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Ziada S, Diharce J, Serillon D, Bonnet P, Aci-Sèche S. Highlighting the Major Role of Cyclin C in Cyclin-Dependent Kinase 8 Activity through Molecular Dynamics Simulations. Int J Mol Sci 2024; 25:5411. [PMID: 38791449 PMCID: PMC11121562 DOI: 10.3390/ijms25105411] [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: 03/26/2024] [Revised: 05/07/2024] [Accepted: 05/13/2024] [Indexed: 05/26/2024] Open
Abstract
Dysregulation of cyclin-dependent kinase 8 (CDK8) activity has been associated with many diseases, including colorectal and breast cancer. As usual in the CDK family, the activity of CDK8 is controlled by a regulatory protein called cyclin C (CycC). But, while human CDK family members are generally activated in two steps, that is, the binding of the cyclin to CDK and the phosphorylation of a residue in the CDK activation loop, CDK8 does not require the phosphorylation step to be active. Another peculiarity of CDK8 is its ability to be associated with CycC while adopting an inactive form. These specificities raise the question of the role of CycC in the complex CDK8-CycC, which appears to be more complex than the other members of the CDK family. Through molecular dynamics (MD) simulations and binding free energy calculations, we investigated the effect of CycC on the structure and dynamics of CDK8. In a second step, we particularly focused our investigation on the structural and molecular basis of the protein-protein interaction between the two partners by finely analyzing the energetic contribution of residues and simulating the transition between the active and the inactive form. We found that CycC has a stabilizing effect on CDK8, and we identified specific interaction hotspots within its interaction surface compared to other human CDK/Cyc pairs. Targeting these specific interaction hotspots could be a promising approach in terms of specificity to effectively disrupt the interaction between CDK8. The simulation of the conformational transition from the inactive to the active form of CDK8 suggests that the residue Glu99 of CycC is involved in the orientation of three conserved arginines of CDK8. Thus, this residue may assume the role of the missing phosphorylation step in the activation mechanism of CDK8. In a more general view, these results point to the importance of keeping the CycC in computational studies when studying the human CDK8 protein in both the active and the inactive form.
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Affiliation(s)
- Sonia Ziada
- Institut de Chimie Organique et Analytique (ICOA), UMR CNRS-Université d’Orléans 7311, Université d’Orléans BP 6759, 45067 Orléans CEDEX 2, France (P.B.)
| | - Julien Diharce
- Université Paris Cité and Université des Antilles and Université de la Réunion, INSERM, Biologie Intégrée du Globule Rouge, UMR_S 1134, DSIMB Bioinformatics Team, 75014 Paris, France;
| | - Dylan Serillon
- Institut de Chimie Organique et Analytique (ICOA), UMR CNRS-Université d’Orléans 7311, Université d’Orléans BP 6759, 45067 Orléans CEDEX 2, France (P.B.)
| | - Pascal Bonnet
- Institut de Chimie Organique et Analytique (ICOA), UMR CNRS-Université d’Orléans 7311, Université d’Orléans BP 6759, 45067 Orléans CEDEX 2, France (P.B.)
| | - Samia Aci-Sèche
- Institut de Chimie Organique et Analytique (ICOA), UMR CNRS-Université d’Orléans 7311, Université d’Orléans BP 6759, 45067 Orléans CEDEX 2, France (P.B.)
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2
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Walpole IR, Zaman FY, Zhao P, Marshall VM, Lin FP, Thomas DM, Shackleton M, Antolin AA, Ameratunga M. Computational repurposing of oncology drugs through off-target drug binding interactions from pharmacological databases. Clin Transl Med 2024; 14:e1657. [PMID: 38629623 PMCID: PMC11022299 DOI: 10.1002/ctm2.1657] [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: 11/09/2023] [Revised: 03/25/2024] [Accepted: 03/30/2024] [Indexed: 04/19/2024] Open
Abstract
PURPOSE Systematic repurposing of approved medicines for another indication may accelerate drug development in oncology. We present a strategy combining biomarker testing with drug repurposing to identify new treatments for patients with advanced cancer. METHODS Tumours were sequenced with the Illumina TruSight Oncology 500 (TSO-500) platform or the FoundationOne CDx panel. Mutations were screened by two medical oncologists and pathogenic mutations were categorised referencing literature. Variants of unknown significance were classified as potentially pathogenic using plausible mechanisms and computational prediction of pathogenicity. Gain of function (GOF) mutations were evaluated through repurposing databases Probe Miner (PM), Broad Institute Drug Repurposing Hub (Broad Institute DRH) and TOPOGRAPH. GOF mutations were repurposing events if identified in PM, not indexed in TOPOGRAPH and excluding mutations with a known Food and Drug Administration (FDA)-approved biomarker. The computational repurposing approach was validated by evaluating its ability to identify FDA-approved biomarkers. The total repurposable genome was identified by evaluating all possible gene-FDA drug-approved combinations in the PM dataset. RESULTS The computational repurposing approach was accurate at identifying FDA therapies with known biomarkers (94%). Using next-generation sequencing molecular reports (n = 94), a meaningful percentage of patients (14%) could have an off-label therapeutic identified. The frequency of theoretical drug repurposing events in The Cancer Genome Atlas pan-cancer dataset was 73% of the samples in the cohort. CONCLUSION A computational drug repurposing approach may assist in identifying novel repurposing events in cancer patients with no access to standard therapies. Further validation is needed to confirm a precision oncology approach using drug repurposing.
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Affiliation(s)
| | - Farzana Y Zaman
- Department of Medical OncologyThe Alfred HospitalMelbourneAustralia
| | - Peinan Zhao
- School of Translational MedicineMonash UniversityMelbourneAustralia
| | | | - Frank P. Lin
- NHMRC Clinical Trials CentreUniversity of SydneySydneyAustralia
- Garvan Institute of Medical ResearchSt Vincent's Clinical SchoolFaculty of MedicineUNSWDarlinghurstAustralia
| | - David M. Thomas
- Garvan Institute of Medical ResearchSt Vincent's Clinical SchoolFaculty of MedicineUNSWDarlinghurstAustralia
| | - Mark Shackleton
- Department of Medical OncologyThe Alfred HospitalMelbourneAustralia
- School of Translational MedicineMonash UniversityMelbourneAustralia
| | - Albert A. Antolin
- ProCURE, Catalan Institute of Oncology (ICO)Oncobell, Bellvitge Institute for Biomedical Research (IDIBELL)BarcelonaSpain
- The Division of Cancer TherapeuticsCenter for Cancer Drug DiscoveryThe Institute of Cancer ResearchLondonUK
| | - Malaka Ameratunga
- Department of Medical OncologyThe Alfred HospitalMelbourneAustralia
- School of Translational MedicineMonash UniversityMelbourneAustralia
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3
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Frett B, Stephens KE, Koss B, Melnyk S, Farrar J, Saha D, Roy Choudhury S. Enhancer-activated RET confers protection against oxidative stress to KMT2A-rearranged acute myeloid leukemia. Cancer Sci 2024; 115:963-973. [PMID: 38226414 PMCID: PMC10920984 DOI: 10.1111/cas.16069] [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: 10/26/2023] [Revised: 12/19/2023] [Accepted: 12/30/2023] [Indexed: 01/17/2024] Open
Abstract
Ectopic activation of rearranged during transfection (RET) has been reported to facilitate lineage differentiation and cell proliferation in different cytogenetic subtypes of acute myeloid leukemia (AML). Herein, we demonstrate that RET is significantly (p < 0.01) upregulated in AML subtypes containing rearrangements of the lysine methyltransferase 2A gene (KMT2A), commonly referred to as KMT2A-rearranged (KMT2A-r) AML. Integrating multi-epigenomics data, we show that the KMT2A-MLLT3 fusion induces the development of CCCTC-binding (CTCF)-guided de novo extrusion enhancer loop to upregulate RET expression in KMT2A-r AML. Based on the finding that RET expression is tightly correlated with the selective chromatin remodeler and mediator (MED) proteins, we used a small-molecule inhibitor having dual inhibition against RET and MED12-associated cyclin-dependent kinase 8 (CDK8) in KMT2A-r AML cells. Dual inhibition of RET and CDK8 restricted cell proliferation by producing multimodal oxidative stress responses in treated cells. Our data suggest that epigenetically enhanced RET protects KMT2A-r AML cells from oxidative stresses, which could be exploited as a potential therapeutic strategy.
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Affiliation(s)
- Brendan Frett
- Department of Pharmaceutical SciencesUniversity of Arkansas for Medical SciencesLittle RockArkansasUSA
| | - Kimberly E. Stephens
- Arkansas Children's Research InstituteLittle RockArkansasUSA
- Division of Infectious Diseases, Department of PediatricsUniversity of Arkansas for Medical SciencesLittle RockArkansasUSA
| | - Brian Koss
- Department of Biochemistry & Molecular BiologyUniversity of Arkansas for Medical SciencesLittle RockArkansasUSA
| | - Stepan Melnyk
- Arkansas Children's Research InstituteLittle RockArkansasUSA
| | - Jason Farrar
- Arkansas Children's Research InstituteLittle RockArkansasUSA
- Division of Hematology/Oncology, Department of PediatricsUniversity of Arkansas for Medical SciencesLittle RockArkansasUSA
| | - Debasmita Saha
- Sanford Burnham Presbys Medical Discovery InstituteLa JollaCaliforniaUSA
| | - Samrat Roy Choudhury
- Arkansas Children's Research InstituteLittle RockArkansasUSA
- Division of Hematology/Oncology, Department of PediatricsUniversity of Arkansas for Medical SciencesLittle RockArkansasUSA
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4
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Prieto S, Dubra G, Camasses A, Aznar AB, Begon‐Pescia C, Simboeck E, Pirot N, Gerbe F, Angevin L, Jay P, Krasinska L, Fisher D. CDK8 and CDK19 act redundantly to control the CFTR pathway in the intestinal epithelium. EMBO Rep 2023; 24:e54261. [PMID: 36545778 PMCID: PMC10549226 DOI: 10.15252/embr.202154261] [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: 11/02/2021] [Revised: 11/28/2022] [Accepted: 11/28/2022] [Indexed: 12/24/2022] Open
Abstract
CDK8 and CDK19 form a conserved cyclin-dependent kinase subfamily that interacts with the essential transcription complex, Mediator, and also phosphorylates the C-terminal domain of RNA polymerase II. Cells lacking either CDK8 or CDK19 are viable and have limited transcriptional alterations, but whether the two kinases redundantly control cell proliferation and differentiation is unknown. Here, we find in mice that CDK8 is dispensable for regulation of gene expression, normal intestinal homeostasis, and efficient tumourigenesis, and is largely redundant with CDK19 in the control of gene expression. Their combined deletion in intestinal organoids reduces long-term proliferative capacity but is not lethal and allows differentiation. However, double-mutant organoids show mucus accumulation and increased secretion by goblet cells, as well as downregulation of expression of the cystic fibrosis transmembrane conductance regulator (CFTR) and functionality of the CFTR pathway. Pharmacological inhibition of CDK8/19 kinase activity in organoids and in mice recapitulates several of these phenotypes. Thus, the Mediator kinases are not essential for cell proliferation and differentiation in an adult tissue, but they cooperate to regulate specific transcriptional programmes.
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Affiliation(s)
- Susana Prieto
- IGMMUniversity of Montpellier, CNRS, InsermMontpellierFrance
- Equipe Labellisée LIGUE 2018, Ligue Nationale Contre le CancerParisFrance
| | - Geronimo Dubra
- IGMMUniversity of Montpellier, CNRS, InsermMontpellierFrance
- Equipe Labellisée LIGUE 2018, Ligue Nationale Contre le CancerParisFrance
| | - Alain Camasses
- IGMMUniversity of Montpellier, CNRS, InsermMontpellierFrance
- Equipe Labellisée LIGUE 2018, Ligue Nationale Contre le CancerParisFrance
| | - Ana Bella Aznar
- IGMMUniversity of Montpellier, CNRS, InsermMontpellierFrance
- Equipe Labellisée LIGUE 2018, Ligue Nationale Contre le CancerParisFrance
| | - Christina Begon‐Pescia
- IGMMUniversity of Montpellier, CNRS, InsermMontpellierFrance
- Present address:
LPHIUniversity of MontpellierMontpellierFrance
| | - Elisabeth Simboeck
- IGMMUniversity of Montpellier, CNRS, InsermMontpellierFrance
- Equipe Labellisée LIGUE 2018, Ligue Nationale Contre le CancerParisFrance
- Present address:
UAS Technikum WienViennaAustria
| | - Nelly Pirot
- IRCM, University of Montpellier, ICM, INSERMMontpellierFrance
- BioCampus, RHEMUniversity of Montpellier, CNRS, INSERMMontpellierFrance
| | - François Gerbe
- Equipe Labellisée LIGUE 2018, Ligue Nationale Contre le CancerParisFrance
- IGFUniversity of Montpellier, CNRS, InsermMontpellierFrance
| | - Lucie Angevin
- IGMMUniversity of Montpellier, CNRS, InsermMontpellierFrance
- Equipe Labellisée LIGUE 2018, Ligue Nationale Contre le CancerParisFrance
| | - Philippe Jay
- Equipe Labellisée LIGUE 2018, Ligue Nationale Contre le CancerParisFrance
- IGFUniversity of Montpellier, CNRS, InsermMontpellierFrance
| | - Liliana Krasinska
- IGMMUniversity of Montpellier, CNRS, InsermMontpellierFrance
- Equipe Labellisée LIGUE 2018, Ligue Nationale Contre le CancerParisFrance
| | - Daniel Fisher
- IGMMUniversity of Montpellier, CNRS, InsermMontpellierFrance
- Equipe Labellisée LIGUE 2018, Ligue Nationale Contre le CancerParisFrance
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5
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Kim H, Ko S, Kim BJ, Ryu SJ, Ahn J. Predicting chemical structure using reinforcement learning with a stack-augmented conditional variational autoencoder. J Cheminform 2022; 14:83. [PMID: 36494855 PMCID: PMC9733204 DOI: 10.1186/s13321-022-00666-9] [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: 02/11/2022] [Accepted: 12/03/2022] [Indexed: 12/13/2022] Open
Abstract
In this paper, a reinforcement learning model is proposed that can maximize the predicted binding affinity between a generated molecule and target proteins. The model used to generate molecules in the proposed model was the Stacked Conditional Variation AutoEncoder (Stack-CVAE), which acts as an agent in reinforcement learning so that the resulting chemical formulas have the desired chemical properties and show high binding affinity with specific target proteins. We generated 1000 chemical formulas using the chemical properties of sorafenib and the three target kinases of sorafenib. Then, we confirmed that Stack-CVAE generates more of the valid and unique chemical compounds that have the desired chemical properties and predicted binding affinity better than other generative models. More detailed analysis for 100 of the top scoring molecules show that they are novel ones not found in existing chemical databases. Moreover, they reveal significantly higher predicted binding affinity score for Raf kinases than for other kinases. Furthermore, they are highly druggable and synthesizable.
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Affiliation(s)
- Hwanhee Kim
- grid.412977.e0000 0004 0532 7395Department of Computer Science and Engineering, Incheon National University, Incheon, 22012 Republic of Korea
| | - Soohyun Ko
- GenesisEgo, Seoul, 04382 Republic of Korea
| | - Byung Ju Kim
- UBLBio Corporation, Suwon, 16679 Republic of Korea
| | - Sung Jin Ryu
- UBLBio Corporation, Suwon, 16679 Republic of Korea
| | - Jaegyoon Ahn
- grid.412977.e0000 0004 0532 7395Department of Computer Science and Engineering, Incheon National University, Incheon, 22012 Republic of Korea
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6
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Zhang XX, Xiao Y, Yan YY, Wang YM, Jiang H, Wu L, Shi JB, Liu XH. Discovery of the Novel 1 H-Pyrrolo[2,3- b]pyridine Derivative as a Potent Type II CDK8 Inhibitor against Colorectal Cancer. J Med Chem 2022; 65:12095-12123. [PMID: 36068975 DOI: 10.1021/acs.jmedchem.2c00820] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Abstract
Few targeted drugs were approved for treatment of colorectal cancer (CRC). Cyclin-dependent kinase 8 played a vital role in regulating transcription and was a key colorectal oncogene associated to colorectal cancer. Here, through de novo drug design and in depth structure-activity relationship analysis, title compound 22, (3-(3-(1H-pyrrolo[2,3-b]pyridin-5-yl)phenyl)-N-(4-methyl-3-(trifluoromethyl)phenyl)propenamide), was discovered as a potent type II CDK8 inhibitor, which exhibited potent kinase activity with an IC50 value of 48.6 nM and could significantly inhibit tumor growth in xenografts of CRC in vivo. Further mechanism studies indicated that it could target CDK8 to indirectly inhibit β-catenin activity, which caused downregulation of the WNT/β-catenin signal and inducing cell cycle arrest in G2/M and S phases. More importantly, the title compound exhibited low toxicity with good bioavailability (F = 39.8%). These results could provide the reference for design of new type II CDK8 inhibitors against colorectal cancer.
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Affiliation(s)
- Xing Xing Zhang
- School of Pharmacy, Inflammation and Immune Mediated Diseases Laboratory of Anhui Province, Anhui Medical University, Hefei 230032, P. R. China
| | - Yun Xiao
- School of Pharmacy, Inflammation and Immune Mediated Diseases Laboratory of Anhui Province, Anhui Medical University, Hefei 230032, P. R. China
| | - Yao Yao Yan
- School of Pharmacy, Inflammation and Immune Mediated Diseases Laboratory of Anhui Province, Anhui Medical University, Hefei 230032, P. R. China
| | - Yu Meng Wang
- School of Pharmacy, Inflammation and Immune Mediated Diseases Laboratory of Anhui Province, Anhui Medical University, Hefei 230032, P. R. China
| | - Han Jiang
- School of Pharmacy, Inflammation and Immune Mediated Diseases Laboratory of Anhui Province, Anhui Medical University, Hefei 230032, P. R. China
| | - Lei Wu
- School of Pharmacy, Inflammation and Immune Mediated Diseases Laboratory of Anhui Province, Anhui Medical University, Hefei 230032, P. R. China
| | - Jing-Bo Shi
- School of Pharmacy, Inflammation and Immune Mediated Diseases Laboratory of Anhui Province, Anhui Medical University, Hefei 230032, P. R. China
| | - Xin Hua Liu
- School of Pharmacy, Inflammation and Immune Mediated Diseases Laboratory of Anhui Province, Anhui Medical University, Hefei 230032, P. R. China
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7
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Offermann A, Joerg V, Becker F, Roesch MC, Kang D, Lemster AL, Tharun L, Behrends J, Merseburger AS, Culig Z, Sailer V, Brägelmann J, Kirfel J, Perner S. Inhibition of Cyclin-Dependent Kinase 8/Cyclin-Dependent Kinase 19 Suppresses Its Pro-Oncogenic Effects in Prostate Cancer. THE AMERICAN JOURNAL OF PATHOLOGY 2022; 192:813-823. [PMID: 35181333 DOI: 10.1016/j.ajpath.2022.01.010] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/18/2021] [Revised: 12/26/2021] [Accepted: 01/14/2022] [Indexed: 06/14/2023]
Abstract
Progression of prostate cancer (PCa) is characterized by metastasis and castration resistance after response to androgen deprivation. Therapeutic options are limited, causing high morbidity and lethality. Recent work reported pro-oncogenic implications of the Mediator subunits cyclin-dependent kinase (CDK) 8 and 19 for the progression of PCa. The current study explored the underlying molecular mechanisms of CDK8/CDK19 and tested effects of novel CDK8/CDK19 inhibitors. PC3, DU145, LNCaP, and androgen-independent LNCaP Abl were used for in vitro experiments. Two inhibitors and CDK19 overexpression were used to modify CDK8/CDK19 activity. MTT assay, propidium iodide staining, wound healing assay, Boyden chamber assay, and adhesion assay were used to investigate cell viability, cell cycle, migration, and adhesion, respectively. Peptide-kinase screen using the PamGene platform was conducted to identify phosphorylated targets. Combining CDK8/CDK19 inhibitors with anti-androgens led to synergistic antiproliferative effects and sensitized androgen-independent cells to bicalutamide. CDK8/CDK19 inhibition resulted in reduced migration and increased collagen I-dependent adhesion. Phosphorylation of multiple peptides linked to cancer progression was identified to be dependent on CDK8/CDK19. In summary, this study substantially supports recent findings on CDK8/CDK19 in PCa progression. These findings contribute to a better understanding of underlying pro-oncogenic effects, which is needed to develop CDK8/CDK19 as a therapeutic target in PCa.
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Affiliation(s)
- Anne Offermann
- Institute of Pathology, University Hospital Schleswig-Holstein, Campus Luebeck, Luebeck, Germany
| | - Vincent Joerg
- Institute of Pathology, University Hospital Schleswig-Holstein, Campus Luebeck, Luebeck, Germany
| | - Finn Becker
- Institute of Pathology, University Hospital Schleswig-Holstein, Campus Luebeck, Luebeck, Germany
| | - Marie C Roesch
- Department of Urology, University Hospital Schleswig-Holstein, Campus Luebeck, Luebeck, Germany
| | - Duan Kang
- Institute of Pathology, University Hospital Schleswig-Holstein, Campus Luebeck, Luebeck, Germany
| | - Anna-Lena Lemster
- Institute of Pathology, University Hospital Schleswig-Holstein, Campus Luebeck, Luebeck, Germany
| | - Lars Tharun
- Institute of Pathology, University Hospital Schleswig-Holstein, Campus Luebeck, Luebeck, Germany
| | - Jochen Behrends
- Core Facility Fluorescence Cytometry, Research Center Borstel, Leibniz Lung Center, Borstel, Germany
| | - Axel S Merseburger
- Department of Urology, University Hospital Schleswig-Holstein, Campus Luebeck, Luebeck, Germany
| | - Zoran Culig
- Experimental Urology, Department of Urology, Medical University of Innsbruck, Innsbruck, Austria
| | - Verena Sailer
- Institute of Pathology, University Hospital Schleswig-Holstein, Campus Luebeck, Luebeck, Germany
| | - Johannes Brägelmann
- Molecular Pathology, Institute of Pathology, University Hospital of Cologne, Cologne, Germany; Department of Translational Genomics, Center of Integrated Oncology Cologne-Bonn, Medical Faculty, University of Cologne, Cologne, Germany; Mildred Scheel School of Oncology, Cologne, University Hospital Cologne, Medical Faculty, Cologne, Germany
| | - Jutta Kirfel
- Institute of Pathology, University Hospital Schleswig-Holstein, Campus Luebeck, Luebeck, Germany
| | - Sven Perner
- Institute of Pathology, University Hospital Schleswig-Holstein, Campus Luebeck, Luebeck, Germany; Institute of Pathology, Research Center Borstel, Leibniz Lung Center, Borstel, Germany.
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8
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Xie Z, Hou S, Yang X, Duan Y, Han J, Wang Q, Liao C. Lessons Learned from Past Cyclin-Dependent Kinase Drug Discovery Efforts. J Med Chem 2022; 65:6356-6389. [PMID: 35235745 DOI: 10.1021/acs.jmedchem.1c02190] [Citation(s) in RCA: 22] [Impact Index Per Article: 11.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/06/2023]
Abstract
Inhibition of cyclin-dependent kinases (CDKs) has become an effective therapeutic strategy for treating various diseases, especially cancer. Over almost three decades, although great efforts have been made to discover CDK inhibitors, many of which have entered clinical trials, only four CDK inhibitors have been approved. In the process of CDK inhibitor development, many difficulties and misunderstandings have hampered their discovery and clinical applications, which mainly include inadequate understanding of the biological functions of CDKs, less attention paid to pan- and multi-CDK inhibitors, nonideal isoform selectivity of developed selective CDK inhibitors, overlooking the metabolic stability of early discovered CDK inhibitors, no effective resistance solutions, and a lack of available combination therapy and effective biomarkers for CDK therapies. After reviewing the mechanisms of CDKs and the research progress of CDK inhibitors, this perspective summarizes and discusses these difficulties or lessons, hoping to facilitate the successful discovery of more useful CDK inhibitors.
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Affiliation(s)
- Zhouling Xie
- Department of Pharmaceutical Sciences and Engineering, School of Food and Biological Engineering, Hefei University of Technology, Hefei 230009, P. R. China
| | - Shuzeng Hou
- Department of Pharmaceutical Sciences and Engineering, School of Food and Biological Engineering, Hefei University of Technology, Hefei 230009, P. R. China
| | - Xiaoxiao Yang
- Department of Pharmaceutical Sciences and Engineering, School of Food and Biological Engineering, Hefei University of Technology, Hefei 230009, P. R. China
| | - Yajun Duan
- Department of Pharmaceutical Sciences and Engineering, School of Food and Biological Engineering, Hefei University of Technology, Hefei 230009, P. R. China
| | - Jihong Han
- Department of Pharmaceutical Sciences and Engineering, School of Food and Biological Engineering, Hefei University of Technology, Hefei 230009, P. R. China
| | - Qin Wang
- Department of Otolaryngology─Head and Neck Surgery, The First Affiliated Hospital of Anhui Medical University, Hefei, 230022, P. R. China
| | - Chenzhong Liao
- Department of Pharmaceutical Sciences and Engineering, School of Food and Biological Engineering, Hefei University of Technology, Hefei 230009, P. R. China
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9
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Sooraj D, Sun C, Doan A, Garama DJ, Dannappel MV, Zhu D, Chua HK, Mahara S, Wan Hassan WA, Tay YK, Guanizo A, Croagh D, Prodanovic Z, Gough DJ, Wan C, Firestein R. MED12 and BRD4 cooperate to sustain cancer growth upon loss of mediator kinase. Mol Cell 2022; 82:123-139.e7. [PMID: 34910943 DOI: 10.1016/j.molcel.2021.11.015] [Citation(s) in RCA: 13] [Impact Index Per Article: 6.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/10/2021] [Revised: 08/27/2021] [Accepted: 11/13/2021] [Indexed: 11/23/2022]
Abstract
Mediator kinases (CDK8/19) are transcriptional regulators broadly implicated in cancer. Despite their central role in fine-tuning gene-expression programs, we find complete loss of CDK8/19 is tolerated in colorectal cancer (CRC) cells. Using orthogonal functional genomic and pharmacological screens, we identify BET protein inhibition as a distinct vulnerability in CDK8/19-depleted cells. Combined CDK8/19 and BET inhibition led to synergistic growth retardation in human and mouse models of CRC. Strikingly, depletion of CDK8/19 in these cells led to global repression of RNA polymerase II (Pol II) promoter occupancy and transcription. Concurrently, loss of Mediator kinase led to a profound increase in MED12 and BRD4 co-occupancy at enhancer elements and increased dependence on BET proteins for the transcriptional output of cell-essential genes. In total, this work demonstrates a synthetic lethal interaction between Mediator kinase and BET proteins and exposes a therapeutic vulnerability that can be targeted using combination therapies.
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MESH Headings
- Adult
- Aged
- Aged, 80 and over
- Animals
- Antineoplastic Combined Chemotherapy Protocols/therapeutic use
- Binding Sites
- Cell Cycle Proteins/antagonists & inhibitors
- Cell Cycle Proteins/genetics
- Cell Cycle Proteins/metabolism
- Cell Proliferation/drug effects
- Colorectal Neoplasms/drug therapy
- Colorectal Neoplasms/enzymology
- Colorectal Neoplasms/genetics
- Cyclin-Dependent Kinase 8/genetics
- Cyclin-Dependent Kinase 8/metabolism
- Cyclin-Dependent Kinases/genetics
- Cyclin-Dependent Kinases/metabolism
- Enhancer Elements, Genetic
- Female
- Gene Expression Regulation, Neoplastic
- HCT116 Cells
- Humans
- Male
- Mediator Complex/antagonists & inhibitors
- Mediator Complex/genetics
- Mediator Complex/metabolism
- Mice, Inbred BALB C
- Mice, Knockout
- Mice, Nude
- Nerve Tissue Proteins/antagonists & inhibitors
- Nerve Tissue Proteins/genetics
- Nerve Tissue Proteins/metabolism
- Nuclear Proteins/antagonists & inhibitors
- Nuclear Proteins/genetics
- Nuclear Proteins/metabolism
- Protein Kinase Inhibitors/pharmacology
- Receptors, Cell Surface/antagonists & inhibitors
- Receptors, Cell Surface/genetics
- Receptors, Cell Surface/metabolism
- Signal Transduction
- Transcription Factors/antagonists & inhibitors
- Transcription Factors/genetics
- Transcription Factors/metabolism
- Transcription, Genetic
- Tumor Burden
- Xenograft Model Antitumor Assays
- Mice
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Affiliation(s)
- Dhanya Sooraj
- Hudson Institute of Medical Research, Clayton, VIC, Australia; Department of Molecular and Translational Science, Monash University, Clayton, VIC, Australia
| | - Claire Sun
- Hudson Institute of Medical Research, Clayton, VIC, Australia; Department of Molecular and Translational Science, Monash University, Clayton, VIC, Australia
| | - Anh Doan
- Hudson Institute of Medical Research, Clayton, VIC, Australia; Department of Molecular and Translational Science, Monash University, Clayton, VIC, Australia
| | - Daniel J Garama
- Hudson Institute of Medical Research, Clayton, VIC, Australia; Department of Molecular and Translational Science, Monash University, Clayton, VIC, Australia
| | - Marius V Dannappel
- Hudson Institute of Medical Research, Clayton, VIC, Australia; Department of Molecular and Translational Science, Monash University, Clayton, VIC, Australia
| | - Danxi Zhu
- Hudson Institute of Medical Research, Clayton, VIC, Australia; Department of Molecular and Translational Science, Monash University, Clayton, VIC, Australia
| | - Hui K Chua
- Hudson Institute of Medical Research, Clayton, VIC, Australia; Department of Molecular and Translational Science, Monash University, Clayton, VIC, Australia
| | - Sylvia Mahara
- Hudson Institute of Medical Research, Clayton, VIC, Australia
| | - Wan Amir Wan Hassan
- School of Clinical Sciences at Monash Health, Monash University, Clayton, Victoria, Australia
| | - Yeng Kwang Tay
- School of Clinical Sciences at Monash Health, Monash University, Clayton, Victoria, Australia
| | - Aleks Guanizo
- Hudson Institute of Medical Research, Clayton, VIC, Australia
| | - Daniel Croagh
- School of Clinical Sciences at Monash Health, Monash University, Clayton, Victoria, Australia
| | - Zdenka Prodanovic
- Department of Pathology, Monash Medical Centre, Clayton, VIC, Australia
| | - Daniel J Gough
- Hudson Institute of Medical Research, Clayton, VIC, Australia; Department of Molecular and Translational Science, Monash University, Clayton, VIC, Australia
| | - Chunhua Wan
- Hudson Institute of Medical Research, Clayton, VIC, Australia; Department of Molecular and Translational Science, Monash University, Clayton, VIC, Australia
| | - Ron Firestein
- Hudson Institute of Medical Research, Clayton, VIC, Australia; Department of Molecular and Translational Science, Monash University, Clayton, VIC, Australia.
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10
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Ghosh A, Manhas A, Jha PC. Computational studies to identify the common type-I and type-II inhibitors against the CDK8 enzyme. J Cell Biochem 2022; 123:628-643. [PMID: 34989009 DOI: 10.1002/jcb.30209] [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: 08/25/2021] [Revised: 12/10/2021] [Accepted: 12/14/2021] [Indexed: 11/07/2022]
Abstract
In this study, multicomplex-based pharmacophore modeling was conducted on the structural proteome of the two states of CDK8 protein, that is, DMG-in and out. Three pharmacophores having six, five, and four features were selected as the representative models to conduct the virtual screening process using the prepared drug-like natural product database. The screened candidates were subjected to molecular docking studies on DMG-in (5XS2) and out (4F6U) conformation of the CDK8 protein. Subsequently, the common four docked candidates of 5XS2 and 4F6U were selected to perform the molecular dynamics simulation studies. Apart from one of the complexes of DMG-in (5XS2-UNPD163102), all other complexes displayed stable dynamic behavior. The interaction and stability studies of the docked complexes were compared with the references selected from the two conformations (DMG-in and out) of the protein. The current work leads to the identification of three common DMG-in and out hits with diverse scaffolds which can be employed as the initial leads for the design of the novel CDK8 inhibitors.
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Affiliation(s)
- Amar Ghosh
- School of Applied Material Sciences, Central University of Gujarat, Gandhinagar, Gujarat, India
| | - Anu Manhas
- Department of Chemistry, School of Technology, Pandit Deendayal Energy University (former PDPU), Gandhinagar, Gujarat, India
| | - Prakash C Jha
- School of Applied Material Sciences, Central University of Gujarat, Gandhinagar, Gujarat, India
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11
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Liu Y, Fu L, Wu J, Liu M, Wang G, Liu B, Zhang L. Transcriptional cyclin-dependent kinases: Potential drug targets in cancer therapy. Eur J Med Chem 2021; 229:114056. [PMID: 34942431 DOI: 10.1016/j.ejmech.2021.114056] [Citation(s) in RCA: 12] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/25/2021] [Revised: 12/14/2021] [Accepted: 12/14/2021] [Indexed: 02/08/2023]
Abstract
In the wake of the development of the concept of cell cycle and its limiting points, cyclin-dependent kinases (CDKs) are considered to play a central role in regulating cell cycle progression. Recent studies have strongly demonstrated that CDKs also has multiple functions, especially in response to extracellular and intracellular signals by interfering with transcriptional events. Consequently, how to inhibit their function has been a hot research topic. It is worth noting that the key role of CDKs in regulating transcription has been explored in recent years, but its related pharmacological targets are less developed, and most inhibitors have not entered the clinical stage. Accordingly, this perspective focus on the biological functions of transcription related CDKs and their complexes, some key upstream and downstream signals, and inhibitors for cancer treatment in recent years. In addition, some corresponding combined treatment strategies will provide a more novel perspective for future cancer remedy.
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Affiliation(s)
- Yi Liu
- Sichuan Engineering Research Center for Biomimetic Synthesis of Natural Drugs, School of Life Science and Engineering, Southwest Jiaotong University, 610031, Chengdu, China
| | - Leilei Fu
- Sichuan Engineering Research Center for Biomimetic Synthesis of Natural Drugs, School of Life Science and Engineering, Southwest Jiaotong University, 610031, Chengdu, China
| | - Junhao Wu
- Department of Otolaryngology, Head and Neck Surgery, West China Hospital, Sichuan University, Chengdu, China
| | - Ming Liu
- Department of Orthopedics, West China Hospital, Sichuan University, Chengdu, 610041, China.
| | - Guan Wang
- State Key Laboratory of Biotherapy and Cancer Center, Innovation Center of Nursing Research, Nursing Key Laboratory of Sichuan Province, West China Hospital, and Collaborative Innovation Center of Biotherapy, Sichuan University, Chengdu, 610041, China.
| | - Bo Liu
- State Key Laboratory of Biotherapy and Cancer Center, Innovation Center of Nursing Research, Nursing Key Laboratory of Sichuan Province, West China Hospital, and Collaborative Innovation Center of Biotherapy, Sichuan University, Chengdu, 610041, China
| | - Lan Zhang
- Sichuan Engineering Research Center for Biomimetic Synthesis of Natural Drugs, School of Life Science and Engineering, Southwest Jiaotong University, 610031, Chengdu, China.
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12
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Łukasik P, Załuski M, Gutowska I. Cyclin-Dependent Kinases (CDK) and Their Role in Diseases Development-Review. Int J Mol Sci 2021; 22:ijms22062935. [PMID: 33805800 PMCID: PMC7998717 DOI: 10.3390/ijms22062935] [Citation(s) in RCA: 54] [Impact Index Per Article: 18.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/09/2021] [Revised: 03/07/2021] [Accepted: 03/09/2021] [Indexed: 12/13/2022] Open
Abstract
Cyclin-dependent kinases (CDKs) are involved in many crucial processes, such as cell cycle and transcription, as well as communication, metabolism, and apoptosis. The kinases are organized in a pathway to ensure that, during cell division, each cell accurately replicates its DNA, and ensure its segregation equally between the two daughter cells. Deregulation of any of the stages of the cell cycle or transcription leads to apoptosis but, if uncorrected, can result in a series of diseases, such as cancer, neurodegenerative diseases (Alzheimer’s or Parkinson’s disease), and stroke. This review presents the current state of knowledge about the characteristics of cyclin-dependent kinases as potential pharmacological targets.
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Affiliation(s)
- Paweł Łukasik
- Department of Medical Chemistry, Pomeranian Medical University in Szczecin, Powstancow Wlkp. 72 Av., 70-111 Szczecin, Poland;
| | - Michał Załuski
- Department of Pharmaceutical Chemistry, Pomeranian Medical University in Szczecin, Powstancow Wlkp. 72 Av., 70-111 Szczecin, Poland;
| | - Izabela Gutowska
- Department of Medical Chemistry, Pomeranian Medical University in Szczecin, Powstancow Wlkp. 72 Av., 70-111 Szczecin, Poland;
- Correspondence:
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13
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Łukasik P, Baranowska-Bosiacka I, Kulczycka K, Gutowska I. Inhibitors of Cyclin-Dependent Kinases: Types and Their Mechanism of Action. Int J Mol Sci 2021; 22:ijms22062806. [PMID: 33802080 PMCID: PMC8001317 DOI: 10.3390/ijms22062806] [Citation(s) in RCA: 14] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/12/2021] [Revised: 03/03/2021] [Accepted: 03/05/2021] [Indexed: 12/04/2022] Open
Abstract
Recent studies on cyclin-dependent kinase (CDK) inhibitors have revealed that small molecule drugs have become very attractive for the treatment of cancer and neurodegenerative disorders. Most CDK inhibitors have been developed to target the ATP binding pocket. However, CDK kinases possess a very similar catalytic domain and three-dimensional structure. These features make it difficult to achieve required selectivity. Therefore, inhibitors which bind outside the ATP binding site present a great interest in the biomedical field, both from the fundamental point of view and for the wide range of their potential applications. This review tries to explain whether the ATP competitive inhibitors are still an option for future research, and highlights alternative approaches to discover more selective and potent small molecule inhibitors.
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Affiliation(s)
- Paweł Łukasik
- Department of Medical Chemistry, Pomeranian Medical University in Szczecin, Powstancow Wlkp. 72 Av., 70-111 Szczecin, Poland;
| | - Irena Baranowska-Bosiacka
- Department of Biochemistry, Pomeranian Medical University in Szczecin, Powstancow Wlkp. 72 Av., 70-111 Szczecin, Poland;
| | - Katarzyna Kulczycka
- Department of Pharmaceutical Chemistry, Pomeranian Medical University in Szczecin, Powstancow Wlkp. 72 Av., 70-111 Szczecin, Poland;
| | - Izabela Gutowska
- Department of Medical Chemistry, Pomeranian Medical University in Szczecin, Powstancow Wlkp. 72 Av., 70-111 Szczecin, Poland;
- Correspondence:
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14
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Li YC, Chao TC, Kim HJ, Cholko T, Chen SF, Li G, Snyder L, Nakanishi K, Chang CE, Murakami K, Garcia BA, Boyer TG, Tsai KL. Structure and noncanonical Cdk8 activation mechanism within an Argonaute-containing Mediator kinase module. SCIENCE ADVANCES 2021; 7:7/3/eabd4484. [PMID: 33523904 PMCID: PMC7810384 DOI: 10.1126/sciadv.abd4484] [Citation(s) in RCA: 22] [Impact Index Per Article: 7.3] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/22/2020] [Accepted: 11/25/2020] [Indexed: 05/02/2023]
Abstract
The Cdk8 kinase module (CKM) in Mediator, comprising Med13, Med12, CycC, and Cdk8, regulates RNA polymerase II transcription through kinase-dependent and -independent functions. Numerous pathogenic mutations causative for neurodevelopmental disorders and cancer congregate in CKM subunits. However, the structure of the intact CKM and the mechanism by which Cdk8 is non-canonically activated and functionally affected by oncogenic CKM alterations are poorly understood. Here, we report a cryo-electron microscopy structure of Saccharomyces cerevisiae CKM that redefines prior CKM structural models and explains the mechanism of Med12-dependent Cdk8 activation. Med12 interacts extensively with CycC and activates Cdk8 by stabilizing its activation (T-)loop through conserved Med12 residues recurrently mutated in human tumors. Unexpectedly, Med13 has a characteristic Argonaute-like bi-lobal architecture. These findings not only provide a structural basis for understanding CKM function and pathological dysfunction, but also further impute a previously unknown regulatory mechanism of Mediator in transcriptional modulation through its Med13 Argonaute-like features.
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Affiliation(s)
- Yi-Chuan Li
- Department of Biochemistry and Molecular Biology, McGovern Medical School, University of Texas Health Science Center at Houston, Houston, TX, USA
| | - Ti-Chun Chao
- Department of Biochemistry and Molecular Biology, McGovern Medical School, University of Texas Health Science Center at Houston, Houston, TX, USA
| | - Hee Jong Kim
- Biochemistry and Molecular Biophysics Graduate Group, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Timothy Cholko
- Department of Chemistry, University of California, Riverside, CA, USA
| | - Shin-Fu Chen
- Department of Biochemistry and Molecular Biology, McGovern Medical School, University of Texas Health Science Center at Houston, Houston, TX, USA
| | - Guojie Li
- Department of Biochemistry and Molecular Biology, McGovern Medical School, University of Texas Health Science Center at Houston, Houston, TX, USA
| | - Laura Snyder
- Department of Biochemistry and Biophysics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Kotaro Nakanishi
- Department of Chemistry and Biochemistry, The Ohio State University, Columbus, OH, USA
| | - Chia-En Chang
- Department of Chemistry, University of California, Riverside, CA, USA
| | - Kenji Murakami
- Department of Biochemistry and Biophysics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Benjamin A Garcia
- Department of Biochemistry and Biophysics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
- Epigenetics Institute, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Thomas G Boyer
- Department of Molecular Medicine, University of Texas Health Science Center at San Antonio, San Antonio, TX, USA.
| | - Kuang-Lei Tsai
- Department of Biochemistry and Molecular Biology, McGovern Medical School, University of Texas Health Science Center at Houston, Houston, TX, USA.
- MD Anderson Cancer Center UTHealth Graduate School of Biomedical Sciences, Houston, TX, USA
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15
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Wu D, Zhang Z, Chen X, Yan Y, Liu X. Angel or Devil ? - CDK8 as the new drug target. Eur J Med Chem 2020; 213:113043. [PMID: 33257171 DOI: 10.1016/j.ejmech.2020.113043] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/28/2020] [Revised: 11/16/2020] [Accepted: 11/17/2020] [Indexed: 12/19/2022]
Abstract
Cyclin-dependent kinase 8 (CDK8) plays an momentous role in transcription regulation by forming kinase module or transcription factor phosphorylation. A large number of evidences have identified CDK8 as an important factor in cancer occurrence and development. In addition, CDK8 also participates in the regulation of cancer cell stress response to radiotherapy and chemotherapy, assists tumor cell invasion, metastasis, and drug resistance. Therefore, CDK8 is regarded as a promising target for cancer therapy. Most studies in recent years supported the role of CDK8 as a carcinogen, however, under certain conditions, CDK8 exists as a tumor suppressor. The functional diversity of CDK8 and its exceptional role in different types of cancer have aroused great interest from scientists but even more controversy during the discovery of CDK8 inhibitors. In addition, CDK8 appears to be an effective target for inflammation diseases and immune system disorders. Therefore, we summarized the research results of CDK8, involving physiological/pathogenic mechanisms and the development status of compounds targeting CDK8, provide a reference for the feasibility evaluation of CDK8 as a therapeutic target, and guidance for researchers who are involved in this field for the first time.
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Affiliation(s)
- Dan Wu
- School of Biological Engineering, Hefei Technology College, Hefei, 238000, PR China
| | - Zhaoyan Zhang
- School of Pharmacy, Anhui Province Key Laboratory of Major Autoimmune Diseases, Anhui Institute of Innovative Drugs, Anhui Medical University, Hefei, 230032, PR China
| | - Xing Chen
- School of Pharmacy, Anhui Province Key Laboratory of Major Autoimmune Diseases, Anhui Institute of Innovative Drugs, Anhui Medical University, Hefei, 230032, PR China
| | - Yaoyao Yan
- School of Pharmacy, Anhui Province Key Laboratory of Major Autoimmune Diseases, Anhui Institute of Innovative Drugs, Anhui Medical University, Hefei, 230032, PR China
| | - Xinhua Liu
- School of Pharmacy, Anhui Province Key Laboratory of Major Autoimmune Diseases, Anhui Institute of Innovative Drugs, Anhui Medical University, Hefei, 230032, PR China.
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16
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Marak BN, Dowarah J, Khiangte L, Singh VP. A comprehensive insight on the recent development of Cyclic Dependent Kinase inhibitors as anticancer agents. Eur J Med Chem 2020; 203:112571. [DOI: 10.1016/j.ejmech.2020.112571] [Citation(s) in RCA: 18] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/07/2020] [Revised: 06/09/2020] [Accepted: 06/11/2020] [Indexed: 12/19/2022]
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17
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A review on kinases phosphorylating the carboxyl-terminal domain of RNA polymerase II-Biological functions and inhibitors. Bioorg Chem 2020; 104:104318. [PMID: 33142427 DOI: 10.1016/j.bioorg.2020.104318] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/08/2020] [Revised: 08/18/2020] [Accepted: 09/23/2020] [Indexed: 12/14/2022]
Abstract
RNA polymerase II (RNA Pol II) plays a major role in gene transcription for eukaryote. One of the major modes of regulation in eukaryotes is the phosphorylation of the carboxyl-terminal domain (CTD) of RNA Pol II. The current study found that the phosphorylation of Ser2, Ser5, Ser7, Thr4 and Tyr1 among the heptapeptide repeats of CTD plays a key role in the transcription process. We therefore review the biological functions and inhibitors of kinases that phosphorylate these amino acid residues including transcriptional cyclin-dependent protein kinases (CDKs), bromodomain-containing protein 4 (BRD4), Polo-like kinases 3 (Plk3) and Abelson murine leukemia viral oncogene 1 and 2 (c-Abl1/2).
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18
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Lv X, Tian Y, Li S, Cheng K, Huang X, Kong H, Liao C, Xie Z. Discovery and Development of Cyclin-Dependent Kinase 8 Inhibitors. Curr Med Chem 2020; 27:5429-5443. [DOI: 10.2174/0929867326666190402110528] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/29/2018] [Revised: 02/20/2019] [Accepted: 03/20/2019] [Indexed: 12/13/2022]
Abstract
Cyclin-dependent Kinase 8 (CDK8), a member of the CDKs family, has been widely
focused owing to investigations of its critical roles in transcription and oncogenesis in recent years.
Selective inhibition of CDK8 and its paralog CDK19 offers a novel therapeutic strategy for the
treatment of some cancers. Up to now, though many small molecules against CDK8 have been discovered,
most of them are discontinued in the preclinical trials due to the low selectivity and poor
physicochemical properties. This review mainly summarizes the design strategies of selective CDK8
inhibitors having different chemical scaffolds with the aim to improve the inhibitory activity, selectivity,
metabolic stability and solubility. Their corresponding Structure-activity Relationships (SAR)
are also reviewed. On the basis of the discussion in this review, we hope more effective, selective
and drug-like CDK8 inhibitors will be developed and demonstrate therapeutic values in the near
future.
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Affiliation(s)
- Xiao Lv
- School of Food and Biological Engineering, Hefei University of Technology, Hefei, Anhui 230009, China
| | - Yongbing Tian
- School of Food and Biological Engineering, Hefei University of Technology, Hefei, Anhui 230009, China
| | - Shiyu Li
- School of Food and Biological Engineering, Hefei University of Technology, Hefei, Anhui 230009, China
| | - Kai Cheng
- School of Food and Biological Engineering, Hefei University of Technology, Hefei, Anhui 230009, China
| | - Xufeng Huang
- School of Food and Biological Engineering, Hefei University of Technology, Hefei, Anhui 230009, China
| | - Haiyan Kong
- School of Food and Biological Engineering, Hefei University of Technology, Hefei, Anhui 230009, China
| | - Chenzhong Liao
- School of Food and Biological Engineering, Hefei University of Technology, Hefei, Anhui 230009, China
| | - Zhouling Xie
- School of Food and Biological Engineering, Hefei University of Technology, Hefei, Anhui 230009, China
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19
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Pyrido[2,3-b][1,5]benzoxazepin-5(6H)-one derivatives as CDK8 inhibitors. Eur J Med Chem 2020; 201:112443. [DOI: 10.1016/j.ejmech.2020.112443] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/11/2020] [Revised: 05/07/2020] [Accepted: 05/07/2020] [Indexed: 01/07/2023]
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20
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Abstract
Concerted multidisciplinary efforts have led to the development of Cyclin-Dependent Kinase inhibitors (CDKi’s) as small molecule drugs and chemical probes of intracellular CDK function. However, conflicting data has been reported on the inhibitory potency of CDKi’s and a systematic characterization of affinity and selectivity against intracellular CDKs is lacking. We have developed a panel of cell-permeable energy transfer probes to quantify target occupancy for all 21 human CDKs in live cells, and present a comprehensive evaluation of intracellular isozyme potency and selectivity for a collection of 46 clinically-advanced CDKi’s and tool molecules. We observed unexpected intracellular activity profiles for a number of CDKi’s, offering avenues for repurposing of highly potent molecules as probes for previously unreported targets. Overall, we provide a broadly applicable method for evaluating the selectivity of CDK inhibitors in living cells, and present a refined set of tool molecules to study CDK function. Cyclin-dependent kinase (CDK) inhibitors are widely used both in the clinic and for basic research aimed at dissecting the specific cellular functions of specific CDKs. Here, the authors report the development of a panel of fluorescent reporter probes and provide a comprehensive profile of the inhibitory activity of several CDK inhibitors towards all 21 CDKs in living cells.
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21
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Ma D, Chen X, Shen XB, Sheng LQ, Liu XH. Binding patterns and structure–activity relationship of CDK8 inhibitors. Bioorg Chem 2020; 96:103624. [DOI: 10.1016/j.bioorg.2020.103624] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/13/2019] [Revised: 01/22/2020] [Accepted: 01/23/2020] [Indexed: 12/11/2022]
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22
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Chou J, Quigley DA, Robinson TM, Feng FY, Ashworth A. Transcription-Associated Cyclin-Dependent Kinases as Targets and Biomarkers for Cancer Therapy. Cancer Discov 2020; 10:351-370. [DOI: 10.1158/2159-8290.cd-19-0528] [Citation(s) in RCA: 105] [Impact Index Per Article: 26.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/14/2019] [Revised: 09/29/2019] [Accepted: 11/04/2019] [Indexed: 11/16/2022]
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23
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A precisely positioned MED12 activation helix stimulates CDK8 kinase activity. Proc Natl Acad Sci U S A 2020; 117:2894-2905. [PMID: 31988137 DOI: 10.1073/pnas.1917635117] [Citation(s) in RCA: 39] [Impact Index Per Article: 9.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/18/2022] Open
Abstract
The Mediator kinase module regulates eukaryotic transcription by phosphorylating transcription-related targets and by modulating the association of Mediator and RNA polymerase II. The activity of its catalytic core, cyclin-dependent kinase 8 (CDK8), is controlled by Cyclin C and regulatory subunit MED12, with its deregulation contributing to numerous malignancies. Here, we combine in vitro biochemistry, cross-linking coupled to mass spectrometry, and in vivo studies to describe the binding location of the N-terminal segment of MED12 on the CDK8/Cyclin C complex and to gain mechanistic insights into the activation of CDK8 by MED12. Our data demonstrate that the N-terminal portion of MED12 wraps around CDK8, whereby it positions an "activation helix" close to the T-loop of CDK8 for its activation. Intriguingly, mutations in the activation helix that are frequently found in cancers do not diminish the affinity of MED12 for CDK8, yet likely alter the exact positioning of the activation helix. Furthermore, we find the transcriptome-wide gene-expression changes in human cells that result from a mutation in the MED12 activation helix to correlate with deregulated genes in breast and colon cancer. Finally, functional assays in the presence of kinase inhibitors reveal that binding of MED12 remodels the active site of CDK8 and thereby precludes the inhibition of ternary CDK8 complexes by type II kinase inhibitors. Taken together, our results not only allow us to propose a revised model of how CDK8 activity is regulated by MED12, but also offer a path forward in developing small molecules that target CDK8 in its MED12-bound form.
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24
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Sánchez-Martínez C, Lallena MJ, Sanfeliciano SG, de Dios A. Cyclin dependent kinase (CDK) inhibitors as anticancer drugs: Recent advances (2015-2019). Bioorg Med Chem Lett 2019; 29:126637. [PMID: 31477350 DOI: 10.1016/j.bmcl.2019.126637] [Citation(s) in RCA: 127] [Impact Index Per Article: 25.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/27/2019] [Revised: 08/22/2019] [Accepted: 08/23/2019] [Indexed: 12/15/2022]
Abstract
Sustained proliferative capacity and gene dysregulation are hallmarks of cancer. In mammalian cells, cyclin-dependent kinases (CDKs) control critical cell cycle checkpoints and key transcriptional events in response to extracellular and intracellular signals leading to proliferation. Significant clinical activity for the treatment of hormone receptor positive metastatic breast cancer has been demonstrated by palbociclib, ribociclib and abemaciclib, dual CDK4/6 inhibitors recently FDA-approved. SY-1365, a CDK7 inhibitor has shown initial encouraging data in phase I for solid tumors treatment. These results have rejuvenated the CDKs research field. This review provides an overview of relevant advances on CDK inhibitor research since 2015 to 2019, with special emphasis on transcriptional CDK inhibitors, new emerging strategies such as target protein degradation and compounds under clinical evaluation.
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Affiliation(s)
| | - María José Lallena
- Discovery Chemistry Research and Technologies, Eli Lilly and Company, Alcobendas (Madrid) 28108, Spain
| | | | - Alfonso de Dios
- Discovery Chemistry Research and Technologies, Eli Lilly and Company, Indianapolis, IN 46285, United States
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25
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Becker F, Joerg V, Hupe MC, Roth D, Krupar R, Lubczyk V, Kuefer R, Sailer V, Duensing S, Kirfel J, Merseburger AS, Brägelmann J, Perner S, Offermann A. Increased mediator complex subunit CDK19 expression associates with aggressive prostate cancer. Int J Cancer 2019; 146:577-588. [PMID: 31271443 DOI: 10.1002/ijc.32551] [Citation(s) in RCA: 17] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/15/2019] [Revised: 06/07/2019] [Accepted: 06/24/2019] [Indexed: 12/23/2022]
Abstract
The Mediator complex is a transcriptional regulator interacting with transcription factors and RNA-polymerase-II. Recently, we identified its subunit CDK19 to be specifically expressed in prostate cancer (PCa) and to be functionally implicated in PCa aggressiveness. Aim of our study was to comprehensively characterize the protein expression of CDK19 and its paralog CDK8 in PCa. We performed immunohistochemistry (IHC) for CDK19/CDK8 on a large cohort including needle biopsies from 202 patients, 799 primary tumor foci of radical prostatectomy specimens from 415 patients, 120 locally advanced tumor foci obtained by palliative transurethral resection, 140 lymph node metastases, 67 distant metastases and 82 benigns. Primary tumors were stained for the proliferation marker Ki67, androgen receptor (AR) and ERG. For 376 patients, clinic-pathologic data were available. Primary endpoint was disease-recurrence-free survival (DFS). Nuclear CDK19 and CDK8 expression increases during progression showing the highest intensity in metastatic and castration-resistant tumors. High CDK19 expression on primary tumors correlates with DFS independently from Gleason grade and PSA. Five-year-DFS rates of patients with primary tumors expressing no, moderate and high CDK19 are 73.7, 56.9 and 30.4%, respectively. CDK19 correlates with Gleason grade, T-stage, Ki67 proliferation-index, nuclear AR expression and ERG-status. Therapeutic options for metastatic and castration-resistant PCa remain limited. In the current study, we confirmed an important role of the Mediator subunit CDK19 in advanced PCa supporting current developments to target CDK19 and its paralog CDK8. Furthermore, CDK19 protein expression has the potential to predict disease recurrence independently from established biomarkers thus contributing to individual management for PCa patients.
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Affiliation(s)
- Finn Becker
- Pathology of the University Hospital Schleswig-Holstein, Campus Luebeck, Luebeck, Germany.,Research Center Borstel, Leibniz Lung Center, Borstel, Germany
| | - Vincent Joerg
- Pathology of the University Hospital Schleswig-Holstein, Campus Luebeck, Luebeck, Germany.,Research Center Borstel, Leibniz Lung Center, Borstel, Germany
| | - Marie C Hupe
- Department of Urology, University Hospital Schleswig-Holstein, Luebeck, Germany
| | - Doris Roth
- Pathology of the University Hospital Schleswig-Holstein, Campus Luebeck, Luebeck, Germany.,Research Center Borstel, Leibniz Lung Center, Borstel, Germany
| | | | - Verena Lubczyk
- Department of Pathology, Klinik am Eichert Alb Fils Kliniken, Goeppingen, Germany
| | - Rainer Kuefer
- Department of Urology, Klinik am Eichert Alb Fils Kliniken, Goeppingen, Germany
| | - Verena Sailer
- Pathology of the University Hospital Schleswig-Holstein, Campus Luebeck, Luebeck, Germany
| | - Stefan Duensing
- Molecular Urooncology, Department of Urology, University of Heidelberg School of Medicine, Heidelberg, Germany
| | - Jutta Kirfel
- Pathology of the University Hospital Schleswig-Holstein, Campus Luebeck, Luebeck, Germany
| | - Axel S Merseburger
- Department of Urology, University Hospital Schleswig-Holstein, Luebeck, Germany
| | - Johannes Brägelmann
- Molecular Pathology, Institute of Pathology, University Hospital of Cologne, Cologne, Germany.,Department of Translational Genomics, Center of Integrated Oncology Cologne-Bonn, Medical Faculty, University of Cologne, Cologne, Germany
| | - Sven Perner
- Pathology of the University Hospital Schleswig-Holstein, Campus Luebeck, Luebeck, Germany.,Research Center Borstel, Leibniz Lung Center, Borstel, Germany
| | - Anne Offermann
- Pathology of the University Hospital Schleswig-Holstein, Campus Luebeck, Luebeck, Germany.,Research Center Borstel, Leibniz Lung Center, Borstel, Germany
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Zeb A, Kim D, Alam SI, Son M, Kumar R, Rampogu S, Parameswaran S, Shelake RM, Rana RM, Parate S, Kim JY, Lee KW. Computational Simulations Identify Pyrrolidine-2,3-Dione Derivatives as Novel Inhibitors of Cdk5/p25 Complex to Attenuate Alzheimer's Pathology. J Clin Med 2019; 8:E746. [PMID: 31137734 PMCID: PMC6572193 DOI: 10.3390/jcm8050746] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/03/2019] [Revised: 05/21/2019] [Accepted: 05/22/2019] [Indexed: 12/21/2022] Open
Abstract
: Mechanistically, neurotoxic insults provoke Ca2+-mediated calpain activation, which cleaves the cytoplasmic region of membrane-embedded p35 and produces its truncated form p25. Upon physical interaction, cyclin-dependent kinase 5 (Cdk5) and p25 forms hyperactivated Cdk5/p25 complex and causes severe neuropathological aberrations including hyperphosphorylated tau-mediated neurofibrillary tangles formation, Alzheimer's symptoms, and neuronal death. Therefore, the inhibition of Cdk5/p25 complex may relieve p-tau-mediated Alzheimer's pathology. Herein, computational simulations have identified pyrrolidine-2,3-dione derivatives as novel inhibitors of Cdk5/p25 complex. A ligand-based pharmacophore was designed and employed as 3D query to retrieve drug-like molecules from chemical databases. By molecular docking, drug-like molecules obtaining dock score > 67.67 (Goldcore of the reference compound) were identified. Molecular dynamics simulation and binding free energy calculation retrieved four pyrrolidine-2,3-dione derivatives as novel candidate inhibitors of Cdk5/p25. The root means square deviation of Cdk5/p25 in complex with candidate inhibitors obtained an average value of ~2.15 Å during the 30 ns simulation period. Molecular interactions analysis suggested that each inhibitor occupied the ATP-binding site of Cdk5/p25 and formed stable interactions. Finally, the binding free energy estimation suggested that each inhibitor had lowest binding energy than the reference compound (-113.10 kJ/mol) to recapitulate their strong binding with Cdk5/p25. Overall, these inhibitors could mitigate tau-mediated Alzheimer's phenotype.
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Affiliation(s)
- Amir Zeb
- Division of Life Science, Division of Applied Life Science (BK21 Plus), Research Institute of Natural Science (RINS), Gyeongsang National University (GNU), 501 Jinju-daero, Jinju 52828, Korea.
| | - Donghwan Kim
- Division of Life Science, Division of Applied Life Science (BK21 Plus), Research Institute of Natural Science (RINS), Gyeongsang National University (GNU), 501 Jinju-daero, Jinju 52828, Korea.
| | - Sayed Ibrar Alam
- Division of Life Sciences and Applied Life Science (BK 21plus), College of Natural Sciences, Gyeongsang National University (GNU), 501 Jinju-daero, Jinju 52828, Korea.
| | - Minky Son
- Division of Life Science, Division of Applied Life Science (BK21 Plus), Research Institute of Natural Science (RINS), Gyeongsang National University (GNU), 501 Jinju-daero, Jinju 52828, Korea.
| | - Raj Kumar
- Institute of Chemical Processes (ICP), Seoul National University, 1 Gwanak-ro, Gwanak-gu, Seoul 08826, Korea.
| | - Shailima Rampogu
- Division of Life Science, Division of Applied Life Science (BK21 Plus), Research Institute of Natural Science (RINS), Gyeongsang National University (GNU), 501 Jinju-daero, Jinju 52828, Korea.
| | - Saravanan Parameswaran
- Division of Life Science, Division of Applied Life Science (BK21 Plus), Research Institute of Natural Science (RINS), Gyeongsang National University (GNU), 501 Jinju-daero, Jinju 52828, Korea.
| | - Rahul Mahadev Shelake
- Division of Applied Life Sciences, Plant Molecular Biology and Biotechnology Research Center, Gyeongsang National University, Jinju 660-701, Korea.
| | - Rabia Mukhtar Rana
- Division of Life Science, Division of Applied Life Science (BK21 Plus), Research Institute of Natural Science (RINS), Gyeongsang National University (GNU), 501 Jinju-daero, Jinju 52828, Korea.
| | - Shraddha Parate
- Division of Life Science, Division of Applied Life Science (BK21 Plus), Research Institute of Natural Science (RINS), Gyeongsang National University (GNU), 501 Jinju-daero, Jinju 52828, Korea.
| | - Jae-Yean Kim
- Division of Applied Life Sciences, Plant Molecular Biology and Biotechnology Research Center, Gyeongsang National University, Jinju 660-701, Korea.
| | - Keun Woo Lee
- Division of Life Science, Division of Applied Life Science (BK21 Plus), Research Institute of Natural Science (RINS), Gyeongsang National University (GNU), 501 Jinju-daero, Jinju 52828, Korea.
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27
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Wood DJ, Endicott JA. Structural insights into the functional diversity of the CDK-cyclin family. Open Biol 2019; 8:rsob.180112. [PMID: 30185601 PMCID: PMC6170502 DOI: 10.1098/rsob.180112] [Citation(s) in RCA: 128] [Impact Index Per Article: 25.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/27/2018] [Accepted: 08/10/2018] [Indexed: 12/17/2022] Open
Abstract
Since their characterization as conserved modules that regulate progression through the eukaryotic cell cycle, cyclin-dependent protein kinases (CDKs) in higher eukaryotic cells are now also emerging as significant regulators of transcription, metabolism and cell differentiation. The cyclins, though originally characterized as CDK partners, also have CDK-independent roles that include the regulation of DNA damage repair and transcriptional programmes that direct cell differentiation, apoptosis and metabolic flux. This review compares the structures of the members of the CDK and cyclin families determined by X-ray crystallography, and considers what mechanistic insights they provide to guide functional studies and distinguish CDK- and cyclin-specific activities. Aberrant CDK activity is a hallmark of a number of diseases, and structural studies can provide important insights to identify novel routes to therapy.
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Affiliation(s)
- Daniel J Wood
- Newcastle Cancer Centre, Northern Institute for Cancer Research, Medical School, Newcastle University, Paul O'Gorman Building, Framlington Place, Newcastle upon Tyne NE2 4HH, UK
| | - Jane A Endicott
- Newcastle Cancer Centre, Northern Institute for Cancer Research, Medical School, Newcastle University, Paul O'Gorman Building, Framlington Place, Newcastle upon Tyne NE2 4HH, UK
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28
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Ježek J, Smethurst DGJ, Stieg DC, Kiss ZAC, Hanley SE, Ganesan V, Chang KT, Cooper KF, Strich R. Cyclin C: The Story of a Non-Cycling Cyclin. BIOLOGY 2019; 8:biology8010003. [PMID: 30621145 PMCID: PMC6466611 DOI: 10.3390/biology8010003] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 11/15/2018] [Revised: 12/21/2018] [Accepted: 12/28/2018] [Indexed: 12/14/2022]
Abstract
The class I cyclin family is a well-studied group of structurally conserved proteins that interact with their associated cyclin-dependent kinases (Cdks) to regulate different stages of cell cycle progression depending on their oscillating expression levels. However, the role of class II cyclins, which primarily act as transcription factors and whose expression remains constant throughout the cell cycle, is less well understood. As a classic example of a transcriptional cyclin, cyclin C forms a regulatory sub-complex with its partner kinase Cdk8 and two accessory subunits Med12 and Med13 called the Cdk8-dependent kinase module (CKM). The CKM reversibly associates with the multi-subunit transcriptional coactivator complex, the Mediator, to modulate RNA polymerase II-dependent transcription. Apart from its transcriptional regulatory function, recent research has revealed a novel signaling role for cyclin C at the mitochondria. Upon oxidative stress, cyclin C leaves the nucleus and directly activates the guanosine 5’-triphosphatase (GTPase) Drp1, or Dnm1 in yeast, to induce mitochondrial fragmentation. Importantly, cyclin C-induced mitochondrial fission was found to increase sensitivity of both mammalian and yeast cells to apoptosis. Here, we review and discuss the biology of cyclin C, focusing mainly on its transcriptional and non-transcriptional roles in tumor promotion or suppression.
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Affiliation(s)
- Jan Ježek
- Department of Molecular Biology, School of Osteopathic Medicine, Rowan University, Stratford, NJ 08084, USA.
| | - Daniel G J Smethurst
- Department of Molecular Biology, School of Osteopathic Medicine, Rowan University, Stratford, NJ 08084, USA.
| | - David C Stieg
- Department of Molecular Biology, School of Osteopathic Medicine, Rowan University, Stratford, NJ 08084, USA.
| | - Z A C Kiss
- Department of Molecular Biology, School of Osteopathic Medicine, Rowan University, Stratford, NJ 08084, USA.
| | - Sara E Hanley
- Department of Molecular Biology, School of Osteopathic Medicine, Rowan University, Stratford, NJ 08084, USA.
| | - Vidyaramanan Ganesan
- Department of Molecular Biology, School of Osteopathic Medicine, Rowan University, Stratford, NJ 08084, USA.
| | - Kai-Ti Chang
- Department of Molecular Biology, School of Osteopathic Medicine, Rowan University, Stratford, NJ 08084, USA.
| | - Katrina F Cooper
- Department of Molecular Biology, School of Osteopathic Medicine, Rowan University, Stratford, NJ 08084, USA.
| | - Randy Strich
- Department of Molecular Biology, School of Osteopathic Medicine, Rowan University, Stratford, NJ 08084, USA.
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29
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Cheng W, Yang Z, Wang S, Li Y, Wei H, Tian X, Kan Q. Recent development of CDK inhibitors: An overview of CDK/inhibitor co-crystal structures. Eur J Med Chem 2019; 164:615-639. [PMID: 30639897 DOI: 10.1016/j.ejmech.2019.01.003] [Citation(s) in RCA: 57] [Impact Index Per Article: 11.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/30/2018] [Revised: 12/31/2018] [Accepted: 01/02/2019] [Indexed: 02/06/2023]
Abstract
The cyclin-dependent protein kinases (CDKs) are protein-serine/threonine kinases that display crucial effects in regulation of cell cycle and transcription. While the excessive expression of CDKs is intimate related to the development of diseases including cancers, which provides opportunities for disease treatment. A large number of small molecules are explored targeting CDKs. CDK/inhibitor co-crystal structures play an important role during the exploration of inhibitors. So far nine kinds of CDK/inhibitor co-crystals have been determined, they account for the highest proportion among the Protein Data Bank (PDB) deposited crystal structures. Herein, we review main co-crystals of CDKs in complex with corresponding inhibitors reported in recent years, focusing our attention on the binding models and the pharmacological activities of inhibitors.
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Affiliation(s)
- Weiyan Cheng
- Department of Pharmacy, The First Affiliated Hospital of Zhengzhou University, Zhengzhou 450052, China; Henan Key Laboratory of Precision Clinical Pharmacy, The First Affiliated Hospital of Zhengzhou University, Zhengzhou 450052, China
| | - Zhiheng Yang
- Department of Pharmacy, The First Affiliated Hospital of Zhengzhou University, Zhengzhou 450052, China; Henan Key Laboratory of Precision Clinical Pharmacy, The First Affiliated Hospital of Zhengzhou University, Zhengzhou 450052, China
| | - Suhua Wang
- Department of Pharmacy, The First Affiliated Hospital of Zhengzhou University, Zhengzhou 450052, China; Henan Key Laboratory of Precision Clinical Pharmacy, The First Affiliated Hospital of Zhengzhou University, Zhengzhou 450052, China
| | - Ying Li
- Department of Pharmacy, The First Affiliated Hospital of Zhengzhou University, Zhengzhou 450052, China; Henan Key Laboratory of Precision Clinical Pharmacy, The First Affiliated Hospital of Zhengzhou University, Zhengzhou 450052, China
| | - Han Wei
- Department of Pharmacy, The First Affiliated Hospital of Zhengzhou University, Zhengzhou 450052, China; Henan Key Laboratory of Precision Clinical Pharmacy, The First Affiliated Hospital of Zhengzhou University, Zhengzhou 450052, China
| | - Xin Tian
- Department of Pharmacy, The First Affiliated Hospital of Zhengzhou University, Zhengzhou 450052, China; Henan Key Laboratory of Precision Clinical Pharmacy, The First Affiliated Hospital of Zhengzhou University, Zhengzhou 450052, China.
| | - Quancheng Kan
- Department of Pharmacy, The First Affiliated Hospital of Zhengzhou University, Zhengzhou 450052, China; Henan Key Laboratory of Precision Clinical Pharmacy, The First Affiliated Hospital of Zhengzhou University, Zhengzhou 450052, China.
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30
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Abstract
The Mediator-associated kinases CDK8 and CDK19 function in the context of three additional proteins: CCNC and MED12, which activate CDK8/CDK19 kinase function, and MED13, which enables their association with the Mediator complex. The Mediator kinases affect RNA polymerase II (pol II) transcription indirectly, through phosphorylation of transcription factors and by controlling Mediator structure and function. In this review, we discuss cellular roles of the Mediator kinases and mechanisms that enable their biological functions. We focus on sequence-specific, DNA-binding transcription factors and other Mediator kinase substrates, and how CDK8 or CDK19 may enable metabolic and transcriptional reprogramming through enhancers and chromatin looping. We also summarize Mediator kinase inhibitors and their therapeutic potential. Throughout, we note conserved and divergent functions between yeast and mammalian CDK8, and highlight many aspects of kinase module function that remain enigmatic, ranging from potential roles in pol II promoter-proximal pausing to liquid-liquid phase separation.
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Affiliation(s)
- Charli B Fant
- a Department of Biochemistry , University of Colorado , Boulder , CO , USA
| | - Dylan J Taatjes
- a Department of Biochemistry , University of Colorado , Boulder , CO , USA
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31
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Xi M, Chen T, Wu C, Gao X, Wu Y, Luo X, Du K, Yu L, Cai T, Shen R, Sun H. CDK8 as a therapeutic target for cancers and recent developments in discovery of CDK8 inhibitors. Eur J Med Chem 2018; 164:77-91. [PMID: 30594029 DOI: 10.1016/j.ejmech.2018.11.076] [Citation(s) in RCA: 30] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/24/2018] [Revised: 11/08/2018] [Accepted: 11/09/2018] [Indexed: 02/08/2023]
Abstract
Cyclin-dependent kinases 8 (CDK8) regulates transcriptional process via associating with the mediator complex or phosphorylating transcription factors (TF). Overexpression of CDK8 has been observed in various cancers. It mediates aberrant activation of Wnt/β-catenin signaling pathway, which is initially recognized and best studied in colorectal cancer (CRC). CDK8 acts as an oncogene and represents a potential target for developing novel CDK8 inhibitors in cancer therapeutics. However, other study has revealed its contrary role. The function of CDK8 is context dependent. Even so, a variety of potent and selective CDK8 inhibitors have been discovered after crystal structures were resolved in two states (active or inactive). In this review, we summarize co-crystal structures, biological mechanisms, dysregulation in cancers and recent progress in the field of CDK8 inhibitors, trying to offer an outlook of CDK8 inhibitors in cancer therapy in future.
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Affiliation(s)
- Meiyang Xi
- College of Chemistry and Chemical Engineering, Shaoxing University, Shaoxing, 312000, China
| | - Tingkai Chen
- Department of Medicinal Chemistry, China Pharmaceutical University, Nanjing, 210009, China
| | - Chunlei Wu
- College of Chemistry and Chemical Engineering, Shaoxing University, Shaoxing, 312000, China
| | - Xiaozhong Gao
- College of Chemistry and Chemical Engineering, Shaoxing University, Shaoxing, 312000, China
| | - Yonghua Wu
- College of Chemistry and Chemical Engineering, Shaoxing University, Shaoxing, 312000, China
| | - Xiang Luo
- College of Chemistry and Chemical Engineering, Shaoxing University, Shaoxing, 312000, China
| | - Kui Du
- College of Chemistry and Chemical Engineering, Shaoxing University, Shaoxing, 312000, China
| | - Lemao Yu
- College of Chemistry and Chemical Engineering, Shaoxing University, Shaoxing, 312000, China
| | - Tao Cai
- College of Chemistry and Chemical Engineering, Shaoxing University, Shaoxing, 312000, China
| | - Runpu Shen
- College of Chemistry and Chemical Engineering, Shaoxing University, Shaoxing, 312000, China
| | - Haopeng Sun
- Department of Medicinal Chemistry, China Pharmaceutical University, Nanjing, 210009, China.
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32
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Using 3D-QSAR and molecular docking insight into inhibitors binding with complex-associated kinases CDK8. J Mol Struct 2018. [DOI: 10.1016/j.molstruc.2018.05.072] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/28/2022]
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33
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Abstract
The fact that many cancer types display transcriptional addiction driven by dysregulation of oncogenic enhancers and transcription factors has led to increased interest in a group of protein kinases, known as transcriptional cyclin dependent kinases (tCDKs), as potential therapeutic targets. Despite early reservations about targeting a process that is essential to healthy cell types, there is now evidence that targeting tCDKs could provide enough therapeutic window to be effective in the clinic. Here, we discuss recent developments in this field, with an emphasis on highly-selective inhibitors and the challenges to be addressed before these inhibitors could be used for therapeutic purposes. Abbreviations: CAK: CDK-activating kinase;CDK: cyclin-dependent kinase;CMGC group: CDK-, MAPK-, GSK3-, and CLK-like;CTD: C-terminal repeat domain of the RPB1 subunit of RNA polymerase II;DRB: 5,6-dichloro-1-β-D-ribofuranosylbenzimidazole;mCRPC: metastatic castration-resistant prostate cancer;NSCLC: non-small cell lung cancer;P-TEFb: positive elongation factor b;RNAPII: RNA polymerase II;S2: serine-2 of CTD repeats;S5: serine-5 of CTD repeats;S7: serine-7 of CTD repeats;SEC: super elongation complex;tCDK: transcriptional cyclin-dependent kinase;TNBC: triple-negative breast cancer
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Affiliation(s)
- Matthew D Galbraith
- a Linda Crnic Institute for Down Syndrome, School of Medicine , University of Colorado Anschutz Medical Campus , Aurora , CO , USA.,b Department of Pharmacology, School of Medicine , University of Colorado Anschutz Medical Campus , Aurora , CO , USA
| | - Heather Bender
- a Linda Crnic Institute for Down Syndrome, School of Medicine , University of Colorado Anschutz Medical Campus , Aurora , CO , USA.,b Department of Pharmacology, School of Medicine , University of Colorado Anschutz Medical Campus , Aurora , CO , USA
| | - Joaquín M Espinosa
- a Linda Crnic Institute for Down Syndrome, School of Medicine , University of Colorado Anschutz Medical Campus , Aurora , CO , USA.,b Department of Pharmacology, School of Medicine , University of Colorado Anschutz Medical Campus , Aurora , CO , USA.,c Department of Molecular, Cellular and Developmental Biology , University of Colorado Boulder , Boulder , CO , USA
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34
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Kumar K, Man-Un Ung P, Wang P, Wang H, Li H, Andrews MK, Stewart AF, Schlessinger A, DeVita RJ. Novel selective thiadiazine DYRK1A inhibitor lead scaffold with human pancreatic β-cell proliferation activity. Eur J Med Chem 2018; 157:1005-1016. [PMID: 30170319 PMCID: PMC6396881 DOI: 10.1016/j.ejmech.2018.08.007] [Citation(s) in RCA: 32] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/21/2018] [Revised: 08/01/2018] [Accepted: 08/02/2018] [Indexed: 12/24/2022]
Abstract
The Dual-Specificity Tyrosine Phosphorylation-Regulated Kinase 1A (DYRK1A) is an enzyme that has been implicated as an important drug target in various therapeutic areas, including neurological disorders (Down syndrome, Alzheimer's disease), oncology, and diabetes (pancreatic β-cell expansion). Current small molecule DYRK1A inhibitors are ATP-competitive inhibitors that bind to the kinase in an active conformation. As a result, these inhibitors are promiscuous, resulting in pharmacological side effects that limit their therapeutic applications. None are in clinical trials at this time. In order to identify a new DYRK1A inhibitor scaffold, we constructed a homology model of DYRK1A in an inactive, DFG-out conformation. Virtual screening of 2.2 million lead-like compounds from the ZINC database, followed by in vitro testing of selected 68 compounds revealed 8 hits representing 5 different chemical classes. We chose to focus on one of the hits from the computational screen, thiadiazine 1 which was found to inhibit DYRK1A with IC50 of 9.41 μM (Kd = 7.3 μM). Optimization of the hit compound 1, using structure-activity relationship (SAR) analysis and in vitro testing led to the identification of potent thiadiazine analogs with significantly improved binding as compared to the initial hit (Kd = 71-185 nM). Compound 3-5 induced human β-cell proliferation at 5 μM while showing selectivity for DYRK1A over DYRK1B and DYRK2 at 10 μM. This newly developed DYRK1A inhibitor scaffold with unique kinase selectivity profiles has potential to be further optimized as novel therapeutics for diabetes.
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Affiliation(s)
- Kunal Kumar
- Drug Discovery Institute, Icahn School of Medicine at Mount Sinai, New York, NY, 10029, USA; Department of Pharmacological Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, 10029, USA
| | - Peter Man-Un Ung
- Department of Pharmacological Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, 10029, USA
| | - Peng Wang
- Diabetes, Obesity, and Metabolism Institute, Icahn School of Medicine at Mount Sinai, New York, NY, 10029, USA
| | - Hui Wang
- Drug Discovery Institute, Icahn School of Medicine at Mount Sinai, New York, NY, 10029, USA; Department of Pharmacological Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, 10029, USA
| | - Hailing Li
- Drug Discovery Institute, Icahn School of Medicine at Mount Sinai, New York, NY, 10029, USA; Department of Pharmacological Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, 10029, USA
| | - Mary K Andrews
- Drug Discovery Institute, Icahn School of Medicine at Mount Sinai, New York, NY, 10029, USA; Department of Pharmacological Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, 10029, USA
| | - Andrew F Stewart
- Diabetes, Obesity, and Metabolism Institute, Icahn School of Medicine at Mount Sinai, New York, NY, 10029, USA
| | - Avner Schlessinger
- Department of Pharmacological Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, 10029, USA.
| | - Robert J DeVita
- Drug Discovery Institute, Icahn School of Medicine at Mount Sinai, New York, NY, 10029, USA; Department of Pharmacological Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, 10029, USA.
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35
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Abstract
Inhibition of CDKs is an attractive approach to cancer therapy due to their vital role in cell growth and transcription. Pan-CDK inhibitors have shown some clinical benefit, and trials are ongoing. Selective CDK4 and CDK6 inhibitors have been licensed for the treatment of hormone responsive, RB-positive breast cancer in combination with antihormonal agents. Selective inhibitors of CDKs 5, 7, 8, 9 and 12 have been identified across a range of chemotypes.
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36
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Philip S, Kumarasiri M, Teo T, Yu M, Wang S. Cyclin-Dependent Kinase 8: A New Hope in Targeted Cancer Therapy? J Med Chem 2018; 61:5073-5092. [PMID: 29266937 DOI: 10.1021/acs.jmedchem.7b00901] [Citation(s) in RCA: 68] [Impact Index Per Article: 11.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/08/2023]
Abstract
Cyclin-dependent kinase 8 (CDK8) plays a vital role in regulating transcription either through its association with the Mediator complex or by phosphorylating transcription factors. Myriads of genetic and biochemical studies have established CDK8 as a key oncogenic driver in many cancers. Specifically, CDK8-mediated activation of oncogenic Wnt-β-catenin signaling, transcription of estrogen-inducible genes, and suppression of super enhancer-associated genes contributes to oncogenesis in colorectal, breast, and hematological malignancies, respectively. However, while most research supports the role of CDK8 as an oncogene, other work has raised the possibility of its contrary function. The diverse biological functions of CDK8 and its seemingly context-specific roles in different types of cancers have spurred a great amount of interest and perhaps an even greater amount of controversy in the development of CDK8 inhibitors as potential cancer therapeutic agents. Herein, we review the latest landscape of CDK8 biology and its involvement in carcinogenesis. We dissect current efforts in discovering CDK8 inhibitors and attempt to provide an outlook at the future of CDK8-targeted cancer therapies.
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Affiliation(s)
- Stephen Philip
- Centre for Drug Discovery and Development, Sansom Institute for Health Research and School of Pharmacy and Medical Sciences , University of South Australia , Adelaide , South Australia 5001 , Australia
| | - Malika Kumarasiri
- Centre for Drug Discovery and Development, Sansom Institute for Health Research and School of Pharmacy and Medical Sciences , University of South Australia , Adelaide , South Australia 5001 , Australia
| | - Theodosia Teo
- Centre for Drug Discovery and Development, Sansom Institute for Health Research and School of Pharmacy and Medical Sciences , University of South Australia , Adelaide , South Australia 5001 , Australia
| | - Mingfeng Yu
- Centre for Drug Discovery and Development, Sansom Institute for Health Research and School of Pharmacy and Medical Sciences , University of South Australia , Adelaide , South Australia 5001 , Australia
| | - Shudong Wang
- Centre for Drug Discovery and Development, Sansom Institute for Health Research and School of Pharmacy and Medical Sciences , University of South Australia , Adelaide , South Australia 5001 , Australia
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37
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Martin MP, Endicott JA, Noble MEM. Structure-based discovery of cyclin-dependent protein kinase inhibitors. Essays Biochem 2017; 61:439-452. [PMID: 29118092 PMCID: PMC6248306 DOI: 10.1042/ebc20170040] [Citation(s) in RCA: 35] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/13/2017] [Revised: 09/24/2017] [Accepted: 09/25/2017] [Indexed: 01/02/2023]
Abstract
The cell fate-determining roles played by members of the cyclin-dependent protein kinase (CDK) family explain why their dysregulation can promote proliferative diseases, and identify them as potential targets for drug discovery in oncology and beyond. After many years of research, the first efficacious CDK inhibitors have now been registered for clinical use in a defined segment of breast cancer. Research is underway to identify inhibitors with appropriate CDK-inhibitory profiles to recapitulate this success in other disease settings. Here, we review the structural data that illustrate the interactions and properties that confer upon inhibitors affinity and/or selectivity toward different CDK family members. We conclude that where CDK inhibitors display selectivity, that selectivity derives from exploiting active site sequence peculiarities and/or from the capacity of the target CDK(s) to access conformations compatible with optimizing inhibitor-target interactions.
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Affiliation(s)
- Mathew P Martin
- Newcastle Cancer Centre, Northern Institute for Cancer Research, Paul O'Gorman Building, Medical School, Newcastle University, Framlington Place, Newcastle upon Tyne NE2 4HH, U.K
| | - Jane A Endicott
- Newcastle Cancer Centre, Northern Institute for Cancer Research, Paul O'Gorman Building, Medical School, Newcastle University, Framlington Place, Newcastle upon Tyne NE2 4HH, U.K
| | - Martin E M Noble
- Newcastle Cancer Centre, Northern Institute for Cancer Research, Paul O'Gorman Building, Medical School, Newcastle University, Framlington Place, Newcastle upon Tyne NE2 4HH, U.K.
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38
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Discovery of potent and selective CDK8 inhibitors through FBDD approach. Bioorg Med Chem Lett 2017; 27:4488-4492. [DOI: 10.1016/j.bmcl.2017.07.080] [Citation(s) in RCA: 22] [Impact Index Per Article: 3.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/15/2017] [Revised: 07/28/2017] [Accepted: 07/29/2017] [Indexed: 01/08/2023]
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39
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Abstract
Over the past two decades there has been a great deal of interest in the development of inhibitors of the cyclin-dependent kinases (CDKs). This attention initially stemmed from observations that different CDK isoforms have key roles in cancer cell proliferation through loss of regulation of the cell cycle, a hallmark feature of cancer. CDKs have now been shown to regulate other processes, particularly various aspects of transcription. The early non-selective CDK inhibitors exhibited considerable toxicity and proved to be insufficiently active in most cancers. The lack of patient selection biomarkers and an absence of understanding of the inhibitory profile required for efficacy hampered the development of these inhibitors. However, the advent of potent isoform-selective inhibitors with accompanying biomarkers has re-ignited interest. Palbociclib, a selective CDK4/6 inhibitor, is now approved for the treatment of ER+/HER2- advanced breast cancer. Current developments in the field include the identification of potent and selective inhibitors of the transcriptional CDKs; these include tool compounds that have allowed exploration of individual CDKs as cancer targets and the determination of their potential therapeutic windows. Biomarkers that allow the selection of patients likely to respond are now being discovered. Drug resistance has emerged as a major hurdle in the clinic for most protein kinase inhibitors and resistance mechanism are beginning to be identified for CDK inhibitors. This suggests that the selective inhibitors may be best used combined with standard of care or other molecularly targeted agents now in development rather than in isolation as monotherapies.
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Affiliation(s)
- Steven R Whittaker
- Division of Cancer Therapeutics, The Institute of Cancer Research, London SW7 3RP, United Kingdom
| | - Aurélie Mallinger
- Division of Cancer Therapeutics, The Institute of Cancer Research, London SW7 3RP, United Kingdom; Cancer Research UK Cancer Therapeutics Unit, The Institute of Cancer Research, London SW7 3RP, United Kingdom
| | - Paul Workman
- Division of Cancer Therapeutics, The Institute of Cancer Research, London SW7 3RP, United Kingdom; Cancer Research UK Cancer Therapeutics Unit, The Institute of Cancer Research, London SW7 3RP, United Kingdom
| | - Paul A Clarke
- Division of Cancer Therapeutics, The Institute of Cancer Research, London SW7 3RP, United Kingdom; Cancer Research UK Cancer Therapeutics Unit, The Institute of Cancer Research, London SW7 3RP, United Kingdom.
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Ono K, Banno H, Okaniwa M, Hirayama T, Iwamura N, Hikichi Y, Murai S, Hasegawa M, Hasegawa Y, Yonemori K, Hata A, Aoyama K, Cary DR. Design and synthesis of selective CDK8/19 dual inhibitors: Discovery of 4,5-dihydrothieno[3′,4′:3,4]benzo[1,2- d ]isothiazole derivatives. Bioorg Med Chem 2017; 25:2336-2350. [DOI: 10.1016/j.bmc.2017.02.038] [Citation(s) in RCA: 24] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/21/2016] [Revised: 02/17/2017] [Accepted: 02/17/2017] [Indexed: 12/29/2022]
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Wang T, Yang Z, Zhang Y, Yan W, Wang F, He L, Zhou Y, Chen L. Discovery of novel CDK8 inhibitors using multiple crystal structures in docking-based virtual screening. Eur J Med Chem 2017; 129:275-286. [DOI: 10.1016/j.ejmech.2017.02.020] [Citation(s) in RCA: 21] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/18/2016] [Revised: 01/13/2017] [Accepted: 02/08/2017] [Indexed: 10/20/2022]
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Kumarasiri M, Teo T, Yu M, Philip S, Basnet SKC, Albrecht H, Sykes MJ, Wang P, Wang S. In Search of Novel CDK8 Inhibitors by Virtual Screening. J Chem Inf Model 2017; 57:413-416. [DOI: 10.1021/acs.jcim.6b00711] [Citation(s) in RCA: 15] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/29/2022]
Affiliation(s)
- Malika Kumarasiri
- Centre
for Drug Discovery and Development, Sansom Institute for Health Research,
Centre for Cancer Biology, and School of Pharmacy and Medical Sciences, University of South Australia, Adelaide, South Australia 5001, Australia
| | - Theodosia Teo
- Centre
for Drug Discovery and Development, Sansom Institute for Health Research,
Centre for Cancer Biology, and School of Pharmacy and Medical Sciences, University of South Australia, Adelaide, South Australia 5001, Australia
| | - Mingfeng Yu
- Centre
for Drug Discovery and Development, Sansom Institute for Health Research,
Centre for Cancer Biology, and School of Pharmacy and Medical Sciences, University of South Australia, Adelaide, South Australia 5001, Australia
| | - Stephen Philip
- Centre
for Drug Discovery and Development, Sansom Institute for Health Research,
Centre for Cancer Biology, and School of Pharmacy and Medical Sciences, University of South Australia, Adelaide, South Australia 5001, Australia
| | - Sunita K. C. Basnet
- Centre
for Drug Discovery and Development, Sansom Institute for Health Research,
Centre for Cancer Biology, and School of Pharmacy and Medical Sciences, University of South Australia, Adelaide, South Australia 5001, Australia
| | - Hugo Albrecht
- Centre
for Drug Discovery and Development, Sansom Institute for Health Research,
Centre for Cancer Biology, and School of Pharmacy and Medical Sciences, University of South Australia, Adelaide, South Australia 5001, Australia
| | - Matthew J. Sykes
- Centre
for Drug Discovery and Development, Sansom Institute for Health Research,
Centre for Cancer Biology, and School of Pharmacy and Medical Sciences, University of South Australia, Adelaide, South Australia 5001, Australia
| | - Peng Wang
- Yabao Pharmaceutical Group Co., Ltd., Suzhou Industrial Park, Suzhou, China, 215123
| | - Shudong Wang
- Centre
for Drug Discovery and Development, Sansom Institute for Health Research,
Centre for Cancer Biology, and School of Pharmacy and Medical Sciences, University of South Australia, Adelaide, South Australia 5001, Australia
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