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Giarolla J, Holdaway KA, Nazari M, Aiad L, Sarkar B, Georg GI. Targeting cyclin-dependent kinase 2 (CDK2) interactions with cyclins and Speedy 1 (Spy1) for cancer and male contraception. Future Med Chem 2025; 17:607-627. [PMID: 40034037 PMCID: PMC11901406 DOI: 10.1080/17568919.2025.2463868] [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: 11/07/2024] [Accepted: 01/31/2025] [Indexed: 03/05/2025] Open
Abstract
The review discusses progress in discovering cyclin-dependent kinase 2 (CDK2) inhibitors for cancer treatment and their potential for male contraception. It summarizes first-, second-, and third-generation CDK inhibitors and selective CDK2 inhibitors currently in clinical trials for cancer. Novel strategies to discover allosteric inhibitors, covalent inhibitors, and degraders are also discussed.
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Affiliation(s)
- Jeanine Giarolla
- Department of Medicinal Chemistry and Institute for Therapeutics Discovery and Development, College of Pharmacy, University of Minnesota, Minneapolis, MN, USA
- Departamento de Farmacia, School of Pharmaceutical Sciences, University of São Paulo—USP, São Paulo, SP, Brazil
| | - Kelsey A. Holdaway
- Department of Medicinal Chemistry and Institute for Therapeutics Discovery and Development, College of Pharmacy, University of Minnesota, Minneapolis, MN, USA
| | - Maryam Nazari
- Department of Medicinal Chemistry and Institute for Therapeutics Discovery and Development, College of Pharmacy, University of Minnesota, Minneapolis, MN, USA
| | - Laila Aiad
- Department of Chemistry, University of Minnesota, Minneapolis, MN, USA
| | - Bidisha Sarkar
- Department of Chemistry, University of Minnesota, Minneapolis, MN, USA
| | - Gunda I. Georg
- Medicinal Chemistry, University of Minnesota Twin Cities, Minneapolis, MN, USA
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2
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Khatkar P, Mensah G, Ning S, Cowen M, Kim Y, Williams A, Abulwerdi FA, Zhao Y, Zeng C, Le Grice SFJ, Kashanchi F. HIV-1 Transcription Inhibition Using Small RNA-Binding Molecules. Pharmaceuticals (Basel) 2023; 17:33. [PMID: 38256867 PMCID: PMC10819208 DOI: 10.3390/ph17010033] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/30/2023] [Revised: 12/11/2023] [Accepted: 12/19/2023] [Indexed: 01/24/2024] Open
Abstract
The HIV-1 transactivator protein Tat interacts with the transactivation response element (TAR) at the three-nucleotide UCU bulge to facilitate the recruitment of transcription elongation factor-b (P-TEFb) and induce the transcription of the integrated proviral genome. Therefore, the Tat-TAR interaction, unique to the virus, is a promising target for developing antiviral therapeutics. Currently, there are no FDA-approved drugs against HIV-1 transcription, suggesting the need to develop novel inhibitors that specifically target HIV-1 transcription. We have identified potential candidates that effectively inhibit viral transcription in myeloid and T cells without apparent toxicity. Among these candidates, two molecules showed inhibition of viral protein expression. A molecular docking and simulation approach was used to determine the binding dynamics of these small molecules on TAR RNA in the presence of the P-TEFb complex, which was further validated by a biotinylated RNA pulldown assay. Furthermore, we examined the effect of these molecules on transcription factors, including the SWI/SNF complex (BAF or PBAF), which plays an important role in chromatin remodeling near the transcription start site and hence regulates virus transcription. The top candidates showed significant viral transcription inhibition in primary cells infected with HIV-1 (98.6). Collectively, our study identified potential transcription inhibitors that can potentially complement existing cART drugs to address the current therapeutic gap in current regimens. Additionally, shifting of the TAR RNA loop towards Cyclin T1 upon molecule binding during molecular simulation studies suggested that targeting the TAR loop and Tat-binding UCU bulge together should be an essential feature of TAR-binding molecules/inhibitors to achieve complete viral transcription inhibition.
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Affiliation(s)
- Pooja Khatkar
- Laboratory of Molecular Virology, School of Systems Biology, George Mason University, Manassas, VA 20110, USA; (P.K.)
| | - Gifty Mensah
- Laboratory of Molecular Virology, School of Systems Biology, George Mason University, Manassas, VA 20110, USA; (P.K.)
| | - Shangbo Ning
- Institute of Biophysics and Department of Physics, Central China Normal University, Wuhan 430079, China
| | - Maria Cowen
- Laboratory of Molecular Virology, School of Systems Biology, George Mason University, Manassas, VA 20110, USA; (P.K.)
| | - Yuriy Kim
- Laboratory of Molecular Virology, School of Systems Biology, George Mason University, Manassas, VA 20110, USA; (P.K.)
| | - Anastasia Williams
- Laboratory of Molecular Virology, School of Systems Biology, George Mason University, Manassas, VA 20110, USA; (P.K.)
| | | | - Yunjie Zhao
- Institute of Biophysics and Department of Physics, Central China Normal University, Wuhan 430079, China
| | - Chen Zeng
- Physics Department, The George Washington University, Washington, DC 20052, USA
| | | | - Fatah Kashanchi
- Laboratory of Molecular Virology, School of Systems Biology, George Mason University, Manassas, VA 20110, USA; (P.K.)
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3
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Li T, Tang HC, Tsai KL. Unveiling the noncanonical activation mechanism of CDKs: insights from recent structural studies. Front Mol Biosci 2023; 10:1290631. [PMID: 38028546 PMCID: PMC10666765 DOI: 10.3389/fmolb.2023.1290631] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/07/2023] [Accepted: 10/27/2023] [Indexed: 12/01/2023] Open
Abstract
The Cyclin-dependent kinases (CDKs) play crucial roles in a range of essential cellular processes. While the classical two-step activation mechanism is generally applicable to cell cycle-related CDKs, both CDK7 and CDK8, involved in transcriptional regulation, adopt distinct mechanisms for kinase activation. In both cases, binding to their respective cyclin partners results in only partial activity, while their full activation requires the presence of an additional subunit. Recent structural studies of these two noncanonical kinases have provided unprecedented insights into their activation mechanisms, enabling us to understand how the third subunit coordinates the T-loop stabilization and enhances kinase activity. In this review, we summarize the structure and function of CDK7 and CDK8 within their respective functional complexes, while also describing their noncanonical activation mechanisms. These insights open new avenues for targeted drug discovery and potential therapeutic interventions in various diseases related to CDK7 and CDK8.
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Affiliation(s)
- Tao Li
- Department of Biochemistry and Molecular Biology, McGovern Medical School, University of Texas Health Science Center at Houston, Houston, TX, United States
| | - Hui-Chi Tang
- Department of Biochemistry and Molecular Biology, McGovern Medical School, University of Texas Health Science Center at Houston, Houston, TX, United States
| | - Kuang-Lei Tsai
- Department of Biochemistry and Molecular Biology, McGovern Medical School, University of Texas Health Science Center at Houston, Houston, TX, United States
- MD Anderson Cancer Center UTHealth Graduate School of Biomedical Sciences, Houston, TX, United States
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4
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Hope I, Endicott JA, Watt JE. Emerging approaches to CDK inhibitor development, a structural perspective. RSC Chem Biol 2023; 4:146-164. [PMID: 36794018 PMCID: PMC9906319 DOI: 10.1039/d2cb00201a] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/15/2022] [Accepted: 12/06/2022] [Indexed: 12/15/2022] Open
Abstract
Aberrant activity of the cyclin-dependent kinase family is frequently noted in a number of diseases identifying them as potential targets for drug development. However, current CDK inhibitors lack specificity owing to the high sequence and structural conservation of the ATP binding cleft across family members, highlighting the necessity of finding novel modes of CDK inhibition. The wealth of structural information regarding CDK assemblies and inhibitor complexes derived from X-ray crystallographic studies has been recently complemented through the use of cryo-electron microscopy. These recent advances have provided insights into the functional roles and regulatory mechanisms of CDKs and their interaction partners. This review explores the conformational malleability of the CDK subunit, the importance of SLiM recognition sites in CDK complexes, the progress made in chemically induced CDK degradation and how these studies can contribute to CDK inhibitor design. Additionally, fragment-based drug discovery can be utilised to identify small molecules that bind to allosteric sites on the CDK surface employing interactions which mimic those of native protein-protein interactions. These recent structural advances in CDK inhibitor mechanisms and in chemical probes which do not occupy the orthosteric ATP binding site can provide important insights for targeted CDK therapies.
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Affiliation(s)
- Ian Hope
- Translational and Clinical Research Institute, Faculty of Medical Sciences, Newcastle University, Paul O'Gorman Building, Framlington Place Newcastle upon Tyne NE2 4HH UK
| | - Jane A Endicott
- Translational and Clinical Research Institute, Faculty of Medical Sciences, Newcastle University, Paul O'Gorman Building, Framlington Place Newcastle upon Tyne NE2 4HH UK
| | - Jessica E Watt
- Translational and Clinical Research Institute, Faculty of Medical Sciences, Newcastle University, Paul O'Gorman Building, Framlington Place Newcastle upon Tyne NE2 4HH UK
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5
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Ning S, Wang H, Zeng C, Zhao Y. Prediction of allosteric druggable pockets of cyclin-dependent kinases. Brief Bioinform 2022; 23:6643454. [PMID: 35830869 DOI: 10.1093/bib/bbac290] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/04/2022] [Revised: 06/07/2022] [Accepted: 06/24/2022] [Indexed: 11/13/2022] Open
Abstract
Cyclin-dependent kinase (Cdk) proteins play crucial roles in the cell cycle progression and are thus attractive drug targets for therapy against such aberrant cell cycle processes as cancer. Since most of the available Cdk inhibitors target the highly conserved catalytic ATP pocket and their lack of specificity often lead to side effects, it is imperative to identify and characterize less conserved non-catalytic pockets capable of interfering with the kinase activity allosterically. However, a systematic analysis of these allosteric druggable pockets is still in its infancy. Here, we summarize the existing Cdk pockets and their selectivity. Then, we outline a network-based pocket prediction approach (NetPocket) and illustrate its utility for systematically identifying the allosteric druggable pockets with case studies. Finally, we discuss potential future directions and their challenges.
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Affiliation(s)
- Shangbo Ning
- Institute of Biophysics and Department of Physics, Central China Normal University, Wuhan, 430079, China
| | - Huiwen Wang
- School of Physics and Engineering, Henan University of Science and Technology, Luoyang 471023, China
| | - Chen Zeng
- Department of Physics, The George Washington University, Washington, DC 20052, USA
| | - Yunjie Zhao
- Institute of Biophysics and Department of Physics, Central China Normal University, Wuhan, 430079, China
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6
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LncRNA MAGI2-As3 Suppresses the Proliferation and Invasion of Cervical Cancer by Sponging MiR-15b. JOURNAL OF HEALTHCARE ENGINEERING 2022; 2022:9707206. [PMID: 35126958 PMCID: PMC8808199 DOI: 10.1155/2022/9707206] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 12/02/2021] [Accepted: 01/06/2022] [Indexed: 12/24/2022]
Abstract
BACKGROUND Cervical cancer is the leading cause of cancer deaths among women, and more than 85% of cervical cancer deaths occur in low and middle-income countries. The purpose of this study is to investigate the functions of MAGI2-AS3 and miR-15b in cervical cancer. MATERIALS AND METHODS The mRNA levels of MAGI2-AS3, miR-15b, and CCNE1 were evaluated using RT-qPCR assay. Dual-luciferase reporter gene assay was used to confirm whether miR-15b binds to CCNE1. RESULTS LncRNA MAGI2-AS3 was downregulated, while miR-15b was upregulated in cervical cancer. Cervical cancer patients with low expression of MAGI2-AS3 have a poor prognosis. Upregulation of MAGI2-AS3 inhibited proliferative and invasive abilities of HeLa cells via regulating the expression of miRNA-15b. MiR-15b inhibitor suppressed cell proliferation and invasion. CCNE1 was a direct target gene of miR-15b, which binds to the 3'-UTR of its mRNA. MiR-15b partially reversed the inhibitory effect of overexpression of MAGI2-AS3 on the proliferation and invasion of HeLa cells. MAGI2-AS3 mediated the expression of CCNE1 in HeLa cells. CONCLUSION LncRNA MAGI2-AS3 inhibits the proliferation and invasion of cervical cancer cells via the miRNA-15/CCNE1 axis. Our results illustrates that MAGI2-AS3 can be used as a useful clinical predictor for early diagnosis and prognosis assessment of cervical cancer.
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7
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Ning S, Zeng C, Zeng C, Zhao Y. The TAR binding dynamics and its implication in Tat degradation mechanism. Biophys J 2021; 120:5158-5168. [PMID: 34762866 PMCID: PMC8715215 DOI: 10.1016/j.bpj.2021.11.006] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/28/2021] [Revised: 09/25/2021] [Accepted: 11/03/2021] [Indexed: 10/19/2022] Open
Abstract
Human immunodeficiency virus (HIV) is a retrovirus that progressively attacks the human immune system. It is known that the HIV viral protein Tat recruits the host elongation factor, positive transcription elongation factor b (P-TEFb), onto the nascent HIV viral transactivation response element (TAR) RNA to overcome the elongation pause for active transcription of the entire viral genome. Interestingly, there exists an amplifying feedback loop between Tat and TAR-a reduction in Tat increases the elongation pause, resulting in more TAR RNA fragments instead of the entire viral genome transcript, and the TAR fragments as a scaffold for PRC2 complex in turn promote Tat ubiquitination and degradation. In this study, the structural ensembles and binding dynamics of various interfaces in the Tat/TAR/P-TEFb complex are probed by all-atom accelerated sampling molecular dynamics simulations. The results show that a protein-binding inhibitor F07#13 targeting the Tat/P-TEFb interface initiates the above feedback loop and shuts down the active transcription. Another RNA binding inhibitor, JB181, targeting the Tat/TAR interface, can prevent TAR from pulling down the Tat from P-TEFb protein and further reducing Tat degradation. The detailed mechanism of the complex dynamics helps elucidate how Tat and TAR coordinate the regulation between HIV genome transcription versus possible HIV latency.
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Affiliation(s)
- Shangbo Ning
- Institute of Biophysics and Department of Physics, Central China Normal University, Wuhan, China
| | - Chengwei Zeng
- Institute of Biophysics and Department of Physics, Central China Normal University, Wuhan, China
| | - Chen Zeng
- Department of Physics, The George Washington University, Washington, DC
| | - Yunjie Zhao
- Institute of Biophysics and Department of Physics, Central China Normal University, Wuhan, China.
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8
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Faber EB, Wang N, Georg GI. Review of rationale and progress toward targeting cyclin-dependent kinase 2 (CDK2) for male contraception†. Biol Reprod 2021; 103:357-367. [PMID: 32543655 PMCID: PMC7523694 DOI: 10.1093/biolre/ioaa107] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/19/2020] [Revised: 06/03/2020] [Accepted: 04/19/2020] [Indexed: 12/30/2022] Open
Abstract
Cyclin-dependent kinase 2 (CDK2) is a member of the larger cell cycle regulating CDK family of kinases, activated by binding partner cyclins as its name suggests. Despite its canonical role in mitosis, CDK2 knockout mice are viable but sterile, suggesting compensatory mechanisms for loss of CDK2 in mitosis but not meiosis. Here, we review the literature surrounding the role of CDK2 in meiosis, particularly a cyclin-independent role in complex with another activator, Speedy 1 (SPY1). From this evidence, we suggest that CDK2 could be a viable nonhormonal male contraceptive target. Finally, we review the literature of pertinent CDK2 inhibitors from the preclinical to clinical stages, mostly developed to treat various cancers. To date, there is no potent yet selective CDK2 inhibitor that could be repurposed as a contraceptive without appreciable off-target toxicity. To achieve selectivity for CDK2 over closely related kinases, developing compounds that bind outside the conserved adenosine triphosphate-binding site may be necessary.
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Affiliation(s)
- Erik B Faber
- Department of Medicinal Chemistry, College of Pharmacy, University of Minnesota-Twin Cities, Minneapolis, MN, USA.,Medical-Scientist Training Program, University of Minnesota Medical School, University of Minnesota-Twin Cities, Minneapolis, MN, USA
| | - Nan Wang
- Department of Medicinal Chemistry, College of Pharmacy, University of Minnesota-Twin Cities, Minneapolis, MN, USA
| | - Gunda I Georg
- Department of Medicinal Chemistry, College of Pharmacy, University of Minnesota-Twin Cities, Minneapolis, MN, USA
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9
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Wang H, Song L, Zhou T, Zeng C, Jia Y, Zhao Y. A computational study of Tat-CDK9-Cyclin binding dynamics and its implication in transcription-dependent HIV latency. Phys Chem Chem Phys 2020; 22:25474-25482. [PMID: 33043947 DOI: 10.1039/d0cp03662e] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/13/2023]
Abstract
HIV is a virus that attacks the T cells. HIV may either actively replicate or become latent within host cells for years. Since HIV uses its own protein Tat to hijack the host CDK9-Cyclin complex for transcription, Tat is implicated in transcription-dependent HIV latency. To quantify the impact of Tat binding, we propose a computational framework to probe the dynamics of the CDK9-Cyclin interface and the ATP pocket reorganization upon binding by different Tat mutants. Specifically, we focus on mutations at three Tat residues P10, W11, and N12 that are known to interact directly with CDK9 based on the crystal structure of the Tat-CDK9-Cyclin complex. Our molecular dynamics simulations show that the CDK9-Cyclin interface becomes slightly weaker for P10S and W11R mutants but tighter for the K12N mutant. Furthermore, the side chain orientation of residue K48 in the ATP pocket of CDK9 is similar to the inactive state in P10S and W11R simulations, but similar to the active state in K12N simulations. These are consistent with some existing but puzzling observations of latency for these mutants. This framework may hence help gain a better understanding of the role of Tat in the transcription-dependent HIV latency establishment.
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Affiliation(s)
- Huiwen Wang
- Institute of Biophysics and Department of Physics, Central China Normal University, Wuhan 430079, China.
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10
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Wang H, Guan Z, Qiu J, Jia Y, Zeng C, Zhao Y. Novel method to identify group-specific non-catalytic pockets of human kinome for drug design. RSC Adv 2020; 10:2004-2015. [PMID: 35494619 PMCID: PMC9047066 DOI: 10.1039/c9ra07471f] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/17/2019] [Accepted: 12/27/2019] [Indexed: 01/11/2023] Open
Abstract
Kinase proteins have been intensively investigated as drug targets for decades because of their crucial involvement in many biological pathways. We developed hybrid approach to identify non-catalytic pockets and will benefit the kinome drug design.
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Affiliation(s)
- Huiwen Wang
- Department of Physics
- Institute of Biophysics
- Central China Normal University
- Wuhan 430079
- China
| | - Zeyu Guan
- Department of Physics
- Institute of Biophysics
- Central China Normal University
- Wuhan 430079
- China
| | - Jiadi Qiu
- Department of Physics
- Institute of Biophysics
- Central China Normal University
- Wuhan 430079
- China
| | - Ya Jia
- Department of Physics
- Institute of Biophysics
- Central China Normal University
- Wuhan 430079
- China
| | - Chen Zeng
- Department of Physics
- Institute of Biophysics
- Central China Normal University
- Wuhan 430079
- China
| | - Yunjie Zhao
- Department of Physics
- Institute of Biophysics
- Central China Normal University
- Wuhan 430079
- China
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Cyclin-dependent kinase inhibition: an opportunity to target protein-protein interactions. ADVANCES IN PROTEIN CHEMISTRY AND STRUCTURAL BIOLOGY 2019; 121:115-141. [PMID: 32312419 DOI: 10.1016/bs.apcsb.2019.11.009] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 03/12/2023]
Abstract
Cyclin-dependent kinases (CDKs) play an integral part in cellular activities. To date, most of the activities have been evaluated in the cell cycle and transcription. Several diseases are affected by abnormalities in CDKs, related-pathways, or proteins that regulate CDK activity. CDKs are primarily dependent on activation by binding other proteins, namely Cyclins. In addition, phosphorylation of key CDK residues also plays a major part in CDK activity. To date, the most successful drugs have been developed against CDK4 and CDK6 and are FDA approved for use in advanced breast cancer. However, this is likely only a small fraction of the potential for targeting CDKs as a strategy against cancer and other diseases. Based on the extensive protein-protein interactions made by CDKs with other proteins (Cyclins and others), there are numerous possibilities for targeting strategies against protein-protein interactions. Here we describe the predominant roles of CDKs in the cell, key interacting proteins, significant 3-dimensional structural characteristics, and summarize the work-to-date in inhibition of CDKs.
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12
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Wang H, Qiu J, Liu H, Xu Y, Jia Y, Zhao Y. HKPocket: human kinase pocket database for drug design. BMC Bioinformatics 2019; 20:617. [PMID: 31783725 PMCID: PMC6884818 DOI: 10.1186/s12859-019-3254-y] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/04/2019] [Accepted: 11/15/2019] [Indexed: 01/06/2023] Open
Abstract
Background The kinase pocket structural information is important for drug discovery targeting cancer or other diseases. Although some kinase sequence, structure or drug databases have been developed, the databases cannot be directly used in the kinase drug study. Therefore, a comprehensive database of human kinase protein pockets is urgently needed to be developed. Results Here, we have developed HKPocket, a comprehensive Human Kinase Pocket database. This database provides sequence, structure, hydrophilic-hydrophobic, critical interactions, and druggability information including 1717 pockets from 255 kinases. We further divided these pockets into 91 pocket clusters using structural and position features in each kinase group. The pocket structural information would be useful for preliminary drug screening. Then, the potential drugs can be further selected and optimized by analyzing the sequence conservation, critical interactions, and hydrophobicity of identified drug pockets. HKPocket also provides online visualization and pse files of all identified pockets. Conclusion The HKPocket database would be helpful for drug screening and optimization. Besides, drugs targeting the non-catalytic pockets would cause fewer side effects. HKPocket is available at http://zhaoserver.com.cn/HKPocket/HKPocket.html.
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Affiliation(s)
- Huiwen Wang
- Department of Physics, Central China Normal University, Wuhan, 430079, China
| | - Jiadi Qiu
- Department of Physics, Central China Normal University, Wuhan, 430079, China
| | - Haoquan Liu
- Department of Physics, Central China Normal University, Wuhan, 430079, China
| | - Ying Xu
- Department of Physics, Central China Normal University, Wuhan, 430079, China
| | - Ya Jia
- Department of Physics, Central China Normal University, Wuhan, 430079, China
| | - Yunjie Zhao
- Department of Physics, Central China Normal University, Wuhan, 430079, China.
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13
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Jian Y, Wang X, Qiu J, Wang H, Liu Z, Zhao Y, Zeng C. DIRECT: RNA contact predictions by integrating structural patterns. BMC Bioinformatics 2019; 20:497. [PMID: 31615418 PMCID: PMC6794908 DOI: 10.1186/s12859-019-3099-4] [Citation(s) in RCA: 13] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/08/2019] [Accepted: 09/13/2019] [Indexed: 01/25/2023] Open
Abstract
Background It is widely believed that tertiary nucleotide-nucleotide interactions are essential in determining RNA structure and function. Currently, direct coupling analysis (DCA) infers nucleotide contacts in a sequence from its homologous sequence alignment across different species. DCA and similar approaches that use sequence information alone typically yield a low accuracy, especially when the available homologous sequences are limited. Therefore, new methods for RNA structural contact inference are desirable because even a single correctly predicted tertiary contact can potentially make the difference between a correct and incorrectly predicted structure. Here we present a new method DIRECT (Direct Information REweighted by Contact Templates) that incorporates a Restricted Boltzmann Machine (RBM) to augment the information on sequence co-variations with structural features in contact inference. Results Benchmark tests demonstrate that DIRECT achieves better overall performance than DCA approaches. Compared to mfDCA and plmDCA, DIRECT produces a substantial increase of 41 and 18%, respectively, in accuracy on average for contact prediction. DIRECT improves predictions for long-range contacts and captures more tertiary structural features. Conclusions We developed a hybrid approach that incorporates a Restricted Boltzmann Machine (RBM) to augment the information on sequence co-variations with structural templates in contact inference. Our results demonstrate that DIRECT is able to improve the RNA contact prediction.
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Affiliation(s)
- Yiren Jian
- Institute of Biophysics and Department of Physics, Central China Normal University, Wuhan, 430079, China.,Department of Physics, The George Washington University, Washington DC, 20052, USA
| | - Xiaonan Wang
- Institute of Biophysics and Department of Physics, Central China Normal University, Wuhan, 430079, China
| | - Jaidi Qiu
- Institute of Biophysics and Department of Physics, Central China Normal University, Wuhan, 430079, China
| | - Huiwen Wang
- Institute of Biophysics and Department of Physics, Central China Normal University, Wuhan, 430079, China
| | - Zhichao Liu
- Department of Physics, The George Washington University, Washington DC, 20052, USA
| | - Yunjie Zhao
- Institute of Biophysics and Department of Physics, Central China Normal University, Wuhan, 430079, China.
| | - Chen Zeng
- Department of Physics, The George Washington University, Washington DC, 20052, USA.
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14
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Wang K, Jian Y, Wang H, Zeng C, Zhao Y. RBind: computational network method to predict RNA binding sites. Bioinformatics 2019; 34:3131-3136. [PMID: 29718097 DOI: 10.1093/bioinformatics/bty345] [Citation(s) in RCA: 37] [Impact Index Per Article: 6.2] [Reference Citation Analysis] [Abstract] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/01/2017] [Accepted: 04/24/2018] [Indexed: 12/21/2022] Open
Abstract
Motivation Non-coding RNA molecules play essential roles by interacting with other molecules to perform various biological functions. However, it is difficult to determine RNA structures due to their flexibility. At present, the number of experimentally solved RNA-ligand and RNA-protein structures is still insufficient. Therefore, binding sites prediction of non-coding RNA is required to understand their functions. Results Current RNA binding site prediction algorithms produce many false positive nucleotides that are distance away from the binding sites. Here, we present a network approach, RBind, to predict the RNA binding sites. We benchmarked RBind in RNA-ligand and RNA-protein datasets. The average accuracy of 0.82 in RNA-ligand and 0.63 in RNA-protein testing showed that this network strategy has a reliable accuracy for binding sites prediction. Availability and implementation The codes and datasets are available at https://zhaolab.com.cn/RBind. Supplementary information Supplementary data are available at Bioinformatics online.
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Affiliation(s)
- Kaili Wang
- Institute of Biophysics and Department of Physics, Central China Normal University, Wuhan, China
| | - Yiren Jian
- Department of Physics, The George Washington University, Washington, DC, USA
| | - Huiwen Wang
- Institute of Biophysics and Department of Physics, Central China Normal University, Wuhan, China
| | - Chen Zeng
- Institute of Biophysics and Department of Physics, Central China Normal University, Wuhan, China.,Department of Physics, The George Washington University, Washington, DC, USA
| | - Yunjie Zhao
- Institute of Biophysics and Department of Physics, Central China Normal University, Wuhan, China
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15
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16
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Zhao Y, Jian Y, Liu Z, Liu H, Liu Q, Chen C, Li Z, Wang L, Huang HH, Zeng C. Network Analysis Reveals the Recognition Mechanism for Dimer Formation of Bulb-type Lectins. Sci Rep 2017; 7:2876. [PMID: 28588265 PMCID: PMC5460271 DOI: 10.1038/s41598-017-03003-5] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/16/2017] [Accepted: 04/20/2017] [Indexed: 12/26/2022] Open
Abstract
The bulb-type lectins are proteins consist of three sequential beta-sheet subdomains that bind to specific carbohydrates to perform certain biological functions. The active states of most bulb-type lectins are dimeric and it is thus important to elucidate the short- and long-range recognition mechanism for this dimer formation. To do so, we perform comparative sequence analysis for the single- and double-domain bulb-type lectins abundant in plant genomes. In contrast to the dimer complex of two single-domain lectins formed via protein-protein interactions, the double-domain lectin fuses two single-domain proteins into one protein with a short linker and requires only short-range interactions because its two single domains are always in close proximity. Sequence analysis demonstrates that the highly variable but coevolving polar residues at the interface of dimeric bulb-type lectins are largely absent in the double-domain bulb-type lectins. Moreover, network analysis on bulb-type lectin proteins show that these same polar residues have high closeness scores and thus serve as hubs with strong connections to all other residues. Taken together, we propose a potential mechanism for this lectin complex formation where coevolving polar residues of high closeness are responsible for long-range recognition.
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Affiliation(s)
- Yunjie Zhao
- Institute of Biophysics and Department of Physics, Central China Normal University, Wuhan, 430079, China.,Department of Physics, The George Washington University, Washington, DC, 20052, USA
| | - Yiren Jian
- Department of Physics, The George Washington University, Washington, DC, 20052, USA
| | - Zhichao Liu
- Department of Physics, The George Washington University, Washington, DC, 20052, USA
| | - Hang Liu
- Department of Electrical and Computer Engineering, The George Washington University, Washington, DC, 20052, USA
| | - Qin Liu
- School of Life Sciences, Jianghan University, Wuhan, 430056, China
| | - Chanyou Chen
- School of Life Sciences, Jianghan University, Wuhan, 430056, China
| | - Zhangyong Li
- Research Center of Biomedical Engineering, Chongqing University of Posts and Telecommunications, Chongqing, 400065, China
| | - Lu Wang
- Research Center of Biomedical Engineering, Chongqing University of Posts and Telecommunications, Chongqing, 400065, China
| | - H Howie Huang
- Department of Electrical and Computer Engineering, The George Washington University, Washington, DC, 20052, USA
| | - Chen Zeng
- Research Center of Biomedical Engineering, Chongqing University of Posts and Telecommunications, Chongqing, 400065, China. .,Department of Physics, The George Washington University, Washington, DC, 20052, USA. .,School of Life Sciences, Jianghan University, Wuhan, 430056, China.
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17
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Hu Y, Li S, Liu F, Geng L, Shu X, Zhang J. Discovery of novel nonpeptide allosteric inhibitors interrupting the interaction of CDK2/cyclin A3 by virtual screening and bioassays. Bioorg Med Chem Lett 2015; 25:4069-73. [PMID: 26316466 DOI: 10.1016/j.bmcl.2015.08.050] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/27/2015] [Revised: 07/04/2015] [Accepted: 08/20/2015] [Indexed: 02/08/2023]
Abstract
Serine/threonine-specific cyclin-dependent kinases (CDKs) are key regulatory elements in eukaryotic cell cycle progression, and the dysregulation of CDKs has been implicated in cancers. Therefore, CDKs have been identified as anti-cancer targets for the development of small-molecule drugs. In this Letter, virtual screening and biological evaluation were performed to identify novel lead structures that allosterically disrupt the interaction between CDK2 and cyclin A3, which are directed toward a noncatalytic binding pocket of CDK2. Ultimately, B2 was identified as exhibiting superior CDK2/cyclin A3 inhibition activity. In addition, our results indicated that B2 exhibited antiproliferative activities against a broad spectrum of human cancer cell lines. Significantly, B2 certainly interrupted the interaction between CDK2 and cyclin A3 and exhibited a concentration-dependent trend. In summary, our results suggest that B2 is the first effective allosteric chemical small-molecule CDK2 inhibitor to be discovered, and further lead optimization may result in a series of novel anti-CDK2 agents.
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Affiliation(s)
- Yutong Hu
- College of Pharmacy, Dalian Medical University, Dalian 116044, China; Department of Pathophysiology, Key Laboratory of Cell Differentiation and Apoptosis of Chinese Ministry of Education, Shanghai Jiao Tong University, School of Medicine, Shanghai 200025, China
| | - Shuai Li
- Department of Pathophysiology, Key Laboratory of Cell Differentiation and Apoptosis of Chinese Ministry of Education, Shanghai Jiao Tong University, School of Medicine, Shanghai 200025, China
| | - Fang Liu
- Surgery Department of the Second Affiliated Hospital, Dalian Medical University, Dalian 116023, China
| | - Lv Geng
- Department of Pathophysiology, Key Laboratory of Cell Differentiation and Apoptosis of Chinese Ministry of Education, Shanghai Jiao Tong University, School of Medicine, Shanghai 200025, China
| | - Xiaohong Shu
- College of Pharmacy, Dalian Medical University, Dalian 116044, China.
| | - Jian Zhang
- Department of Pathophysiology, Key Laboratory of Cell Differentiation and Apoptosis of Chinese Ministry of Education, Shanghai Jiao Tong University, School of Medicine, Shanghai 200025, China.
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Zhao Y, Zeng C, Massiah MA. Molecular dynamics simulation reveals insights into the mechanism of unfolding by the A130T/V mutations within the MID1 zinc-binding Bbox1 domain. PLoS One 2015; 10:e0124377. [PMID: 25874572 PMCID: PMC4395243 DOI: 10.1371/journal.pone.0124377] [Citation(s) in RCA: 41] [Impact Index Per Article: 4.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/15/2014] [Accepted: 03/01/2015] [Indexed: 11/25/2022] Open
Abstract
The zinc-binding Bbox1 domain in protein MID1, a member of the TRIM family of proteins, facilitates the ubiquitination of the catalytic subunit of protein phosphatase 2A and alpha4, a protein regulator of PP2A. The natural mutation of residue A130 to a valine or threonine disrupts substrate recognition and catalysis. While NMR data revealed the A130T mutant Bbox1 domain failed to coordinate both structurally essential zinc ions and resulted in an unfolded structure, the unfolding mechanism is unknown. Principle component analysis revealed that residue A130 served as a hinge point between the structured β-strand-turn-β-strand (β-turn-β) and the lasso-like loop sub-structures that constitute loop1 of the ββα-RING fold that the Bbox1 domain adopts. Backbone RMSD data indicate significant flexibility and departure from the native structure within the first 5 ns of the molecular dynamics (MD) simulation for the A130V mutant (>6 Å) and after 30 ns for A130T mutant (>6 Å). Overall RMSF values were higher for the mutant structures and showed increased flexibility around residues 125 and 155, regions with zinc-coordinating residues. Simulated pKa values of the sulfhydryl group of C142 located near A130 suggested an increased in value to ~9.0, paralleling the increase in the apparent dielectric constants for the small cavity near residue A130. Protonation of the sulfhydryl group would disrupt zinc-coordination, directly contributing to unfolding of the Bbox1. Together, the increased motion of residues of loop 1, which contains four of the six zinc-binding cysteine residues, and the increased pKa of C142 could destabilize the structure of the zinc-coordinating residues and contribute to the unfolding.
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Affiliation(s)
- Yunjie Zhao
- Department of Physics, The George Washington University, Washington, District of Columbia, United States of America
| | - Chen Zeng
- Department of Physics, The George Washington University, Washington, District of Columbia, United States of America
- Department of Physics, Huazhong University of Science and Technology, Wuhan, Hubei, China
| | - Michael A. Massiah
- Department of Chemistry, The George Washington University, Washington, District of Columbia, United States of America
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