1
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Bassani D, Moro S. Past, Present, and Future Perspectives on Computer-Aided Drug Design Methodologies. Molecules 2023; 28:3906. [PMID: 37175316 PMCID: PMC10180087 DOI: 10.3390/molecules28093906] [Citation(s) in RCA: 26] [Impact Index Per Article: 26.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/22/2023] [Revised: 04/28/2023] [Accepted: 05/02/2023] [Indexed: 05/15/2023] Open
Abstract
The application of computational approaches in drug discovery has been consolidated in the last decades. These families of techniques are usually grouped under the common name of "computer-aided drug design" (CADD), and they now constitute one of the pillars in the pharmaceutical discovery pipelines in many academic and industrial environments. Their implementation has been demonstrated to tremendously improve the speed of the early discovery steps, allowing for the proficient and rational choice of proper compounds for a desired therapeutic need among the extreme vastness of the drug-like chemical space. Moreover, the application of CADD approaches allows the rationalization of biochemical and interactive processes of pharmaceutical interest at the molecular level. Because of this, computational tools are now extensively used also in the field of rational 3D design and optimization of chemical entities starting from the structural information of the targets, which can be experimentally resolved or can also be obtained with other computer-based techniques. In this work, we revised the state-of-the-art computer-aided drug design methods, focusing on their application in different scenarios of pharmaceutical and biological interest, not only highlighting their great potential and their benefits, but also discussing their actual limitations and eventual weaknesses. This work can be considered a brief overview of computational methods for drug discovery.
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Affiliation(s)
- Davide Bassani
- Pharmaceutical Research & Early Development, Roche Innovation Center Basel, F. Hoffmann—La Roche Ltd., 4070 Basel, Switzerland;
- Molecular Modeling Section (MMS), Department of Pharmaceutical and Pharmacological Sciences, University of Padova, Via Marzolo 5, 35131 Padova, Italy
| | - Stefano Moro
- Molecular Modeling Section (MMS), Department of Pharmaceutical and Pharmacological Sciences, University of Padova, Via Marzolo 5, 35131 Padova, Italy
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2
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Thermal Titration Molecular Dynamics (TTMD): Not Your Usual Post-Docking Refinement. Int J Mol Sci 2023; 24:ijms24043596. [PMID: 36835004 PMCID: PMC9968212 DOI: 10.3390/ijms24043596] [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: 01/25/2023] [Revised: 02/01/2023] [Accepted: 02/07/2023] [Indexed: 02/15/2023] Open
Abstract
Molecular docking is one of the most widely used computational approaches in the field of rational drug design, thanks to its favorable balance between the rapidity of execution and the accuracy of provided results. Although very efficient in exploring the conformational degrees of freedom available to the ligand, docking programs can sometimes suffer from inaccurate scoring and ranking of generated poses. To address this issue, several post-docking filters and refinement protocols have been proposed throughout the years, including pharmacophore models and molecular dynamics simulations. In this work, we present the first application of Thermal Titration Molecular Dynamics (TTMD), a recently developed method for the qualitative estimation of protein-ligand unbinding kinetics, to the refinement of docking results. TTMD evaluates the conservation of the native binding mode throughout a series of molecular dynamics simulations performed at progressively increasing temperatures with a scoring function based on protein-ligand interaction fingerprints. The protocol was successfully applied to retrieve the native-like binding pose among a set of decoy poses of drug-like ligands generated on four different pharmaceutically relevant biological targets, including casein kinase 1δ, casein kinase 2, pyruvate dehydrogenase kinase 2, and SARS-CoV-2 main protease.
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3
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Pavan M, Menin S, Bassani D, Sturlese M, Moro S. Qualitative Estimation of Protein-Ligand Complex Stability through Thermal Titration Molecular Dynamics Simulations. J Chem Inf Model 2022; 62:5715-5728. [PMID: 36315402 PMCID: PMC9709921 DOI: 10.1021/acs.jcim.2c00995] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/05/2022]
Abstract
The prediction of ligand efficacy has long been linked to thermodynamic properties such as the equilibrium dissociation constant, which considers both the association and the dissociation rates of a defined protein-ligand complex. In the last 15 years, there has been a paradigm shift, with an increased interest in the determination of kinetic properties such as the drug-target residence time since they better correlate with ligand efficacy compared to other parameters. In this article, we present thermal titration molecular dynamics (TTMD), an alternative computational method that combines a series of molecular dynamics simulations performed at progressively increasing temperatures with a scoring function based on protein-ligand interaction fingerprints for the qualitative estimation of protein-ligand-binding stability. The protocol has been applied to four different pharmaceutically relevant test cases, including protein kinase CK1δ, protein kinase CK2, pyruvate dehydrogenase kinase 2, and SARS-CoV-2 main protease, on a variety of ligands with different sizes, structures, and experimentally determined affinity values. In all four cases, TTMD was successfully able to distinguish between high-affinity compounds (low nanomolar range) and low-affinity ones (micromolar), proving to be a useful screening tool for the prioritization of compounds in a drug discovery campaign.
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4
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Sultan A, Ali R, Sultan T, Ali S, Khan NJ, Parganiha A. Circadian clock modulating small molecules repurposing as inhibitors of SARS-CoV-2 M pro for pharmacological interventions in COVID-19 pandemic. Chronobiol Int 2021; 38:971-985. [PMID: 33820462 PMCID: PMC8022342 DOI: 10.1080/07420528.2021.1903027] [Citation(s) in RCA: 16] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/08/2023]
Abstract
The COVID-19 pandemic caused by SARS-CoV-2 is a global health emergency warranting the development of targeted treatment. The main protease Mpro is considered as a key drug target in coronavirus infections because of its vital role in the proteolytic processing of two essential polyproteins required for the replication and transcription of viral RNA. Targeting and inhibiting the Mpro activity represents a valid approach to prevent the SARS-CoV-2 replication and spread. Based on the structure-assisted drug designing, here we report a circadian clock-modulating small molecule “SRT2183” as a potent inhibitor of Mpro to block the replication of SARS-CoV-2. The findings are expected to pave the way for the development of therapeutics for COVID-19.
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Affiliation(s)
- Armiya Sultan
- Functional Genomics Laboratory, Center for Interdisciplinary Research in Basic Sciences, Jamia Millia Islamia (A Central University), New Delhi, India.,Department of Biosciences, Jamia Millia Islamia (A Central University), New Delhi, India.,Chronobiology and Animal Behaviour Laboratory, School of Studies in Life Sciences, Pt. Ravishankar Shukla University, Raipur, India
| | - Rafat Ali
- Department of Biosciences, Jamia Millia Islamia (A Central University), New Delhi, India
| | - Tahira Sultan
- Department of Biochemistry, University of Kashmir, Srinagar, India
| | - Sher Ali
- Department of Life Sciences, Sharda University, Greater Noida, India
| | - Nida Jamil Khan
- Department of Biosciences, Jamia Millia Islamia (A Central University), New Delhi, India
| | - Arti Parganiha
- Chronobiology and Animal Behaviour Laboratory, School of Studies in Life Sciences, Pt. Ravishankar Shukla University, Raipur, India
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5
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Lackner A, Sehlke R, Garmhausen M, Giuseppe Stirparo G, Huth M, Titz-Teixeira F, van der Lelij P, Ramesmayer J, Thomas HF, Ralser M, Santini L, Galimberti E, Sarov M, Stewart AF, Smith A, Beyer A, Leeb M. Cooperative genetic networks drive embryonic stem cell transition from naïve to formative pluripotency. EMBO J 2021; 40:e105776. [PMID: 33687089 PMCID: PMC8047444 DOI: 10.15252/embj.2020105776] [Citation(s) in RCA: 23] [Impact Index Per Article: 7.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/01/2020] [Revised: 01/18/2021] [Accepted: 01/19/2021] [Indexed: 12/11/2022] Open
Abstract
In the mammalian embryo, epiblast cells must exit the naïve state and acquire formative pluripotency. This cell state transition is recapitulated by mouse embryonic stem cells (ESCs), which undergo pluripotency progression in defined conditions in vitro. However, our understanding of the molecular cascades and gene networks involved in the exit from naïve pluripotency remains fragmentary. Here, we employed a combination of genetic screens in haploid ESCs, CRISPR/Cas9 gene disruption, large‐scale transcriptomics and computational systems biology to delineate the regulatory circuits governing naïve state exit. Transcriptome profiles for 73 ESC lines deficient for regulators of the exit from naïve pluripotency predominantly manifest delays on the trajectory from naïve to formative epiblast. We find that gene networks operative in ESCs are also active during transition from pre‐ to post‐implantation epiblast in utero. We identified 496 naïve state‐associated genes tightly connected to the in vivo epiblast state transition and largely conserved in primate embryos. Integrated analysis of mutant transcriptomes revealed funnelling of multiple gene activities into discrete regulatory modules. Finally, we delineate how intersections with signalling pathways direct this pivotal mammalian cell state transition.
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Affiliation(s)
- Andreas Lackner
- Max Perutz Laboratories Vienna, University of Vienna, Vienna Biocenter, Vienna, Austria
| | - Robert Sehlke
- Cologne Excellence Cluster Cellular Stress Response in Aging-Associated Diseases (CECAD), University of Cologne, Cologne, Germany
| | - Marius Garmhausen
- Cologne Excellence Cluster Cellular Stress Response in Aging-Associated Diseases (CECAD), University of Cologne, Cologne, Germany
| | - Giuliano Giuseppe Stirparo
- Wellcome - MRC Cambridge Stem Cell Institute, University of Cambridge, Cambridge, UK.,Living Systems Institute, University of Exeter, Exeter, UK
| | - Michelle Huth
- Max Perutz Laboratories Vienna, University of Vienna, Vienna Biocenter, Vienna, Austria
| | - Fabian Titz-Teixeira
- Cologne Excellence Cluster Cellular Stress Response in Aging-Associated Diseases (CECAD), University of Cologne, Cologne, Germany
| | - Petra van der Lelij
- Max Perutz Laboratories Vienna, University of Vienna, Vienna Biocenter, Vienna, Austria
| | - Julia Ramesmayer
- Max Perutz Laboratories Vienna, University of Vienna, Vienna Biocenter, Vienna, Austria
| | - Henry F Thomas
- Max Perutz Laboratories Vienna, University of Vienna, Vienna Biocenter, Vienna, Austria
| | - Meryem Ralser
- Wellcome - MRC Cambridge Stem Cell Institute, University of Cambridge, Cambridge, UK
| | - Laura Santini
- Max Perutz Laboratories Vienna, University of Vienna, Vienna Biocenter, Vienna, Austria
| | - Elena Galimberti
- Max Perutz Laboratories Vienna, University of Vienna, Vienna Biocenter, Vienna, Austria
| | - Mihail Sarov
- Max Planck Institute of Molecular Cell Biology and Genetics, Dresden, Germany
| | - A Francis Stewart
- Max Planck Institute of Molecular Cell Biology and Genetics, Dresden, Germany.,Biotechnology Center, Center for Molecular and Cellular Bioengineering, Technische Universität Dresden, Dresden, Germany
| | - Austin Smith
- Wellcome - MRC Cambridge Stem Cell Institute, University of Cambridge, Cambridge, UK.,Living Systems Institute, University of Exeter, Exeter, UK
| | - Andreas Beyer
- Cologne Excellence Cluster Cellular Stress Response in Aging-Associated Diseases (CECAD), University of Cologne, Cologne, Germany.,Center for Molecular Medicine (CMMC), University of Cologne, Cologne, Germany
| | - Martin Leeb
- Max Perutz Laboratories Vienna, University of Vienna, Vienna Biocenter, Vienna, Austria
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6
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Narasimamurthy R, Virshup DM. The phosphorylation switch that regulates ticking of the circadian clock. Mol Cell 2021; 81:1133-1146. [PMID: 33545069 DOI: 10.1016/j.molcel.2021.01.006] [Citation(s) in RCA: 43] [Impact Index Per Article: 14.3] [Reference Citation Analysis] [Abstract] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/21/2020] [Revised: 12/18/2020] [Accepted: 01/05/2021] [Indexed: 02/08/2023]
Abstract
In our 24/7 well-lit world, it's easy to skip or delay sleep to work, study, and play. However, our circadian rhythms are not easily fooled; the consequences of jet lag and shift work are many and severe, including metabolic, mood, and malignant disorders. The internal clock that keeps track of time has at its heart the reversible phosphorylation of the PERIOD proteins, regulated by isoforms of casein kinase 1 (CK1). In-depth biochemical, genetic, and structural studies of these kinases, their mutants, and their splice variants have combined over the past several years to provide a robust understanding of how the core clock is regulated by a phosphoswitch whereby phosphorylation of a stabilizing site on PER blocks phosphorylation of a distant phosphodegron. The recent structure of a circadian mutant form of CK1 implicates an internal activation loop switch that regulates this phosphoswitch and points to new approaches to regulation of the clock.
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Affiliation(s)
- Rajesh Narasimamurthy
- Program in Cancer and Stem Cell Biology, Duke-NUS Medical School, Singapore 169857, Singapore.
| | - David M Virshup
- Program in Cancer and Stem Cell Biology, Duke-NUS Medical School, Singapore 169857, Singapore; Department of Pediatrics, Duke University School of Medicine, Durham, NC 27710, USA.
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7
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Mullin NP, Varghese J, Colby D, Richardson JM, Findlay GM, Chambers I. Phosphorylation of NANOG by casein kinase I regulates embryonic stem cell self-renewal. FEBS Lett 2021; 595:14-25. [PMID: 33107035 PMCID: PMC7839479 DOI: 10.1002/1873-3468.13969] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/28/2020] [Revised: 10/13/2020] [Accepted: 10/15/2020] [Indexed: 12/24/2022]
Abstract
The self-renewal efficiency of mouse embryonic stem cells (ESCs) is determined by the concentration of the transcription factor NANOG. While NANOG binds thousands of sites in chromatin, the regulatory systems that control DNA binding are poorly characterised. Here, we show that NANOG is phosphorylated by casein kinase I, and identify target residues. Phosphomimetic substitutions at phosphorylation sites within the homeodomain (S130 and S131) have site-specific functional effects. Phosphomimetic substitution of S130 abolishes DNA binding by NANOG and eliminates LIF-independent self-renewal. In contrast, phosphomimetic substitution of S131 enhances LIF-independent self-renewal, without influencing DNA binding. Modelling the DNA-homeodomain complex explains the disparate effects of these phosphomimetic substitutions. These results indicate how phosphorylation may influence NANOG homeodomain interactions that underpin ESC self-renewal.
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Affiliation(s)
- Nicholas P. Mullin
- Centre for Regenerative MedicineInstitute for Stem Cell ResearchSchool of Biological SciencesUniversity of EdinburghUK
| | - Joby Varghese
- Protein Phosphorylation and Ubiquitylation UnitJames Black CentreSchool of Life SciencesDundeeUK
| | - Douglas Colby
- Centre for Regenerative MedicineInstitute for Stem Cell ResearchSchool of Biological SciencesUniversity of EdinburghUK
| | - Julia M. Richardson
- Institute of Quantitative Biology, Biochemistry and BiotechnologyEdinburghUK
| | - Greg M. Findlay
- Protein Phosphorylation and Ubiquitylation UnitJames Black CentreSchool of Life SciencesDundeeUK
| | - Ian Chambers
- Centre for Regenerative MedicineInstitute for Stem Cell ResearchSchool of Biological SciencesUniversity of EdinburghUK
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8
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Miller S, Hirota T. Pharmacological Interventions to Circadian Clocks and Their Molecular Bases. J Mol Biol 2020; 432:3498-3514. [DOI: 10.1016/j.jmb.2020.01.003] [Citation(s) in RCA: 20] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/29/2019] [Revised: 12/30/2019] [Accepted: 01/02/2020] [Indexed: 12/31/2022]
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9
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Simultaneous Control of Endogenous and User-Defined Genetic Pathways Using Unique ecDHFR Pharmacological Chaperones. Cell Chem Biol 2020; 27:622-634.e6. [PMID: 32330442 DOI: 10.1016/j.chembiol.2020.03.006] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/11/2019] [Revised: 02/04/2020] [Accepted: 03/06/2020] [Indexed: 12/12/2022]
Abstract
Destabilizing domains (DDs), such as a mutated form of Escherichia coli dihydrofolate reductase (ecDHFR), confer instability and promote protein degradation. However, when combined with small-molecule stabilizers (e.g., the antibiotic trimethoprim), DDs allow positive regulation of fusion protein abundance. Using a combinatorial screening approach, we identified and validated 17 unique 2,4-diaminopyrimidine/triazine-based ecDHFR DD stabilizers, at least 15 of which were ineffective antibiotics against E. coli and S. aureus. Identified stabilizers functioned in vivo to control an ecDHFR DD-firefly luciferase in the mouse eye and/or the liver. Next, stabilizers were leveraged to perform synergistic dual functions in vitro (HeLa cell death sensitization) and in vivo (repression of ocular inflammation) by stabilizing a user-defined ecDHFR DD while also controlling endogenous signaling pathways. Thus, these newly identified pharmacological chaperones allow for simultaneous control of compound-specific endogenous and user-defined genetic pathways, the combination of which may provide synergistic effects in complex biological scenarios.
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10
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Park H, Jung HY, Mah S, Kim K, Hong S. Kinase and GPCR polypharmacological approach for the identification of efficient anticancer medicines. Org Biomol Chem 2020; 18:8402-8413. [PMID: 33112339 DOI: 10.1039/d0ob01917h] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/24/2022]
Abstract
Discovery of an anticancer medicine using a single target protein has often been unsuccessful due to the complexity of pathogenic mechanisms as well as the presence of redundant signaling pathways. In this work, we attempted to find promising anticancer drug candidates by simultaneously targeting casein kinase 1 delta (CK1δ) and muscarinic acetylcholine receptor M3 (M3R). Through the structure-based virtual screening and de novo design with the modified potential function for protein-ligand binding, a series of benzo[4,5]imidazo[1,2-a][1,3,5]triazine-2-amine (BITA) derivatives were identified as CK1δ inhibitors and also as M3R antagonists. The biochemical potencies of these bifunctional molecules reached the nanomolar and low-micromolar levels with respect to CK1δ and M3R, respectively. A common interaction feature in the calculated CK1δ-inhibitor and M3R-antagonist complexes is that the BITA moiety is well-stabilized in the orthosteric site of M3R and the hinge region of CK1δ through the establishment of the three hydrogen bonds and the hydrophobic contacts in the vicinity. The computational and experimental results found in this work exemplify the efficiency of kinase and GPCR polypharmacology in developing anticancer medicines.
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Affiliation(s)
- Hwangseo Park
- Department of Bioscience and Biotechnology & Institute of Anticancer Medicine Development, Sejong University, 209 Neungdong-ro, Kwangjin-gu, Seoul 05006, Republic of Korea.
| | - Hoi-Yun Jung
- Department of Chemistry, Korea Advanced Institute of Science and Technology (KAIST), Daejeon 34141, Republic of Korea. and Center for Catalytic Hydrocarbon Functionalizations, Institute for Basic Science (IBS), Daejeon 34141, Republic of Korea
| | - Shinmee Mah
- Department of Chemistry, Korea Advanced Institute of Science and Technology (KAIST), Daejeon 34141, Republic of Korea. and Center for Catalytic Hydrocarbon Functionalizations, Institute for Basic Science (IBS), Daejeon 34141, Republic of Korea
| | - Kewon Kim
- Department of Chemistry, Korea Advanced Institute of Science and Technology (KAIST), Daejeon 34141, Republic of Korea. and Center for Catalytic Hydrocarbon Functionalizations, Institute for Basic Science (IBS), Daejeon 34141, Republic of Korea
| | - Sungwoo Hong
- Department of Chemistry, Korea Advanced Institute of Science and Technology (KAIST), Daejeon 34141, Republic of Korea. and Center for Catalytic Hydrocarbon Functionalizations, Institute for Basic Science (IBS), Daejeon 34141, Republic of Korea
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11
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Ono A, Sato A, Fujimoto KJ, Matsuo H, Yanai T, Kinoshita T, Nakamichi N. 3,4-Dibromo-7-Azaindole Modulates Arabidopsis Circadian Clock by Inhibiting Casein Kinase 1 Activity. PLANT & CELL PHYSIOLOGY 2019; 60:2360-2368. [PMID: 31529098 PMCID: PMC6839374 DOI: 10.1093/pcp/pcz183] [Citation(s) in RCA: 15] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/21/2019] [Accepted: 09/10/2019] [Indexed: 05/05/2023]
Abstract
The circadian clock is a timekeeping system for regulation of numerous biological daily rhythms. One characteristic of the circadian clock is that period length remains relatively constant in spite of environmental fluctuations, such as temperature change. Here, using the curated collection of in-house small molecule chemical library (ITbM chemical library), we show that small molecule 3,4-dibromo-7-azaindole (B-AZ) lengthened the circadian period of Arabidopsis thaliana (Arabidopsis). B-AZ has not previously been reported to have any biological and biochemical activities. Target identification can elucidate the mode of action of small molecules, but we were unable to make a molecular probe of B-AZ for target identification. Instead, we performed other analysis, gene expression profiling that potentially reveals mode of action of molecules. Short-term treatment of B-AZ decreased the expression of four dawn- and morning-phased clock-associated genes, CIRCADIAN CLOCK-ASSOCIATED 1 (CCA1), LATE ELONGATED HYPOCOTYL (LHY), PSEUDO-RESPONSE REGULATOR 9 (PRR9) and PRR7. Consistently, amounts of PRR5 and TIMING OF CAB EXPRESSION 1 (TOC1) proteins, transcriptional repressors of CCA1, LHY, PRR9 and PRR7 were increased upon B-AZ treatment. B-AZ inhibited Casein Kinase 1 family (CK1) that phosphorylates PRR5 and TOC1 for targeted degradation. A docking study and molecular dynamics simulation suggested that B-AZ interacts with the ATP-binding pocket of human CK1 delta, whose amino acid sequences are highly similar to those of Arabidopsis CK1. B-AZ-induced period-lengthening effect was attenuated in prr5 toc1 mutants. Collectively, this study provides a novel and simple structure CK1 inhibitor that modulates circadian clock via accumulation of PRR5 and TOC1.
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Affiliation(s)
- Azusa Ono
- Division of Biological Science, Graduate School of Science, Nagoya University, Furocho, Chikusa, Nagoya, Japan
| | - Ayato Sato
- Institute of Transformative Bio-Molecules (WPI-ITbM), Nagoya University, Furocho, Chikusa, Nagoya, Japan
| | - Kazuhiro J Fujimoto
- Institute of Transformative Bio-Molecules (WPI-ITbM), Nagoya University, Furocho, Chikusa, Nagoya, Japan
- Department of Chemistry, Graduate School of Science, Nagoya University, Furocho, Chikusa, Nagoya, Japan
| | - Hiromi Matsuo
- Institute of Transformative Bio-Molecules (WPI-ITbM), Nagoya University, Furocho, Chikusa, Nagoya, Japan
| | - Takeshi Yanai
- Institute of Transformative Bio-Molecules (WPI-ITbM), Nagoya University, Furocho, Chikusa, Nagoya, Japan
- Department of Chemistry, Graduate School of Science, Nagoya University, Furocho, Chikusa, Nagoya, Japan
| | - Toshinori Kinoshita
- Division of Biological Science, Graduate School of Science, Nagoya University, Furocho, Chikusa, Nagoya, Japan
- Institute of Transformative Bio-Molecules (WPI-ITbM), Nagoya University, Furocho, Chikusa, Nagoya, Japan
| | - Norihito Nakamichi
- Division of Biological Science, Graduate School of Science, Nagoya University, Furocho, Chikusa, Nagoya, Japan
- Institute of Transformative Bio-Molecules (WPI-ITbM), Nagoya University, Furocho, Chikusa, Nagoya, Japan
- * Corresponding author: E-mail, ; Fax, +81-789-4778
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12
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Sciabola S, Benedetti P, D’Arrigo G, Torella R, Baroni M, Cruciani G, Spyrakis F. Discovering New Casein Kinase 1d Inhibitors with an Innovative Molecular Dynamics Enabled Virtual Screening Workflow. ACS Med Chem Lett 2019; 10:487-492. [PMID: 30996784 DOI: 10.1021/acsmedchemlett.8b00523] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/31/2018] [Accepted: 12/13/2018] [Indexed: 01/29/2023] Open
Abstract
The value of including protein flexibility in structure-based drug design (SBDD) is widely documented, and currently, molecular dynamics (MD) simulations represent a powerful tool to investigate protein dynamics. Yet, the inclusion of MD-derived information in pre-existing SBDD workflows is still far from trivial. We recently published an integrated MD-FLAP (Fingerprints for Ligands and Proteins) approach combining MD, clustering and Linear Discriminant Analysis (LDA) for enhancing accuracy, efficacy, and for protein conformational selection in virtual screening (VS) campaigns. Here we prospectively applied the MD-FLAP workflow to discover novel chemotypes inhibiting the Casein Kinase 1 delta (CSNK1D) enzyme. We first obtained a VS model able to separate active from inactive compounds, with a global AUC of 0.9 and a partial ROC enrichment at 0.5% of 0.18, and use it to mine the internal Pfizer screening database. Seven active molecules sharing a phenyl-indazole scaffold, not yet reported among CSNK1D inhibitors, were found. The most potent inhibitor showed an IC50 of 134 nM.
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Affiliation(s)
- Simone Sciabola
- Pfizer Worldwide Research and Development, 1 Portland Street, Cambridge, Massachusetts 02139, United States
- Biotherapeutics and Medicinal Sciences, Biogen Inc., Cambridge, Massachusetts 02139, United States
| | - Paolo Benedetti
- Department of Chemistry, Biology and Biotechnology, University of Perugia, Via Elce di Sotto 8, 06123 Perugia, Italy
- Consortium for Computational Molecular and Materials Sciences (CMS), Via Elce di Sotto 8, 06123 Perugia, Italy
| | - Giulia D’Arrigo
- Department of Drug Science and Technology, University of Turin, Via Pietro Giuria 9, 10125 Torino, Italy
| | - Rubben Torella
- Pfizer Worldwide Research and Development, 1 Portland Street, Cambridge, Massachusetts 02139, United States
| | - Massimo Baroni
- Molecular Discovery Ltd., Centennial Park, WD6 3FG Borehamwood, Hertfordshire, U.K
| | - Gabriele Cruciani
- Department of Chemistry, Biology and Biotechnology, University of Perugia, Via Elce di Sotto 8, 06123 Perugia, Italy
- Consortium for Computational Molecular and Materials Sciences (CMS), Via Elce di Sotto 8, 06123 Perugia, Italy
| | - Francesca Spyrakis
- Department of Drug Science and Technology, University of Turin, Via Pietro Giuria 9, 10125 Torino, Italy
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13
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Ichiishi N, Moore KP, Wassermann AM, Wolkenberg SE, Krska SW. Reducing Limitation in Probe Design: The Development of a Diazirine-Compatible Suzuki-Miyaura Cross Coupling Reaction. ACS Med Chem Lett 2019; 10:56-61. [PMID: 30655947 DOI: 10.1021/acsmedchemlett.8b00403] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/09/2018] [Accepted: 12/06/2018] [Indexed: 12/17/2022] Open
Abstract
Access to high quality photoaffinity probe molecules is often constrained by synthetic limitations related to diazirine installation. A survey of recently published photoaffinity probe syntheses identified the Suzuki-Miyaura (S-M) coupling reaction, ubiquitous in drug discovery, as being underutilized to incorporate diazirines. To test whether advances in modern cross-coupling catalysis might enable efficient S-M couplings tolerant of the diazirine moiety, a fragment-based screening approach was employed. A model S-M coupling reaction was screened under various conditions in the presence of an aromatic diazirine fragment. This screen identified reaction conditions that gave good yields of S-M coupling product while minimally perturbing the diazirine reporter fragment. These conditions were found to be highly scalable and exhibited broad scope when applied to a chemistry informer library of 24 pharmaceutically relevant aryl boron pinacol esters. Furthermore, these conditions were used to synthesize a known diazirine-containing probe molecule with improved synthetic efficiency.
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Affiliation(s)
- Naoko Ichiishi
- Merck & Co., Inc., Discovery Chemistry, HTE and Lead Discovery Capabilities, Kenilworth, New Jersey 07033, United States
| | - Keith P. Moore
- Merck & Co., Inc., Discovery Chemistry, Chemical Biology, West Point, Pennsylvania 19486, United States
| | - Anne Mai Wassermann
- Merck & Co., Inc., Discovery Chemistry, Chemistry Informatics, Boston, Massachusetts 02115, United States
| | - Scott E. Wolkenberg
- Merck & Co., Inc., Discovery Chemistry, Chemical Biology, West Point, Pennsylvania 19486, United States
| | - Shane W. Krska
- Merck & Co., Inc., Discovery Chemistry, HTE and Lead Discovery Capabilities, Kenilworth, New Jersey 07033, United States
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14
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Pahl A, Sievers S. The Cell Painting Assay as a Screening Tool for the Discovery of Bioactivities in New Chemical Matter. Methods Mol Biol 2019; 1888:115-126. [PMID: 30519943 DOI: 10.1007/978-1-4939-8891-4_6] [Citation(s) in RCA: 19] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/14/2022]
Abstract
Multiparametric phenotypic screening based on cellular morphology interrogates many biological pathways simultaneously and is therefore a valuable screening tool for the discovery of new biological activities. The cell painting assay stains various cellular features using six different dyes in one well. By automated image analysis, hundreds of parameters are calculated from the images which deliver a phenotypic profile of the cell. It has been shown that compounds with similar modes of action deliver similar phenotypic profiles. Using a reference set of compounds with known modes of action, it is possible to assign probable modes of action to new compounds and to discover compounds with potentially new modes of action.Here we describe the cell painting assay as a screening tool using a hit identification workflow which has been implemented using open-source software.
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Affiliation(s)
- Axel Pahl
- Max Planck Institute of Molecular Physiology, Dortmund, Germany
| | - Sonja Sievers
- Max Planck Institute of Molecular Physiology, Dortmund, Germany.
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15
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Jiang S, Zhang M, Sun J, Yang X. Casein kinase 1α: biological mechanisms and theranostic potential. Cell Commun Signal 2018; 16:23. [PMID: 29793495 PMCID: PMC5968562 DOI: 10.1186/s12964-018-0236-z] [Citation(s) in RCA: 68] [Impact Index Per Article: 11.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/18/2018] [Accepted: 05/16/2018] [Indexed: 02/07/2023] Open
Abstract
Casein kinase 1α (CK1α) is a multifunctional protein belonging to the CK1 protein family that is conserved in eukaryotes from yeast to humans. It regulates signaling pathways related to membrane trafficking, cell cycle progression, chromosome segregation, apoptosis, autophagy, cell metabolism, and differentiation in development, circadian rhythm, and the immune response as well as neurodegeneration and cancer. Given its involvement in diverse cellular, physiological, and pathological processes, CK1α is a promising therapeutic target. In this review, we summarize what is known of the biological functions of CK1α, and provide an overview of existing challenges and potential opportunities for advancing theranostics.
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Affiliation(s)
- Shaojie Jiang
- Department of Radiology, Sir Run Run Shaw Hospital, School of Medicine, Zhejiang University, Zhejiang, 310016, Hangzhou, China
| | - Miaofeng Zhang
- Department of Orthopaedics, Second Affiliated Hospital, School of Medicine, Zhejiang University, Zhejiang, 310009, Hangzhou, China
| | - Jihong Sun
- Department of Radiology, Sir Run Run Shaw Hospital, School of Medicine, Zhejiang University, Zhejiang, 310016, Hangzhou, China
| | - Xiaoming Yang
- Department of Radiology, Sir Run Run Shaw Hospital, School of Medicine, Zhejiang University, Zhejiang, 310016, Hangzhou, China. .,Image-Guided Bio-Molecular Intervention Research, Department of Radiology, University of Washington School of Medicine, Seattle, WA, 98109, USA.
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16
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17
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18
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Schaefer SA, Higashi AY, Loomis B, Schrepfer T, Wan G, Corfas G, Dressler GR, Duncan RK. From Otic Induction to Hair Cell Production: Pax2 EGFP Cell Line Illuminates Key Stages of Development in Mouse Inner Ear Organoid Model. Stem Cells Dev 2018; 27:237-251. [PMID: 29272992 DOI: 10.1089/scd.2017.0142] [Citation(s) in RCA: 23] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/05/2023] Open
Abstract
Producing hair cells of the inner ear is the major goal of ongoing research that combines advances in developmental and stem cell biology. The recent advent of an inner ear organoid protocol-resulting in three-dimensional stem cell-derived tissues resembling vestibular sensory epithelia-has sparked interest in applications such as regeneration, drug discovery, and disease modeling. In this study, we adapted this protocol for a novel mouse embryonic stem cell line with a fluorescent reporter for Pax2 expression. We used Pax2EGFP/+ organoid formation to model otic induction, the pivotal developmental event when preplacodal tissue adopts otic fate. We found upregulation of Pax2 and activation of ERK downstream of fibroblast growth factor signaling in organoid formation as in embryonic inner ear development. Pax2 expression was evident from the EGFP reporter beginning at the vesicle formation stage and persisting through generation of the sensory epithelium. The native ventralizing signal sonic hedgehog was largely absent from the cell aggregates as otic vesicles began to form, confirming the dorsal vestibular organoid fate. Nonetheless, cochlear- or vestibular-like neurons appeared to delaminate from the derived otic vesicles and formed synaptic contacts with hair cells in the organoids. Cell lines with transcriptional reporters such as Pax2EGFP/+ facilitate direct evaluation of morphological changes during organoid production, a major asset when establishing and validating the culture protocol.
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Affiliation(s)
- Stacy A Schaefer
- 1 Department of Otolaryngology, Kresge Hearing Research Institute, University of Michigan , Ann Arbor, Michigan
| | - Atsuko Y Higashi
- 2 Department of Pathology, University of Michigan , Ann Arbor, Michigan
| | - Benjamin Loomis
- 1 Department of Otolaryngology, Kresge Hearing Research Institute, University of Michigan , Ann Arbor, Michigan
| | - Thomas Schrepfer
- 1 Department of Otolaryngology, Kresge Hearing Research Institute, University of Michigan , Ann Arbor, Michigan
| | - Guoqiang Wan
- 1 Department of Otolaryngology, Kresge Hearing Research Institute, University of Michigan , Ann Arbor, Michigan
| | - Gabriel Corfas
- 1 Department of Otolaryngology, Kresge Hearing Research Institute, University of Michigan , Ann Arbor, Michigan
| | | | - Robert Keith Duncan
- 1 Department of Otolaryngology, Kresge Hearing Research Institute, University of Michigan , Ann Arbor, Michigan
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19
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Robke L, Laraia L, Carnero Corrales MA, Konstantinidis G, Muroi M, Richters A, Winzker M, Engbring T, Tomassi S, Watanabe N, Osada H, Rauh D, Waldmann H, Wu YW, Engel J. Phenotypic Identification of a Novel Autophagy Inhibitor Chemotype Targeting Lipid Kinase VPS34. Angew Chem Int Ed Engl 2017. [DOI: 10.1002/ange.201703738] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/19/2022]
Affiliation(s)
- Lucas Robke
- Max-Planck-Institute of Molecular Physiology; Department of Chemical Biology; Otto-Hahn-Strasse 11 44227 Dortmund Germany
- Faculty of Chemistry and Chemical Biology; TU Dortmund University; Otto-Hahn-Strasse 4a 44227 Dortmund Germany
| | - Luca Laraia
- Max-Planck-Institute of Molecular Physiology; Department of Chemical Biology; Otto-Hahn-Strasse 11 44227 Dortmund Germany
| | - Marjorie A. Carnero Corrales
- Max-Planck-Institute of Molecular Physiology; Department of Chemical Biology; Otto-Hahn-Strasse 11 44227 Dortmund Germany
- Faculty of Chemistry and Chemical Biology; TU Dortmund University; Otto-Hahn-Strasse 4a 44227 Dortmund Germany
| | - Georgios Konstantinidis
- Chemical Genomics Centre of the Max-Planck-Society; Otto-Hahn-Strasse 15 44227 Dortmund Germany
| | - Makoto Muroi
- Chemical Biology Research Group; RIKEN CSRS; 2-1, Hirosawa, Wako Saitama 351-0198 Japan
- RIKEN-Max Planck Joint Research Division for Systems Chemical Biology; RIKEN CSRS; 2-1, Hirosawa, Wako Saitama 351-0198 Japan
| | - André Richters
- Faculty of Chemistry and Chemical Biology; TU Dortmund University; Otto-Hahn-Strasse 4a 44227 Dortmund Germany
| | - Michael Winzker
- Max-Planck-Institute of Molecular Physiology; Department of Chemical Biology; Otto-Hahn-Strasse 11 44227 Dortmund Germany
- Faculty of Chemistry and Chemical Biology; TU Dortmund University; Otto-Hahn-Strasse 4a 44227 Dortmund Germany
| | - Tobias Engbring
- Faculty of Chemistry and Chemical Biology; TU Dortmund University; Otto-Hahn-Strasse 4a 44227 Dortmund Germany
| | - Stefano Tomassi
- Faculty of Chemistry and Chemical Biology; TU Dortmund University; Otto-Hahn-Strasse 4a 44227 Dortmund Germany
| | - Nobumoto Watanabe
- RIKEN-Max Planck Joint Research Division for Systems Chemical Biology; RIKEN CSRS; 2-1, Hirosawa, Wako Saitama 351-0198 Japan
- Bio-Active Compounds Discovery Research Unit; RIKEN CSRS; 2-1, Hirosawa, Wako Saitama 351-0198 Japan
| | - Hiroyuki Osada
- Chemical Biology Research Group; RIKEN CSRS; 2-1, Hirosawa, Wako Saitama 351-0198 Japan
- RIKEN-Max Planck Joint Research Division for Systems Chemical Biology; RIKEN CSRS; 2-1, Hirosawa, Wako Saitama 351-0198 Japan
| | - Daniel Rauh
- Faculty of Chemistry and Chemical Biology; TU Dortmund University; Otto-Hahn-Strasse 4a 44227 Dortmund Germany
| | - Herbert Waldmann
- Max-Planck-Institute of Molecular Physiology; Department of Chemical Biology; Otto-Hahn-Strasse 11 44227 Dortmund Germany
- Faculty of Chemistry and Chemical Biology; TU Dortmund University; Otto-Hahn-Strasse 4a 44227 Dortmund Germany
| | - Yao-Wen Wu
- Chemical Genomics Centre of the Max-Planck-Society; Otto-Hahn-Strasse 15 44227 Dortmund Germany
| | - Julian Engel
- Faculty of Chemistry and Chemical Biology; TU Dortmund University; Otto-Hahn-Strasse 4a 44227 Dortmund Germany
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20
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Robke L, Laraia L, Carnero Corrales MA, Konstantinidis G, Muroi M, Richters A, Winzker M, Engbring T, Tomassi S, Watanabe N, Osada H, Rauh D, Waldmann H, Wu YW, Engel J. Phenotypic Identification of a Novel Autophagy Inhibitor Chemotype Targeting Lipid Kinase VPS34. Angew Chem Int Ed Engl 2017; 56:8153-8157. [DOI: 10.1002/anie.201703738] [Citation(s) in RCA: 39] [Impact Index Per Article: 5.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/11/2017] [Indexed: 12/19/2022]
Affiliation(s)
- Lucas Robke
- Max-Planck-Institute of Molecular Physiology; Department of Chemical Biology; Otto-Hahn-Strasse 11 44227 Dortmund Germany
- Faculty of Chemistry and Chemical Biology; TU Dortmund University; Otto-Hahn-Strasse 4a 44227 Dortmund Germany
| | - Luca Laraia
- Max-Planck-Institute of Molecular Physiology; Department of Chemical Biology; Otto-Hahn-Strasse 11 44227 Dortmund Germany
| | - Marjorie A. Carnero Corrales
- Max-Planck-Institute of Molecular Physiology; Department of Chemical Biology; Otto-Hahn-Strasse 11 44227 Dortmund Germany
- Faculty of Chemistry and Chemical Biology; TU Dortmund University; Otto-Hahn-Strasse 4a 44227 Dortmund Germany
| | - Georgios Konstantinidis
- Chemical Genomics Centre of the Max-Planck-Society; Otto-Hahn-Strasse 15 44227 Dortmund Germany
| | - Makoto Muroi
- Chemical Biology Research Group; RIKEN CSRS; 2-1, Hirosawa, Wako Saitama 351-0198 Japan
- RIKEN-Max Planck Joint Research Division for Systems Chemical Biology; RIKEN CSRS; 2-1, Hirosawa, Wako Saitama 351-0198 Japan
| | - André Richters
- Faculty of Chemistry and Chemical Biology; TU Dortmund University; Otto-Hahn-Strasse 4a 44227 Dortmund Germany
| | - Michael Winzker
- Max-Planck-Institute of Molecular Physiology; Department of Chemical Biology; Otto-Hahn-Strasse 11 44227 Dortmund Germany
- Faculty of Chemistry and Chemical Biology; TU Dortmund University; Otto-Hahn-Strasse 4a 44227 Dortmund Germany
| | - Tobias Engbring
- Faculty of Chemistry and Chemical Biology; TU Dortmund University; Otto-Hahn-Strasse 4a 44227 Dortmund Germany
| | - Stefano Tomassi
- Faculty of Chemistry and Chemical Biology; TU Dortmund University; Otto-Hahn-Strasse 4a 44227 Dortmund Germany
| | - Nobumoto Watanabe
- RIKEN-Max Planck Joint Research Division for Systems Chemical Biology; RIKEN CSRS; 2-1, Hirosawa, Wako Saitama 351-0198 Japan
- Bio-Active Compounds Discovery Research Unit; RIKEN CSRS; 2-1, Hirosawa, Wako Saitama 351-0198 Japan
| | - Hiroyuki Osada
- Chemical Biology Research Group; RIKEN CSRS; 2-1, Hirosawa, Wako Saitama 351-0198 Japan
- RIKEN-Max Planck Joint Research Division for Systems Chemical Biology; RIKEN CSRS; 2-1, Hirosawa, Wako Saitama 351-0198 Japan
| | - Daniel Rauh
- Faculty of Chemistry and Chemical Biology; TU Dortmund University; Otto-Hahn-Strasse 4a 44227 Dortmund Germany
| | - Herbert Waldmann
- Max-Planck-Institute of Molecular Physiology; Department of Chemical Biology; Otto-Hahn-Strasse 11 44227 Dortmund Germany
- Faculty of Chemistry and Chemical Biology; TU Dortmund University; Otto-Hahn-Strasse 4a 44227 Dortmund Germany
| | - Yao-Wen Wu
- Chemical Genomics Centre of the Max-Planck-Society; Otto-Hahn-Strasse 15 44227 Dortmund Germany
| | - Julian Engel
- Faculty of Chemistry and Chemical Biology; TU Dortmund University; Otto-Hahn-Strasse 4a 44227 Dortmund Germany
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Russell AJ, Silpa L. Chemical-Induced Naive Pluripotency. Cell Chem Biol 2016; 23:532-534. [PMID: 27203371 DOI: 10.1016/j.chembiol.2016.05.002] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
The capacity to harness the properties of pluripotent stem cells has a wide-reaching impact on regenerative medicine, drug discovery, and also basic science. Two recent publications by Ursu et al. and Illich et al. demonstrate that inhibition of a CK1 isoform efficiently induces naive pluripotency in epiblast stem cells.
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Affiliation(s)
- Angela J Russell
- Department of Chemistry, Chemistry Research Laboratory, University of Oxford, Mansfield Road, Oxford OX1 3TA, UK; Department of Pharmacology, University of Oxford, Mansfield Road, Oxford OX1 3QT, UK.
| | - Laurence Silpa
- Department of Chemistry, Chemistry Research Laboratory, University of Oxford, Mansfield Road, Oxford OX1 3TA, UK
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22
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Illich DJ, Zhang M, Ursu A, Osorno R, Kim KP, Yoon J, Araúzo-Bravo MJ, Wu G, Esch D, Sabour D, Colby D, Grassme KS, Chen J, Greber B, Höing S, Herzog W, Ziegler S, Chambers I, Gao S, Waldmann H, Schöler HR. Distinct Signaling Requirements for the Establishment of ESC Pluripotency in Late-Stage EpiSCs. Cell Rep 2016; 15:787-800. [PMID: 27149845 PMCID: PMC4850425 DOI: 10.1016/j.celrep.2016.03.073] [Citation(s) in RCA: 21] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/31/2014] [Revised: 03/03/2016] [Accepted: 03/18/2016] [Indexed: 11/30/2022] Open
Abstract
It has previously been reported that mouse epiblast stem cell (EpiSC) lines comprise heterogeneous cell populations that are functionally equivalent to cells of either early- or late-stage postimplantation development. So far, the establishment of the embryonic stem cell (ESC) pluripotency gene regulatory network through the widely known chemical inhibition of MEK and GSK3beta has been impractical in late-stage EpiSCs. Here, we show that chemical inhibition of casein kinase 1alpha (CK1alpha) induces the conversion of recalcitrant late-stage EpiSCs into ESC pluripotency. CK1alpha inhibition directly results in the simultaneous activation of the WNT signaling pathway, together with inhibition of the TGFbeta/SMAD2 signaling pathway, mediating the rewiring of the gene regulatory network in favor of an ESC-like state. Our findings uncover a molecular mechanism that links CK1alpha to ESC pluripotency through the direct modulation of WNT and TGFbeta signaling. Inhibition of CK1alpha induces ESC conversion in EpiSCs recalcitrant to 2i/LIF The ESC conversion acts via WNT activation and TGFbeta/SMAD2 inhibition MEK inhibition stabilizes the conversion and restores germline competence CK1 inhibition promotes activation and maintenance of the pluripotency network
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Affiliation(s)
- Damir Jacob Illich
- Max Planck Institute for Molecular Biomedicine, Röntgenstrasse 20, 48149 Münster, Germany; Max Planck Institute for Molecular Physiology, Otto-Hahn-Strasse 11, 44227 Dortmund, Germany
| | - Miao Zhang
- Max Planck Institute for Molecular Biomedicine, Röntgenstrasse 20, 48149 Münster, Germany
| | - Andrei Ursu
- Max Planck Institute for Molecular Physiology, Otto-Hahn-Strasse 11, 44227 Dortmund, Germany; Technische Universität Dortmund, 44227 Dortmund, Germany
| | - Rodrigo Osorno
- Max Planck Institute for Molecular Biomedicine, Röntgenstrasse 20, 48149 Münster, Germany
| | - Kee-Pyo Kim
- Max Planck Institute for Molecular Biomedicine, Röntgenstrasse 20, 48149 Münster, Germany
| | - Juyong Yoon
- Max Planck Institute for Molecular Biomedicine, Röntgenstrasse 20, 48149 Münster, Germany
| | - Marcos J Araúzo-Bravo
- Max Planck Institute for Molecular Biomedicine, Röntgenstrasse 20, 48149 Münster, Germany; IKERBASQUE, Basque Foundation for Science, 48013 Bilbao, Spain
| | - Guangming Wu
- Max Planck Institute for Molecular Biomedicine, Röntgenstrasse 20, 48149 Münster, Germany
| | - Daniel Esch
- Max Planck Institute for Molecular Biomedicine, Röntgenstrasse 20, 48149 Münster, Germany
| | - Davood Sabour
- Max Planck Institute for Molecular Biomedicine, Röntgenstrasse 20, 48149 Münster, Germany
| | - Douglas Colby
- MRC Centre for Regenerative Medicine, Institute for Stem Cell Research, School of Biological Sciences, University of Edinburgh, Edinburgh EH16 4UU, Scotland
| | | | - Jiayu Chen
- School of Life Sciences and Technology, Tongji University, Shanghai 200092, China
| | - Boris Greber
- Human Stem Cell Pluripotency Laboratory, Max Planck Institute for Molecular Biomedicine, 48149 Münster, Germany; Chemical Genomics Centre of the Max Planck Society, 44227 Dortmund, Germany
| | - Susanne Höing
- Max Planck Institute for Molecular Biomedicine, Röntgenstrasse 20, 48149 Münster, Germany
| | - Wiebke Herzog
- Max Planck Institute for Molecular Biomedicine, Röntgenstrasse 20, 48149 Münster, Germany; University of Münster, 48149 Münster, Germany; Cells-in-Motion Cluster of Excellence (EXC 1003 - CiM), University of Münster, 48149 Münster, Germany
| | - Slava Ziegler
- Max Planck Institute for Molecular Physiology, Otto-Hahn-Strasse 11, 44227 Dortmund, Germany
| | - Ian Chambers
- MRC Centre for Regenerative Medicine, Institute for Stem Cell Research, School of Biological Sciences, University of Edinburgh, Edinburgh EH16 4UU, Scotland
| | - Shaorong Gao
- School of Life Sciences and Technology, Tongji University, Shanghai 200092, China
| | - Herbert Waldmann
- Max Planck Institute for Molecular Physiology, Otto-Hahn-Strasse 11, 44227 Dortmund, Germany; Technische Universität Dortmund, 44227 Dortmund, Germany.
| | - Hans R Schöler
- Max Planck Institute for Molecular Biomedicine, Röntgenstrasse 20, 48149 Münster, Germany; University of Münster, 48149 Münster, Germany.
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