of Pediatric Hematology, Children's Hospital Affiliated to Zhengzhou University, Zhengzhou University, Zhengzhou, 450018, China; School of Pharmaceutical Science, Zhengzhou University, Zhengzhou, Henan, 450001, China.
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4
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Pergu R, Shoba VM, Chaudhary SK, Munkanatta Godage DNP, Deb A, Singha S, Dhawa U, Singh P, Anokhina V, Singh S, Siriwardena SU, Choudhary A. Development and Applications of Chimera Platforms for Tyrosine Phosphorylation. ACS CENTRAL SCIENCE 2023; 9:1558-1566. [PMID: 37637727 PMCID: PMC10450875 DOI: 10.1021/acscentsci.3c00200] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 02/14/2023] [Indexed: 08/29/2023]
Abstract
Chimeric small molecules that induce post-translational modification (PTM) on a target protein by bringing it into proximity to a PTM-inducing enzyme are furnishing novel modalities to perturb protein function. Despite recent advances, such molecules are unavailable for a critical PTM, tyrosine phosphorylation. Furthermore, the contemporary design paradigm of chimeric molecules, formed by joining a noninhibitory binder of the PTM-inducing enzyme with the binder of the target protein, prohibits the recruitment of most PTM-inducing enzymes as their noninhibitory binders are unavailable. Here, we report two platforms to generate phosphorylation-inducing chimeric small molecules (PHICS) for tyrosine phosphorylation. We generate PHICS from both noninhibitory binders (scantily available, platform 1) and kinase inhibitors (abundantly available, platform 2) using cysteine-based group transfer chemistry. PHICS triggered phosphorylation on tyrosine residues in diverse sequence contexts and target proteins (e.g., membrane-associated, cytosolic) and displayed multiple bioactivities, including the initiation of a growth receptor signaling cascade and the death of drug-resistant cancer cells. These studies provide an approach to induce biologically relevant PTM and lay the foundation for pharmacologic PTM editing (i.e., induction or removal) of target proteins using abundantly available inhibitors of PTM-inducing or -erasing enzymes.
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Affiliation(s)
- Rajaiah Pergu
- Chemical
Biology and Therapeutics Science, Broad
Institute of MIT and Harvard, Cambridge, Massachusetts 02142, United States
| | - Veronika M. Shoba
- Chemical
Biology and Therapeutics Science, Broad
Institute of MIT and Harvard, Cambridge, Massachusetts 02142, United States
| | - Santosh K. Chaudhary
- Chemical
Biology and Therapeutics Science, Broad
Institute of MIT and Harvard, Cambridge, Massachusetts 02142, United States
| | | | - Arghya Deb
- Chemical
Biology and Therapeutics Science, Broad
Institute of MIT and Harvard, Cambridge, Massachusetts 02142, United States
| | - Santanu Singha
- Chemical
Biology and Therapeutics Science, Broad
Institute of MIT and Harvard, Cambridge, Massachusetts 02142, United States
| | - Uttam Dhawa
- Chemical
Biology and Therapeutics Science, Broad
Institute of MIT and Harvard, Cambridge, Massachusetts 02142, United States
| | - Prashant Singh
- Chemical
Biology and Therapeutics Science, Broad
Institute of MIT and Harvard, Cambridge, Massachusetts 02142, United States
| | - Viktoriya Anokhina
- Chemical
Biology and Therapeutics Science, Broad
Institute of MIT and Harvard, Cambridge, Massachusetts 02142, United States
| | - Sameek Singh
- Chemical
Biology and Therapeutics Science, Broad
Institute of MIT and Harvard, Cambridge, Massachusetts 02142, United States
| | - Sachini U. Siriwardena
- Chemical
Biology and Therapeutics Science, Broad
Institute of MIT and Harvard, Cambridge, Massachusetts 02142, United States
| | - Amit Choudhary
- Chemical
Biology and Therapeutics Science, Broad
Institute of MIT and Harvard, Cambridge, Massachusetts 02142, United States
- Department
of Medicine, Harvard Medical School, Boston, Massachusetts 02115, United States
- Divisions
of Renal Medicine and Engineering, Brigham
and Women’s Hospital, Boston, Massachusetts 02115, United States
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5
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Rovers E, Liu L, Schapira M. ProxyBind: a Compendium of Binding Sites for Proximity-Induced Pharmacology. Comput Struct Biotechnol J 2022; 20:6163-6171. [PMID: 36420167 PMCID: PMC9674861 DOI: 10.1016/j.csbj.2022.11.010] [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: 09/23/2022] [Revised: 11/04/2022] [Accepted: 11/04/2022] [Indexed: 11/09/2022] Open
Abstract
Proximity-induced pharmacology (ProxPharm) is a novel paradigm in drug discovery where a small molecule brings two proteins in close proximity to elicit a signal, generally from one protein onto another. The potential of ProxPharm compounds as a new therapeutic modality is firmly established by proteolysis targeting chimeras (PROTACs) that bring an E3 ubiquitin ligase in proximity to a target protein to induce ubiquitination and subsequent degradation of the target. The concept can be expanded to induce other post-translational modifications via the recruitment of different types of protein-modifying enzymes. To survey the human proteome for opportunities in proximity pharmacology, we systematically mapped non-catalytic drug binding pockets on the structure of protein-modifying enzymes available from the Protein Databank. In addition to binding sites exploited by previously reported ProxPharm compounds, we identified putative ligandable non-catalytic pockets in 236 kinases, 45 phosphatases, 37 deubiquitinases, 14 methyltransferases, 11 acetyltransferases, 13 glycosyltransferases, 4 deacetylases, 7 demethylases and 2 glycosidases, including cavities occupied by chemical matter that may serve as starting points for future ProxPharm compounds. This systematic survey confirms that proximity pharmacology is a versatile modality with largely unexplored and promising potential and reveals novel opportunities to pharmacologically rewire molecular circuitries. All data is available from the ProxyBind database at https://polymorph.sgc.utoronto.ca/proxybind/index.php.
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6
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Teng M, Young DW, Tan Z. The Pursuit of Enzyme Activation: A Snapshot of the Gold Rush. J Med Chem 2022; 65:14289-14304. [PMID: 36265019 DOI: 10.1021/acs.jmedchem.2c01291] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Abstract
A range of enzymes drive human physiology, and their activities are tightly regulated through numerous signaling pathways. Depending on the context, these pathways may activate or inhibit an enzyme as a way to ensure proper execution of cellular functions. From a drug discovery and development perspective, pharmacological inhibition of enzymes has been a focus of interest, as many diseases are associated with the upregulation of enzyme function. On the other hand, however, pharmacological activation of enzymes such as kinases and phosphatases has been of increasing interest. In this review, we discuss seven case studies that highlight pharmacological activation strategy, describe the binding modes and pharmacology of the activators, and comment on how this on-demand activation strategy complements the commonly pursued inhibition strategy, thus jointly enabling bidirectional modulation of specific target of interest. Going forward, we expect activators to play important roles as chemical probes and drug leads.
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Affiliation(s)
- Mingxing Teng
- Department of Pathology & Immunology, and Department of Pharmacology and Chemical Biology, Baylor College of Medicine, Houston, Texas 77030, United States
| | - Damian W Young
- Department of Pathology & Immunology, and Department of Pharmacology and Chemical Biology, Baylor College of Medicine, Houston, Texas 77030, United States
| | - Zhi Tan
- Department of Pathology & Immunology, and Department of Pharmacology and Chemical Biology, Baylor College of Medicine, Houston, Texas 77030, United States
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7
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Shoba VM, Munkanatta Godage DNP, Chaudhary SK, Deb A, Siriwardena SU, Choudhary A. Synthetic Reprogramming of Kinases Expands Cellular Activities of Proteins. Angew Chem Int Ed Engl 2022; 61:e202202770. [DOI: 10.1002/anie.202202770] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/21/2022] [Indexed: 12/22/2022]
Affiliation(s)
- Veronika M. Shoba
- Chemical Biology and Therapeutics Science Program Broad Institute of MIT and Harvard Cambridge MA 02142 USA
- Department of Medicine Harvard Medical School Boston MA 02115 USA
| | - Dhanushka N. P. Munkanatta Godage
- Chemical Biology and Therapeutics Science Program Broad Institute of MIT and Harvard Cambridge MA 02142 USA
- Department of Medicine Harvard Medical School Boston MA 02115 USA
| | - Santosh K. Chaudhary
- Chemical Biology and Therapeutics Science Program Broad Institute of MIT and Harvard Cambridge MA 02142 USA
- Department of Medicine Harvard Medical School Boston MA 02115 USA
| | - Arghya Deb
- Chemical Biology and Therapeutics Science Program Broad Institute of MIT and Harvard Cambridge MA 02142 USA
- Department of Medicine Harvard Medical School Boston MA 02115 USA
| | - Sachini U. Siriwardena
- Chemical Biology and Therapeutics Science Program Broad Institute of MIT and Harvard Cambridge MA 02142 USA
- Department of Medicine Harvard Medical School Boston MA 02115 USA
| | - Amit Choudhary
- Chemical Biology and Therapeutics Science Program Broad Institute of MIT and Harvard Cambridge MA 02142 USA
- Department of Medicine Harvard Medical School Boston MA 02115 USA
- Divisions of Renal Medicine and Engineering Brigham and Women's Hospital Boston MA 02115 USA
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8
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Development of Pyrimidine- Cinnamamide Hybrids as Potential Anticancer agents: A Rational Design Approach. J Mol Struct 2022. [DOI: 10.1016/j.molstruc.2022.133594] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022]
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9
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Shoba VM, Munkanatta Godage DNP, Chaudhary SK, Deb A, Siriwardena SU, Choudhary A. Synthetic Reprogramming of Kinases Expands Cellular Activities of Proteins. Angew Chem Int Ed Engl 2022. [DOI: 10.1002/ange.202202770] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/10/2022]
Affiliation(s)
- Veronika M. Shoba
- Chemical Biology and Therapeutics Science Program Broad Institute of MIT and Harvard Cambridge MA 02142 USA
- Department of Medicine Harvard Medical School Boston MA 02115 USA
| | - Dhanushka N. P. Munkanatta Godage
- Chemical Biology and Therapeutics Science Program Broad Institute of MIT and Harvard Cambridge MA 02142 USA
- Department of Medicine Harvard Medical School Boston MA 02115 USA
| | - Santosh K. Chaudhary
- Chemical Biology and Therapeutics Science Program Broad Institute of MIT and Harvard Cambridge MA 02142 USA
- Department of Medicine Harvard Medical School Boston MA 02115 USA
| | - Arghya Deb
- Chemical Biology and Therapeutics Science Program Broad Institute of MIT and Harvard Cambridge MA 02142 USA
- Department of Medicine Harvard Medical School Boston MA 02115 USA
| | - Sachini U. Siriwardena
- Chemical Biology and Therapeutics Science Program Broad Institute of MIT and Harvard Cambridge MA 02142 USA
- Department of Medicine Harvard Medical School Boston MA 02115 USA
| | - Amit Choudhary
- Chemical Biology and Therapeutics Science Program Broad Institute of MIT and Harvard Cambridge MA 02142 USA
- Department of Medicine Harvard Medical School Boston MA 02115 USA
- Divisions of Renal Medicine and Engineering Brigham and Women's Hospital Boston MA 02115 USA
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10
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Teng M, Luskin MR, Cowan-Jacob SW, Ding Q, Fabbro D, Gray NS. The Dawn of Allosteric BCR-ABL1 Drugs: From a Phenotypic Screening Hit to an Approved Drug. J Med Chem 2022; 65:7581-7594. [PMID: 35609336 DOI: 10.1021/acs.jmedchem.2c00373] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/31/2022]
Abstract
Chronic myeloid leukemia (CML) is driven by the constitutive activity of the BCR-ABL1 fusion oncoprotein. Despite the great success of drugs that target the BCR-ABL1 ATP-binding site in transforming CML into a manageable disease, emerging resistance point mutations impair inhibitor binding, thereby limiting the effectiveness of these drugs. Recently, allosteric inhibitors that interact with the ABL1 myristate-binding site have been shown to awaken an endogenous regulatory mechanism and reset full-length BCR-ABL1 into an inactive assembled state. The discovery and development of these allosteric inhibitors demonstrates an in-depth understanding of the fundamental regulatory mechanisms of kinases. In this review, we illustrate the structural basis of c-ABL1's dynamic regulation of autoinhibition and activation, discuss the discovery of allosteric inhibitors and the characterization of their mechanism of action, present the therapeutic potential of dual binding to delay the development of mutation-driven acquired resistance, and suggest key lessons learned from this program.
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Affiliation(s)
- Mingxing Teng
- Department of Cancer Biology, Dana-Farber Cancer Institute, Boston, Massachusetts 02215, United States
| | - Marlise R Luskin
- Division of Hematologic Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts 02215, United States
| | - Sandra W Cowan-Jacob
- Novartis Institutes for BioMedical Research, Novartis Campus, Basel CH-4056, Switzerland
| | - Qiang Ding
- Allorion Therapeutics, Guangzhou, Guangdong 511300, China
| | | | - Nathanael S Gray
- Department of Chemical and Systems Biology, ChEM-H, Stanford Cancer Institute, School of Medicine, Stanford University, Stanford, California 94305, United States
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11
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Serafim RAM, Elkins JM, Zuercher WJ, Laufer SA, Gehringer M. Chemical Probes for Understudied Kinases: Challenges and Opportunities. J Med Chem 2021; 65:1132-1170. [PMID: 34477374 DOI: 10.1021/acs.jmedchem.1c00980] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/22/2022]
Abstract
Over 20 years after the approval of the first-in-class protein kinase inhibitor imatinib, the biological function of a significant fraction of the human kinome remains poorly understood while most research continues to be focused on few well-validated targets. Given the strong genetic evidence for involvement of many kinases in health and disease, the understudied fraction of the kinome holds a large and unexplored potential for future therapies. Specific chemical probes are indispensable tools to interrogate biology enabling proper preclinical validation of novel kinase targets. In this Perspective, we highlight recent case studies illustrating the development of high-quality chemical probes for less-studied kinases and their application in target validation. We spotlight emerging techniques and approaches employed in the generation of chemical probes for protein kinases and beyond and discuss the associated challenges and opportunities.
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Affiliation(s)
- Ricardo A M Serafim
- Department of Pharmaceutical/Medicinal Chemistry, Eberhard Karls University Tübingen, Auf der Morgenstelle 8, 72076 Tübingen, Germany
| | - Jonathan M Elkins
- Centre for Medicines Discovery, University of Oxford, Old Road Campus Research Building, Roosevelt Drive, Oxford OX3 7DQ, United Kingdom
| | - William J Zuercher
- Division of Chemical Biology and Medicinal Chemistry, UNC Eshelman School of Pharmacy, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina 27599, United States
| | - Stefan A Laufer
- Department of Pharmaceutical/Medicinal Chemistry, Eberhard Karls University Tübingen, Auf der Morgenstelle 8, 72076 Tübingen, Germany.,Cluster of Excellence iFIT (EXC 2180) "Image-Guided & Functionally Instructed Tumor Therapies", University of Tübingen, 72076 Tübingen, Germany.,Tübingen Center for Academic Drug Discovery, Auf der Morgenstelle 8, 72076 Tübingen, Germany
| | - Matthias Gehringer
- Department of Pharmaceutical/Medicinal Chemistry, Eberhard Karls University Tübingen, Auf der Morgenstelle 8, 72076 Tübingen, Germany.,Cluster of Excellence iFIT (EXC 2180) "Image-Guided & Functionally Instructed Tumor Therapies", University of Tübingen, 72076 Tübingen, Germany
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12
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Gajula SNR, Nadimpalli N, Sonti R. Drug metabolic stability in early drug discovery to develop potential lead compounds. Drug Metab Rev 2021; 53:459-477. [PMID: 34406889 DOI: 10.1080/03602532.2021.1970178] [Citation(s) in RCA: 21] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/22/2022]
Abstract
Knowledge of the metabolic stability of a new drug substance eliminated by biotransformation is essential for envisaging the pharmacokinetic parameters required for deciding drug dosing and frequency. Strategies aimed at modifying lead compounds may improve metabolic stability, thereby reducing the drug dosing frequency. Replacement of selective hydrogens with deuterium can effectively enhance the drug's metabolic stability by increasing the biological half-life. Further, cyclization, change in ring size, and chirality can substantially improve the metabolic stability of drugs. The microsomal t1/2 approach for measuring drug in vitro intrinsic clearance by automated LC-MS/MS offers sensitive high-throughput screens with reliable data. The obtained in vitro intrinsic clearance from metabolic stability data helps predict the drug's in vivo total clearance using different scaling factors and hepatic clearance models. This review summarizes all the recent approaches and technological advancements in metabolic stability studies for narrowing down the potential lead compounds in drug discovery. Further, we summarized the potential pitfalls and assumptions made during the in vivo intrinsic clearance estimation from in vitro intrinsic clearance.
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Affiliation(s)
- Siva Nageswara Rao Gajula
- Department of Pharmaceutical Analysis, National Institute of Pharmaceutical Education and Research (NIPER), Hyderabad, India
| | - Nimisha Nadimpalli
- Department of Pharmaceutical Analysis, National Institute of Pharmaceutical Education and Research (NIPER), Hyderabad, India
| | - Rajesh Sonti
- Department of Pharmaceutical Analysis, National Institute of Pharmaceutical Education and Research (NIPER), Hyderabad, India
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13
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Molecular insights on ABL kinase activation using tree-based machine learning models and molecular docking. Mol Divers 2021; 25:1301-1314. [PMID: 34191245 PMCID: PMC8241884 DOI: 10.1007/s11030-021-10261-z] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/31/2021] [Accepted: 06/18/2021] [Indexed: 12/14/2022]
Abstract
Abelson kinase (c-Abl) is a non-receptor tyrosine kinase involved in several biological processes essential for cell differentiation, migration, proliferation, and survival. This enzyme's activation might be an alternative strategy for treating diseases such as neutropenia induced by chemotherapy, prostate, and breast cancer. Recently, a series of compounds that promote the activation of c-Abl has been identified, opening a promising ground for c-Abl drug development. Structure-based drug design (SBDD) and ligand-based drug design (LBDD) methodologies have significantly impacted recent drug development initiatives. Here, we combined SBDD and LBDD approaches to characterize critical chemical properties and interactions of identified c-Abl's activators. We used molecular docking simulations combined with tree-based machine learning models—decision tree, AdaBoost, and random forest to understand the c-Abl activators' structural features required for binding to myristoyl pocket, and consequently, to promote enzyme and cellular activation. We obtained predictive and robust models with Matthews correlation coefficient values higher than 0.4 for all endpoints and identified characteristics that led to constructing a structure–activity relationship model (SAR).
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14
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Laufkötter O, Hu H, Miljković F, Bajorath J. Structure- and Similarity-Based Survey of Allosteric Kinase Inhibitors, Activators, and Closely Related Compounds. J Med Chem 2021; 65:922-934. [PMID: 33476146 DOI: 10.1021/acs.jmedchem.0c02076] [Citation(s) in RCA: 28] [Impact Index Per Article: 9.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/11/2022]
Abstract
Allosteric kinase inhibitors are thought to have high selectivity and are prime candidates for kinase drug discovery. In addition, the exploration of allosteric mechanisms represents an attractive topic for basic research and drug design. Although the identification and characterization of allosteric kinase inhibitors is still far from being routine, X-ray structures of kinase complexes have been determined for a significant number of such inhibitors. On the basis of structural data, allosteric inhibitors can be confirmed. We report a comprehensive survey of allosteric kinase inhibitors and activators from publicly available X-ray structures, map their binding sites, and determine their distribution over binding pockets in kinases. In addition, we discuss structural features of these compounds and identify active structural analogues and high-confidence target annotations, indicating additional activities for a subset of allosteric inhibitors. This contribution aims to provide a detailed structure-based view of allosteric kinase inhibition.
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Affiliation(s)
- Oliver Laufkötter
- Department of Life Science Informatics, B-IT, LIMES Program Unit Chemical Biology and Medicinal Chemistry, Rheinische Friedrich-Wilhelms-Universität, Friedrich-Hirzebruch-Allee 6, D-53115 Bonn, Germany
| | - Huabin Hu
- Department of Life Science Informatics, B-IT, LIMES Program Unit Chemical Biology and Medicinal Chemistry, Rheinische Friedrich-Wilhelms-Universität, Friedrich-Hirzebruch-Allee 6, D-53115 Bonn, Germany
| | - Filip Miljković
- Department of Life Science Informatics, B-IT, LIMES Program Unit Chemical Biology and Medicinal Chemistry, Rheinische Friedrich-Wilhelms-Universität, Friedrich-Hirzebruch-Allee 6, D-53115 Bonn, Germany
| | - Jürgen Bajorath
- Department of Life Science Informatics, B-IT, LIMES Program Unit Chemical Biology and Medicinal Chemistry, Rheinische Friedrich-Wilhelms-Universität, Friedrich-Hirzebruch-Allee 6, D-53115 Bonn, Germany
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Intermolecular Interactions in Crystal Structures of Imatinib-Containing Compounds. Int J Mol Sci 2020; 21:ijms21238970. [PMID: 33255944 PMCID: PMC7731260 DOI: 10.3390/ijms21238970] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/23/2020] [Revised: 11/23/2020] [Accepted: 11/24/2020] [Indexed: 02/07/2023] Open
Abstract
Imatinib, one of the most used therapeutic agents to treat leukemia, is an inhibitor that specifically blocks the activity of tyrosine kinases. The molecule of imatinib is flexible and contains several functional groups able to take part in H-bonding and hydrophobic interactions. Analysis of molecular conformations for this drug was carried out using density functional theory calculations of rotation potentials along single bonds and by analyzing crystal structures of imatinib-containing compounds taken from the Cambridge Structural Database and the Protein Data Bank. Rotation along the N-C bond in the region of the amide group was found to be the reason for two relatively stable molecular conformations, an extended and a folded one. The role of various types of intermolecular interactions in stabilization of the particular molecular conformation was studied in terms of (i) the likelihood of H-bond formation, and (ii) their contribution to the Voronoi molecular surface. It is shown that experimentally observed hydrogen bonds are in accord with the likelihood of their formation. The number of H-bonds in ligand-receptor complexes surpasses that in imatinib salts due to the large number of donors and acceptors of H-bonding within the binding pocket of tyrosine kinases. Contribution of hydrophilic intermolecular interactions to the Voronoi molecular surface is similar for both conformations, while π...π stacking is more typical for the folded conformation of imatinib.
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Jahnke W, Erlanson DA, de Esch IJP, Johnson CN, Mortenson PN, Ochi Y, Urushima T. Fragment-to-Lead Medicinal Chemistry Publications in 2019. J Med Chem 2020; 63:15494-15507. [PMID: 33226222 DOI: 10.1021/acs.jmedchem.0c01608] [Citation(s) in RCA: 39] [Impact Index Per Article: 9.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/11/2022]
Abstract
Fragment-based drug discovery (FBDD) has grown and matured to a point where it is valuable to keep track of its extent and details of application. This Perspective summarizes successful fragment-to-lead stories published in 2019. It is the fifth in a series that started with literature published in 2015. The analysis of screening methods, optimization strategies, and molecular properties of hits and leads are presented in the hope of informing best practices for FBDD. Moreover, FBDD is constantly evolving, and the latest technologies and emerging trends are summarized. These include covalent FBDD, FBDD for the stabilization of proteins or protein-protein interactions, FBDD for enzyme activators, new screening technologies, and advances in library design and chemical synthesis.
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Affiliation(s)
- Wolfgang Jahnke
- Chemical Biology and Therapeutics, Novartis Institutes for Biomedical Research, 4002 Basel, Switzerland
| | - Daniel A Erlanson
- Frontier Medicines, 151 Oyster Point Boulevard, South San Francisco, California 94080, United States of America
| | - Iwan J P de Esch
- Division of Medicinal Chemistry, Amsterdam Institute for Molecules, Medicines and Systems (AIMMS), Vrije Universiteit Amsterdam, De Boelelaan 1108, 1081 HZ Amsterdam, The Netherlands
| | - Christopher N Johnson
- Astex Pharmaceuticals, 436 Cambridge Science Park, Milton Road, Cambridge CB4 0QA, United Kingdom
| | - Paul N Mortenson
- Astex Pharmaceuticals, 436 Cambridge Science Park, Milton Road, Cambridge CB4 0QA, United Kingdom
| | - Yuji Ochi
- Astex Pharmaceuticals, 436 Cambridge Science Park, Milton Road, Cambridge CB4 0QA, United Kingdom
| | - Tatsuya Urushima
- Astex Pharmaceuticals, 436 Cambridge Science Park, Milton Road, Cambridge CB4 0QA, United Kingdom
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Affiliation(s)
- Matthew D. Lloyd
- Drug & Target Development, Department of Pharmacy & Pharmacology, University of Bath, Claverton Down, Bath BA2 7AY, U.K
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Ferreira Pimentel LC, Cunha AC, Boas Hoelz LV, Canzian HF, Leite Firmino Marinho DI, Boechat N, Bastos MM. Phenylamino-pyrimidine (PAP) Privileged Structure: Synthesis and Medicinal Applications. Curr Top Med Chem 2020; 20:227-243. [DOI: 10.2174/1568026620666200124094949] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/19/2019] [Revised: 12/17/2019] [Accepted: 12/25/2019] [Indexed: 12/23/2022]
Abstract
The phenylamino-pyrimidine (PAP) nucleus has been demonstrated to be useful for the development of new drugs and is present in a wide variety of antiretroviral agents and tyrosine kinase inhibitors (TKIs). This review aims to evaluate the application of PAP derivatives in drugs and other bioactive compounds. It was concluded that PAP derivatives are still worth exploring, as they may provide highly competitive ATP TKI’s with nano/picomolar activity.
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Affiliation(s)
- Luiz Claudio Ferreira Pimentel
- Fundacao Oswaldo Cruz, Instituto de Tecnologia em Farmacos, Farmanguinhos - Fiocruz, Laboratório de Sintese de Farmacos - LASFAR, Manguinhos, CEP 21041-250, Rio de Janeiro, RJ, Brazil
| | - Anna Claudia Cunha
- Universidade Federal Fluminense, Departamento de Quimica Organica, Campus do Valonguinho, CEP 24020-150, Niteroi, RJ, Brazil
| | - Lucas Villas Boas Hoelz
- Fundacao Oswaldo Cruz, Instituto de Tecnologia em Farmacos, Farmanguinhos - Fiocruz, Laboratório de Sintese de Farmacos - LASFAR, Manguinhos, CEP 21041-250, Rio de Janeiro, RJ, Brazil
| | - Henayle Fernandes Canzian
- Fundacao Oswaldo Cruz, Instituto de Tecnologia em Farmacos, Farmanguinhos - Fiocruz, Laboratório de Sintese de Farmacos - LASFAR, Manguinhos, CEP 21041-250, Rio de Janeiro, RJ, Brazil
| | - Debora Inacio Leite Firmino Marinho
- Fundacao Oswaldo Cruz, Instituto de Tecnologia em Farmacos, Farmanguinhos - Fiocruz, Laboratório de Sintese de Farmacos - LASFAR, Manguinhos, CEP 21041-250, Rio de Janeiro, RJ, Brazil
| | - Nubia Boechat
- Fundacao Oswaldo Cruz, Instituto de Tecnologia em Farmacos, Farmanguinhos - Fiocruz, Laboratório de Sintese de Farmacos - LASFAR, Manguinhos, CEP 21041-250, Rio de Janeiro, RJ, Brazil
| | - Monica Macedo Bastos
- Fundacao Oswaldo Cruz, Instituto de Tecnologia em Farmacos, Farmanguinhos - Fiocruz, Laboratório de Sintese de Farmacos - LASFAR, Manguinhos, CEP 21041-250, Rio de Janeiro, RJ, Brazil
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