16 results on '"Kirill Shkura"'
Search Results
2. Integrated systems‐genetic analyses reveal a network target for delaying glioma progression
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Liisi Laaniste, Prashant K. Srivastava, Julianna Stylianou, Nelofer Syed, Silvia Cases‐Cunillera, Kirill Shkura, Qingyu Zeng, Owen J. L. Rackham, Sarah R. Langley, Andree Delahaye-Duriez, Kevin O'Neill, Matthew Williams, Albert Becker, Federico Roncaroli, Enrico Petretto, and Michael R. Johnson
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Neurosciences. Biological psychiatry. Neuropsychiatry ,RC321-571 ,Neurology. Diseases of the nervous system ,RC346-429 - Abstract
Abstract Objective To identify a convergent, multitarget proliferation characteristic for astrocytoma transformation that could be targeted for therapy discovery. Methods Using an integrated functional genomics approach, we prioritized networks associated with astrocytoma progression using the following criteria: differential co‐expression between grade II and grade III IDH1‐mutated and 1p/19q euploid astrocytomas, preferential enrichment for genetic risk to cancer, association with patient survival and sample‐level genomic features. Drugs targeting the identified multitarget network characteristic for astrocytoma transformation were computationally predicted using drug transcriptional perturbation data and validated using primary human astrocytoma cells. Results A single network, M2, consisting of 177 genes, was associated with glioma progression on the basis of the above criteria. Functionally, M2 encoded physically interacting proteins regulating cell cycle processes and analysis of genome‐wide gene‐regulatory interactions using mutual information and DNA–protein interactions revealed the known regulators of cell cycle processes FoxM1, B‐Myb, and E2F2 as key regulators of M2. These results suggest functional disruption of M2 via gene mutation or altered expression as a convergent pathway regulating astrocytoma transformation. By considering M2 as a multitarget drug target regulating astrocytoma transformation, we identified several drugs that are predicted to restore M2 expression in anaplastic astrocytoma toward its low‐grade profile and of these, we validated the known antiproliferative drug resveratrol as down‐regulating multiple nodes of M2 including at nanomolar concentrations achievable in human cerebrospinal fluid by oral dosing. Interpretation Our results identify M2 as a multitarget network characteristic for astrocytoma progression and encourage M2‐based drug screening to identify new compounds for preventing glioma transformation.
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- 2019
- Full Text
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3. WWP2 regulates pathological cardiac fibrosis by modulating SMAD2 signaling
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Huimei Chen, Aida Moreno-Moral, Francesco Pesce, Nithya Devapragash, Massimiliano Mancini, Ee Ling Heng, Maxime Rotival, Prashant K. Srivastava, Nathan Harmston, Kirill Shkura, Owen J. L. Rackham, Wei-Ping Yu, Xi-Ming Sun, Nicole Gui Zhen Tee, Elisabeth Li Sa Tan, Paul J. R. Barton, Leanne E. Felkin, Enrique Lara-Pezzi, Gianni Angelini, Cristina Beltrami, Michal Pravenec, Sebastian Schafer, Leonardo Bottolo, Norbert Hubner, Costanza Emanueli, Stuart A. Cook, and Enrico Petretto
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Science - Abstract
Pathological cardiac fibrosis is a hallmark of diseases leading to heart failure. Here, the authors used systems genetics to identify a pro-fibrotic gene network regulated by WWP2, a E3 ubiquitin ligase, which orchestrates the nucleocytoplasmic shuttling and transcriptional activity of SMAD2 in the diseased heart.
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- 2019
- Full Text
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4. A systems-level framework for drug discovery identifies Csf1R as an anti-epileptic drug target
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Prashant K. Srivastava, Jonathan van Eyll, Patrice Godard, Manuela Mazzuferi, Andree Delahaye-Duriez, Juliette Van Steenwinckel, Pierre Gressens, Benedicte Danis, Catherine Vandenplas, Patrik Foerch, Karine Leclercq, Georges Mairet-Coello, Alvaro Cardenas, Frederic Vanclef, Liisi Laaniste, Isabelle Niespodziany, James Keaney, Julien Gasser, Gaelle Gillet, Kirill Shkura, Seon-Ah Chong, Jacques Behmoaras, Irena Kadiu, Enrico Petretto, Rafal M. Kaminski, and Michael R. Johnson
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Science - Abstract
The identification of new drug targets is highly challenging, particularly for diseases of the brain. This study describes a general computational gene regulatory framework called CRAFT for drug target discovery, and the authors use CRAFT to identify the microglial membrane receptor Csf1R as a potential therapeutic target for epilepsy.
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- 2018
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- View/download PDF
5. Author Correction: WWP2 regulates pathological cardiac fibrosis by modulating SMAD2 signaling
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Huimei Chen, Aida Moreno-Moral, Francesco Pesce, Nithya Devapragash, Massimiliano Mancini, Ee Ling Heng, Maxime Rotival, Prashant K. Srivastava, Nathan Harmston, Kirill Shkura, Owen J. L. Rackham, Wei-Ping Yu, Xi-Ming Sun, Nicole Gui Zhen Tee, Elisabeth Li Sa Tan, Paul J. R. Barton, Leanne E. Felkin, Enrique Lara-Pezzi, Gianni Angelini, Cristina Beltrami, Michal Pravenec, Sebastian Schafer, Leonardo Bottolo, Norbert Hubner, Costanza Emanueli, Stuart A. Cook, and Enrico Petretto
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Science - Abstract
An amendment to this paper has been published and can be accessed via a link at the top of the paper.
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- 2019
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6. AMPK controls the axonal regenerative ability of dorsal root ganglia sensory neurons after spinal cord injury
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Simone Di Giovanni, Eilidh McLachlan, Ilaria Palmisano, Radhika Puttagunta, Paolo La Montanara, Kirill Shkura, Thomas H. Hutson, Guiping Kong, Luming Zhou, Elisabeth Serger, Francesco De Virgiliis, Anja Freiwald, International Spinal Research Trust, Wings for Life Spinal Cord Research Foundation, and The Weizmann Institute of Science
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Endocrinology, Diabetes and Metabolism ,Regeneration (biology) ,medicine.medical_treatment ,Central nervous system ,AMPK ,Cell Biology ,Biology ,medicine.disease ,medicine.anatomical_structure ,Dorsal root ganglion ,Axoplasm ,nervous system ,Physiology (medical) ,Peripheral nervous system ,Internal Medicine ,medicine ,Axotomy ,Spinal cord injury ,Neuroscience - Abstract
Regeneration after injury occurs in axons that lie in the peripheral nervous system but fails in the central nervous system, thereby limiting functional recovery. Differences in axonal signalling in response to injury that might underpin this differential regenerative ability are poorly characterized. Combining axoplasmic proteomics from peripheral sciatic or central projecting dorsal root ganglion (DRG) axons with cell body RNA-seq, we uncover injury-dependent signalling pathways that are uniquely represented in peripheral versus central projecting sciatic DRG axons. We identify AMPK as a crucial regulator of axonal regenerative signalling that is specifically downregulated in injured peripheral, but not central, axons. We find that AMPK in DRG interacts with the 26S proteasome and its CaMKIIα-dependent regulatory subunit PSMC5 to promote AMPKα proteasomal degradation following sciatic axotomy. Conditional deletion of AMPKα1 promotes multiple regenerative signalling pathways after central axonal injury and stimulates robust axonal growth across the spinal cord injury site, suggesting inhibition of AMPK as a therapeutic strategy to enhance regeneration following spinal cord injury.
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- 2020
7. Integrated systems-genetic analyses reveal a network target for delaying glioma progression
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Andrée Delahaye-Duriez, Julianna Stylianou, Kirill Shkura, Federico Roncaroli, Sarah R. Langley, Nelofer Syed, Albert J. Becker, Prashant K. Srivastava, Liisi Laaniste, Enrico Petretto, Qingyu Zeng, Marvin Johnson, Kevin O’Neill, Matthew Williams, Owen J. L. Rackham, Silvia Cases-Cunillera, and UCB Biopharma SPRL
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0301 basic medicine ,NF-KAPPA-B ,Gene regulatory network ,Gene mutation ,CHEMOPREVENTIVE AGENT RESVERATROL ,0302 clinical medicine ,Medicine ,Gene Regulatory Networks ,TRANSCRIPTION FACTOR ,Research Articles ,LEVEL ANALYSIS ,Brain Neoplasms ,General Neuroscience ,Astrocytoma ,Glioma ,GRADE GLIOMA ,CANCER ,Gene Expression Regulation, Neoplastic ,Disease Progression ,Functional genomics ,Life Sciences & Biomedicine ,Research Article ,RC321-571 ,EXPRESSION ,Clinical Neurology ,Neurosciences. Biological psychiatry. Neuropsychiatry ,03 medical and health sciences ,Cell Line, Tumor ,Humans ,CELL-CYCLE ,RC346-429 ,neoplasms ,Cell Proliferation ,Science & Technology ,COMPLEX ,business.industry ,Gene Expression Profiling ,Neurosciences ,FOXM1 ,medicine.disease ,nervous system diseases ,Gene expression profiling ,030104 developmental biology ,Mutation ,Cancer research ,Neurology (clinical) ,Neurosciences & Neurology ,Neurology. Diseases of the nervous system ,business ,030217 neurology & neurosurgery ,Anaplastic astrocytoma - Abstract
OBJECTIVE: To identify a convergent, multitarget proliferation characteristic for astrocytoma transformation that could be targeted for therapy discovery.METHODS: Using an integrated functional genomics approach, we prioritized networks associated with astrocytoma progression using the following criteria: differential co-expression between grade II and grade III IDH1-mutated and 1p/19q euploid astrocytomas, preferential enrichment for genetic risk to cancer, association with patient survival and sample-level genomic features. Drugs targeting the identified multitarget network characteristic for astrocytoma transformation were computationally predicted using drug transcriptional perturbation data and validated using primary human astrocytoma cells.RESULTS: A single network, M2, consisting of 177 genes, was associated with glioma progression on the basis of the above criteria. Functionally, M2 encoded physically interacting proteins regulating cell cycle processes and analysis of genome-wide gene-regulatory interactions using mutual information and DNA-protein interactions revealed the known regulators of cell cycle processes FoxM1, B-Myb, and E2F2 as key regulators of M2. These results suggest functional disruption of M2 via gene mutation or altered expression as a convergent pathway regulating astrocytoma transformation. By considering M2 as a multitarget drug target regulating astrocytoma transformation, we identified several drugs that are predicted to restore M2 expression in anaplastic astrocytoma toward its low-grade profile and of these, we validated the known antiproliferative drug resveratrol as down-regulating multiple nodes of M2 including at nanomolar concentrations achievable in human cerebrospinal fluid by oral dosing.INTERPRETATION: Our results identify M2 as a multitarget network characteristic for astrocytoma progression and encourage M2-based drug screening to identify new compounds for preventing glioma transformation.
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- 2019
8. Author Correction: WWP2 regulates pathological cardiac fibrosis by modulating SMAD2 signaling
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Leanne E. Felkin, Kirill Shkura, Elisabeth Tan, Nithya Devapragash, Nathan Harmston, Aida Moreno-Moral, Leonardo Bottolo, Maxime Rotival, Owen J. L. Rackham, Prashant K. Srivastava, Gianni D Angelini, Cristina Beltrami, Costanza Emanueli, Francesco Pesce, Xi-Ming Sun, Huimei Chen, Enrique Lara-Pezzi, Norbert Hubner, Wei-Ping Yu, Michal Pravenec, Ee Ling Heng, Stuart A. Cook, Enrico Petretto, Paul J.R. Barton, Massimiliano Mancini, Sebastian Schafer, and Nicole Tee
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Adult ,Male ,Adolescent ,Heart Diseases ,Cardiac fibrosis ,Science ,Ubiquitin-Protein Ligases ,MEDLINE ,General Physics and Astronomy ,WWP2 ,Mice, Transgenic ,Smad2 Protein ,Bioinformatics ,General Biochemistry, Genetics and Molecular Biology ,Mice ,Young Adult ,Text mining ,Transforming Growth Factor beta ,Medicine ,Animals ,Humans ,Protein Isoforms ,Gene Regulatory Networks ,Genetic Predisposition to Disease ,lcsh:Science ,Author Correction ,Pathological ,Aged ,Extracellular Matrix Proteins ,Science & Technology ,Multidisciplinary ,business.industry ,General Chemistry ,Middle Aged ,medicine.disease ,Fibrosis ,Multidisciplinary Sciences ,Gene Expression Regulation ,Ubiquitin ligases ,Science & Technology - Other Topics ,lcsh:Q ,Female ,business ,Cardiomyopathies - Abstract
Cardiac fibrosis is a final common pathology in inherited and acquired heart diseases that causes cardiac electrical and pump failure. Here, we use systems genetics to identify a pro-fibrotic gene network in the diseased heart and show that this network is regulated by the E3 ubiquitin ligase WWP2, specifically by the WWP2-N terminal isoform. Importantly, the WWP2-regulated pro-fibrotic gene network is conserved across different cardiac diseases characterized by fibrosis: human and murine dilated cardiomyopathy and repaired tetralogy of Fallot. Transgenic mice lacking the N-terminal region of the WWP2 protein show improved cardiac function and reduced myocardial fibrosis in response to pressure overload or myocardial infarction. In primary cardiac fibroblasts, WWP2 positively regulates the expression of pro-fibrotic markers and extracellular matrix genes. TGFβ1 stimulation promotes nuclear translocation of the WWP2 isoforms containing the N-terminal region and their interaction with SMAD2. WWP2 mediates the TGFβ1-induced nucleocytoplasmic shuttling and transcriptional activity of SMAD2.
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- 2019
9. WWP2 regulates pathological cardiac fibrosis by modulating SMAD2 signaling
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Cristina Beltrami, Owen J. L. Rackham, Costanza Emanueli, Nithya Devapragash, Wei-Ping Yu, Xi-Ming Sun, Stuart A. Cook, Norbert Hubner, Francesco Pesce, Ee Ling Heng, Elisabeth Tan, Aida Moreno-Moral, Enrique Lara-Pezzi, Gianni D Angelini, Enrico Petretto, Huimei Chen, Paul J.R. Barton, Nathan Harmston, Michal Pravenec, Sebastian Schafer, Maxime Rotival, Nicole Tee, Massimilano Mancini, Leanne E. Felkin, Leonardo Bottolo, Prashant K. Srivastava, Kirill Shkura, Cardiovascular and Metabolic Disorders [Singapor] (cvmd), Duke-NUS Medical School [Singapore], Università degli studi di Bari Aldo Moro = University of Bari Aldo Moro (UNIBA), Ospedale San Giovanni di Dio, Firenze, National Heart and Lung Institute [London] (NHLI), Imperial College London-Royal Brompton and Harefield NHS Foundation Trust, Génétique Evolutive Humaine - Human Evolutionary Genetics, Institut Pasteur [Paris] (IP)-Centre National de la Recherche Scientifique (CNRS), Faculty of Medicine [London, UK], Imperial College London, Agency for science, technology and research [Singapore] (A*STAR), Institute of Molecular and Cell Biology, National University of Singapore (NUS)-Agency for science, technology and research [Singapore] (A*STAR), MRC London Institute of Medical Sciences (LMC), National Heart Centre Singapore (NHCS), Royal Brompton and Harefield NHS Foundation Trust, Cardiovascular Research Centre [London], Centro Nacional de Investigaciones Cardiovasculares Carlos III [Madrid, Spain] (CNIC), Instituto de Salud Carlos III [Madrid] (ISC), University of Bristol [Bristol], Institute of Physiology [Prague], Czech Academy of Sciences [Prague] (CAS), University of Cambridge [UK] (CAM), The Alan Turing Institute, MRC Biostatistics Unit [Cambridge, UK], Max Delbrück Center for Molecular Medicine [Berlin] (MDC), Helmholtz-Gemeinschaft = Helmholtz Association, German Center for Cardiovascular Research (DZHK), Berlin Institute of Health (BIH), Charité - UniversitätsMedizin = Charité - University Hospital [Berlin], The research was primarily supported by National Medical Research Council (NMRC) Singapore grant NMRC/CBRG/0106/2016 (to E.P.) and the British Heart Foundation (BHF) Ph.D. Studentship grant FS/11/25/28740 (to E.P). We acknowledge additional funding support from European Union FP7 CardioNeT-ITN-289600 (to E.L.-P., S.A.C., and P.J.R.B.), Heart Research UK (to P.J.R.B.), NIHR CV BRU of Royal Brompton and Harefield, NHS Foundation Trust (to S.A.C. and P.J.R.B.), BHF (to S.A.C.), Leducq Foundation (to S.A.C.), MRC UK (to S.A.C.), BHF Program Grant no. RG/15/5/31446 (to C.E. and E.P.). M.P. was supported by Praemium Academiae award of the Czech Academy of Sciences and grant 14-36804G from the Czech Science Foundation., We wish to thank Dr. Jacques Behmoaras for contributing critical and constructive comments to the manuscript., European Project: 289600,EC:FP7:PEOPLE,FP7-PEOPLE-2011-ITN,CARDIONET(2012), Moreno-Moral, Aida [0000-0002-8155-3146], Barton, Paul J. R. [0000-0002-1165-7767], Schafer, Sebastian [0000-0002-6909-8275], Bottolo, Leonardo [0000-0002-6381-2327], Cook, Stuart A. [0000-0001-6628-194X], Petretto, Enrico [0000-0003-2163-5921], Apollo - University of Cambridge Repository, National Medical Research Council (Singapur), British Heart Foundation, Unión Europea. Comisión Europea, National Institutes of Health (Estados Unidos), Czech Science Foundation, Fondation Leducq, NHS Foundation Trusth, University of Bari Aldo Moro (UNIBA), Institut Pasteur [Paris]-Centre National de la Recherche Scientifique (CNRS), Leducq Foundation for Cardiovascular Research, Commission of the European Communities, Heart Research UK, Medical Research Council (MRC), Barton, Paul JR [0000-0002-1165-7767], and Cook, Stuart A [0000-0001-6628-194X]
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Male ,45/43 ,BLOOD-PRESSURE ,02 engineering and technology ,MESH: Protein Isoforms ,MESH: Heart Diseases / genetics ,Mice ,Transforming Growth Factor beta ,42/44 ,Fibrosis ,Protein Isoforms ,Medicine ,MESH: Animals ,lcsh:Science ,MESH: Ubiquitin-Protein Ligases / genetics ,MESH: Fibrosis / metabolism ,MESH: Genetic Predisposition to Disease* / genetics ,GENE-EXPRESSION ,Regulation of gene expression ,Extracellular Matrix Proteins ,MESH: Middle Aged ,MESH: Fibrosis / genetics ,TGF-BETA ,MESH: Heart Diseases / metabolism ,MESH: Ubiquitin-Protein Ligases / metabolism ,3. Good health ,Cell biology ,Ubiquitin ligase ,FIBROBLAST ,MESH: Young Adult ,Science & Technology - Other Topics ,64/60 ,Cardiomyopathies ,0210 nano-technology ,Cardiac function curve ,Science ,General Biochemistry, Genetics and Molecular Biology ,03 medical and health sciences ,REVEALS ,Humans ,Aged ,MESH: Adolescent ,Science & Technology ,MESH: Humans ,[SDV.GEN.GPO]Life Sciences [q-bio]/Genetics/Populations and Evolution [q-bio.PE] ,IDENTIFICATION ,MESH: Smad2 Protein / metabolism ,MESH: Extracellular Matrix Proteins / metabolism ,MESH: Adult ,MESH: Cardiomyopathies / metabolism ,medicine.disease ,030104 developmental biology ,Cardiovascular and Metabolic Diseases ,E3 UBIQUITIN LIGASE ,RAT ,DETERMINANT ,lcsh:Q ,Myocardial fibrosis ,MESH: Female ,0301 basic medicine ,Cardiac fibrosis ,General Physics and Astronomy ,Smad2 Protein ,Gene Regulatory Networks ,13/89 ,MESH: Aged ,MESH: Transforming Growth Factor beta / metabolism ,Multidisciplinary ,biology ,MESH: Smad2 Protein / genetics ,article ,Middle Aged ,MESH: Cardiomyopathies / genetics ,021001 nanoscience & nanotechnology ,692/4019/592/75/74 ,MESH: Gene Expression Regulation ,Multidisciplinary Sciences ,Centre for Surgical Research ,HEART-FAILURE ,Female ,38/39 ,Adult ,Adolescent ,Heart Diseases ,MESH: Mice, Transgenic ,Ubiquitin-Protein Ligases ,Mice, Transgenic ,14/32 ,82/80 ,Young Adult ,Animals ,Genetic Predisposition to Disease ,14/35 ,MESH: Mice ,Pressure overload ,business.industry ,General Chemistry ,MESH: Male ,Gene Expression Regulation ,[SDV.GEN.GH]Life Sciences [q-bio]/Genetics/Human genetics ,Ubiquitin ligases ,Heart failure ,13/51 ,biology.protein ,631/45/474/2073 ,MESH: Gene Regulatory Networks ,business - Abstract
Cardiac fibrosis is a final common pathology in inherited and acquired heart diseases that causes cardiac electrical and pump failure. Here, we use systems genetics to identify a pro-fibrotic gene network in the diseased heart and show that this network is regulated by the E3 ubiquitin ligase WWP2, specifically by the WWP2-N terminal isoform. Importantly, the WWP2-regulated pro-fibrotic gene network is conserved across different cardiac diseases characterized by fibrosis: human and murine dilated cardiomyopathy and repaired tetralogy of Fallot. Transgenic mice lacking the N-terminal region of the WWP2 protein show improved cardiac function and reduced myocardial fibrosis in response to pressure overload or myocardial infarction. In primary cardiac fibroblasts, WWP2 positively regulates the expression of pro-fibrotic markers and extracellular matrix genes. TGFβ1 stimulation promotes nuclear translocation of the WWP2 isoforms containing the N-terminal region and their interaction with SMAD2. WWP2 mediates the TGFβ1-induced nucleocytoplasmic shuttling and transcriptional activity of SMAD2., Pathological cardiac fibrosis is a hallmark of diseases leading to heart failure. Here, the authors used systems genetics to identify a pro-fibrotic gene network regulated by WWP2, a E3 ubiquitin ligase, which orchestrates the nucleocytoplasmic shuttling and transcriptional activity of SMAD2 in the diseased heart.
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- 2019
10. A systems-level framework for drug discovery identifies Csf1R as an anti-epileptic drug target
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Kirill Shkura, Seon-Ah Chong, Gaëlle Gillet, Pierre Gressens, James Keaney, Jacques Behmoaras, Andrée Delahaye-Duriez, Catherine Vandenplas, Isabelle Niespodziany, Bénédicte Danis, Patrik Foerch, Marvin Johnson, Liisi Laaniste, Karine Leclercq, Manuela Mazzuferi, Prashant K. Srivastava, Frederic Vanclef, Juliette Van Steenwinckel, Julien Gasser, Enrico Petretto, Irena Kadiu, Patrice Godard, Alvaro Cardenas, Jonathan van Eyll, Georges Mairet-Coello, Rafal M. Kaminski, Commission of the European Communities, UCB Biopharma SPRL, Imperial College Healthcare NHS Trust- BRC Funding, and Medical Research Council (MRC)
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0301 basic medicine ,Computer science ,General Physics and Astronomy ,Disease ,Epileptogenesis ,DISEASE ,Epilepsy ,Mice ,0302 clinical medicine ,DRIVERS ,Drug Discovery ,TEMPORAL-LOBE EPILEPSY ,NETWORK ,EEG ,Molecular Targeted Therapy ,lcsh:Science ,PILOCARPINE MODEL ,health care economics and organizations ,GENE-EXPRESSION ,Regulation of gene expression ,Multidisciplinary ,Drug discovery ,Systems Biology ,Pilocarpine ,High-Throughput Nucleotide Sequencing ,Current Literature in Basic Science ,3. Good health ,Multidisciplinary Sciences ,Receptors, Granulocyte-Macrophage Colony-Stimulating Factor ,Science & Technology - Other Topics ,Anticonvulsants ,Causal reasoning ,Systems biology ,Science ,education ,Computational biology ,Muscarinic Agonists ,behavioral disciplines and activities ,General Biochemistry, Genetics and Molecular Biology ,03 medical and health sciences ,medicine ,Animals ,Humans ,Computer Simulation ,CELL ,Genetic Association Studies ,Science & Technology ,Sequence Analysis, RNA ,Gene Expression Profiling ,General Chemistry ,medicine.disease ,Gene expression profiling ,Disease Models, Animal ,030104 developmental biology ,OPINION ,Epilepsy, Temporal Lobe ,Gene Expression Regulation ,SEIZURES ,lcsh:Q ,030217 neurology & neurosurgery - Abstract
Srivastava PK, van Eyll J, Godard P, Mazzuferi M, Delahaye-Duriez A, Steenwinckel JV, et al. A systems-level framework for drug discovery identifies Csf1R as an anti-epileptic drug target. Nat Commun. 2018;9(1):3561. doi:10.1038/s41467-018-06008-4.The identification of drug targets is highly challenging, particularly for diseases of the brain. To address this problem, we developed and experimentally validated a general computational framework for drug target discovery that combines gene regulatory information with causal reasoning (“Causal Reasoning Analytical Framework for Target discovery”-CRAFT). Using a systems genetics approach and starting from gene expression data from the target tissue, CRAFT provides a predictive framework for identifying cell membrane receptors with a direction-specified influence over disease-related gene expression profiles. As proof of concept, we applied CRAFT to epilepsy and predicted the tyrosine kinase receptor Csf1R as a potential therapeutic target. The predicted effect of Csf1R blockade in attenuating epilepsy seizures was validated in 3 preclinical models of epilepsy. These results highlight CRAFT as a systems-level framework for target discovery and suggest Csf1R blockade as a novel therapeutic strategy in epilepsy. The CRAFT is applicable to disease settings other than epilepsy.
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- 2018
11. Epigenomic signatures underpin the axonal regenerative ability of dorsal root ganglia sensory neurons
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Miroslav Kubat, Elisabeth Serger, Evan Elliott, Matthias Merkenschlager, John L. Bixby, Thomas H. Hutson, Hassen Dhrif, Prashant K. Srivastava, Vance Lemmon, Kirill Shkura, Arnau Hervera, Stefan Wuchty, Tong Liu, Simone Di Giovanni, Nick O’ Neill, Zheng Wang, Matt C. Danzi, Ilaria Palmisano, Liron Levi, Luming Zhou, Eilidh McLachlan, Wings for Life Spinal Cord Research Foundation, Rosetrees Trust, Wellcome Trust, and Medical Research Council (MRC)
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0301 basic medicine ,Epigenomics ,Male ,CCCTC-Binding Factor ,Sensory Receptor Cells ,medicine.medical_treatment ,1702 Cognitive Sciences ,Gene Expression ,Sensory system ,Mice, Transgenic ,Histones ,Machine Learning ,03 medical and health sciences ,Mice ,0302 clinical medicine ,Ganglia, Spinal ,medicine ,Animals ,Epigenetics ,Axon ,Neurology & Neurosurgery ,biology ,Sequence Analysis, RNA ,General Neuroscience ,Acetylation ,Sciatic Nerve ,Axons ,Chromatin ,Nerve Regeneration ,030104 developmental biology ,Histone ,medicine.anatomical_structure ,1701 Psychology ,biology.protein ,Female ,Axotomy ,1109 Neurosciences ,Neuroscience ,Chromatin immunoprecipitation ,030217 neurology & neurosurgery ,Algorithms - Abstract
Axonal injury results in regenerative success or failure, depending on whether the axon lies in the peripheral or the CNS, respectively. The present study addresses whether epigenetic signatures in dorsal root ganglia discriminate between regenerative and non-regenerative axonal injury. Chromatin immunoprecipitation for the histone 3 (H3) post-translational modifications H3K9ac, H3K27ac and H3K27me3; an assay for transposase-accessible chromatin; and RNA sequencing were performed in dorsal root ganglia after sciatic nerve or dorsal column axotomy. Distinct histone acetylation and chromatin accessibility signatures correlated with gene expression after peripheral, but not central, axonal injury. DNA-footprinting analyses revealed new transcriptional regulators associated with regenerative ability. Machine-learning algorithms inferred the direction of most of the gene expression changes. Neuronal conditional deletion of the chromatin remodeler CCCTC-binding factor impaired nerve regeneration, implicating chromatin organization in the regenerative competence. Altogether, the present study offers the first epigenomic map providing insight into the transcriptional response to injury and the differential regenerative ability of sensory neurons. This manuscript describes the systematic investigation of epigenomic signatures discriminating between regenerative success and failure in dorsal root ganglia sensory neurons following axonal injury. This epigenomic map offers a tool to design novel approaches for neuronal repair.
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- 2018
12. A Systems-Level Framework for Drug Discovery Identifies Csf1R As A Novel Anti-Epileptic Drug Target
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Bénédicte Danis, Catherine Vandenplas, Manuela Mazzuferi, Andrée Delahaye-Duriez, Liisi Laaniste, Prashant K. Srivastava, Patrik Foerch, Enrico Petretto, Marvin Johnson, Patrice Godard, Rafal M. Kaminski, Karine Leclercq, Kirill Shkura, Frederic Vanclef, Jonathan van Eyll, and Georges Mairet-Coello
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Drug ,0303 health sciences ,Drug discovery ,media_common.quotation_subject ,Systems biology ,Drug target ,Computational biology ,Disease ,Biology ,Bioinformatics ,medicine.disease ,03 medical and health sciences ,Epilepsy ,0302 clinical medicine ,medicine ,Causal reasoning ,Functional genomics ,030217 neurology & neurosurgery ,030304 developmental biology ,media_common - Abstract
The identification of mechanistically novel drug targets is highly challenging, particularly for diseases of the central nervous system. To address this problem we developed and experimentally validated a new computational approach to drug target identification that combines gene-regulatory information with a causal reasoning framework (“causal reasoning analytical framework for target discovery” – CRAFT). Starting from gene expression data, CRAFT provides a predictive functional genomics framework for identifying membrane receptors with a direction-specified influence over network expression. As proof-of-concept we applied CRAFT to epilepsy, and predicted the tyrosine kinase receptor Csf1R as a novel therapeutic target for epilepsy. The predicted therapeutic effect of Csf1R blockade was validated in two pre-clinical models of epilepsy using a small molecule inhibitor of Csf1R. These results suggest Csf1R blockade as a novel therapeutic strategy in epilepsy, and highlight CRAFT as a systems-level framework for predicting mechanistically new drugs and targets. CRAFT is applicable to disease settings other than epilepsy.
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- 2017
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13. Genome-wide analysis of differential RNA editing in epilepsy
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Prashant Kumar, Srivastava, Marta, Bagnati, Andree, Delahaye-Duriez, Jeong-Hun, Ko, Maxime, Rotival, Sarah R, Langley, Kirill, Shkura, Manuela, Mazzuferi, Bénédicte, Danis, Jonathan, van Eyll, Patrik, Foerch, Jacques, Behmoaras, Rafal M, Kaminski, Enrico, Petretto, and Michael R, Johnson
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Male ,Mice ,Epilepsy ,Research ,Animals ,RNA Editing ,Transcriptome ,Hippocampus ,Genome-Wide Association Study - Abstract
The recoding of genetic information through RNA editing contributes to proteomic diversity, but the extent and significance of RNA editing in disease is poorly understood. In particular, few studies have investigated the relationship between RNA editing and disease at a genome-wide level. Here, we developed a framework for the genome-wide detection of RNA sites that are differentially edited in disease. Using RNA-sequencing data from 100 hippocampi from mice with epilepsy (pilocarpine–temporal lobe epilepsy model) and 100 healthy control hippocampi, we identified 256 RNA sites (overlapping with 87 genes) that were significantly differentially edited between epileptic cases and controls. The degree of differential RNA editing in epileptic mice correlated with frequency of seizures, and the set of genes differentially RNA-edited between case and control mice were enriched for functional terms highly relevant to epilepsy, including “neuron projection” and “seizures.” Genes with differential RNA editing were preferentially enriched for genes with a genetic association to epilepsy. Indeed, we found that they are significantly enriched for genes that harbor nonsynonymous de novo mutations in patients with epileptic encephalopathy and for common susceptibility variants associated with generalized epilepsy. These analyses reveal a functional convergence between genes that are differentially RNA-edited in acquired symptomatic epilepsy and those that contribute risk for genetic epilepsy. Taken together, our results suggest a potential role for RNA editing in the epileptic hippocampus in the occurrence and severity of epileptic seizures.
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- 2016
14. Systems genetics identifies a convergent gene network for cognition and neurodevelopmental disease
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Bénédicte Danis, Alessia Visconti, Owen J. L. Rackham, Alexander Grote, Christoph Helmstaedter, Blair H. Smith, Gail Davies, Caroline Hayward, Anaïs Katz, Kirill Shkura, Sandosh Padmanabhan, Rafal M. Kaminski, Aida Moreno-Moral, Andrée Delahaye-Duriez, David J. Porteous, Tiziana Rossetti, Albert J. Becker, W. David Hill, Lynne J. Hocking, Mario Falchi, Leonardo Bottolo, Ian J. Deary, Patrik Foerch, Marvin Johnson, Prashant K. Srivastava, David C. Liewald, John M. Starr, Sarah R. Langley, Manuela Mazzuferi, Maxime Rotival, Enrico Petretto, Doug Speed, Slavé Petrovski, Sarah E. Harris, Imperial College Healthcare NHS Trust- BRC Funding, Medical Research Council (MRC), and UCB PHARMA SA
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0301 basic medicine ,INTELLECTUAL DISABILITY ,Developmental Disabilities ,Gene regulatory network ,Gene Expression ,Genome-wide association study ,Disease ,Biology ,Hippocampus ,Nervous System ,SET ANALYSIS ,03 medical and health sciences ,Cognition ,Genetic variation ,Intellectual disability ,medicine ,Animals ,Humans ,EPILEPTIC ENCEPHALOPATHIES ,HUMAN INTELLIGENCE ,Gene Regulatory Networks ,GENOME-WIDE ASSOCIATION ,Exome ,Gene ,Brain Chemistry ,Science & Technology ,Neurology & Neurosurgery ,General Neuroscience ,GENERATION SCOTLAND ,TEST BATTERIES ,Neurosciences ,Genetic Variation ,1702 Cognitive Science ,medicine.disease ,HUMAN BRAIN ,SCOTTISH FAMILY HEALTH ,030104 developmental biology ,Epilepsy, Temporal Lobe ,DE-NOVO MUTATIONS ,Synapses ,Neurosciences & Neurology ,1109 Neurosciences ,Neuroscience ,Life Sciences & Biomedicine ,Genome-Wide Association Study - Abstract
Genetic determinants of cognition are poorly characterized, and their relationship to genes that confer risk for neurodevelopmental disease is unclear. Here we performed a systems-level analysis of genome-wide gene expression data to infer gene-regulatory networks conserved across species and brain regions. Two of these networks, M1 and M3, showed replicable enrichment for common genetic variants underlying healthy human cognitive abilities, including memory. Using exome sequence data from 6,871 trios, we found that M3 genes were also enriched for mutations ascertained from patients with neurodevelopmental disease generally, and intellectual disability and epileptic encephalopathy in particular. M3 consists of 150 genes whose expression is tightly developmentally regulated, but which are collectively poorly annotated for known functional pathways. These results illustrate how systems-level analyses can reveal previously unappreciated relationships between neurodevelopmental disease–associated genes in the developed human brain, and provide empirical support for a convergent gene-regulatory network influencing cognition and neurodevelopmental disease.
- Published
- 2016
15. Les approches de génomique intégrative identifient un réseau de gènes pour le développement de médicaments anti-épileptiques
- Author
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Enrico Petretto, Bénédicte Danis, Sarah R. Langley, Manuela Mazzuferi, Prashant K. Srivastava, Kay L. Richards, Patrik Foerch, Marvin Johnson, Steven Petrou, Kirill Shkura, Elena V. Gazina, Rafal M. Kaminski, and Andrée Delahaye-Duriez
- Subjects
0301 basic medicine ,03 medical and health sciences ,030104 developmental biology ,Anatomy - Abstract
Introduction/Objectifs L’epilepsie est une maladie neurologique grave qui se caracterise par une recurrence non provoquee de crises convulsives. La biologie des systemes et les analyses de reseaux de genes constituent des approches puissantes pour etudier les voies moleculaires impliquees dans l’epilepsie. Elles ont aussi deja permis de pointer de nouvelles cibles therapeutiques. Materiels/Patients et methodes Des donnees en acces libre issues de plusieurs types d’etudes ont ete re-analysees en utilisant des approches de genomique integrative basees sur l’analyse des reseaux de genes et de proteines. La nouvelle exploitation de ces donnees a permis l’identification du reseau M30. Le reseau M30 se compose de 320 genes largement exprimes dans le cerveau humain qui codent principalement pour des proteines qui sont impliquees dans des processus synaptiques. Resultats L’alteration fonctionnelle de M30 par des variations genetiques rares ou communes, et la diminution de son expression semblent constituer un mecanisme convergent influencant la susceptibilite a l’epilepsie et aux crises d’epilepsie en general. En tirant profit des changements d’expression induits par des medicaments rapportes pour 1300 composes therapeutiques, nous avons pu selectionner les medicaments dont l’effet sur l’expression de M30 est d’inverser la diminution d’expression observee dans les cerveaux epileptiques. Les meilleurs resultats ont ete obtenus pour l’acide valproique (anti-epileptique connu), apportant une nouvelle preuve de concept au paradigme de reversion de la signature transcriptionnelle comme strategie therapeutique. Conclusions Au total, nos resultats suggerent qu’en ciblant le reseau M30 on pourrait identifier de nouvelles molecules anti-epileptiques et developper de nouvelles strategies therapeutiques contre l’epilepsie [1] .
- Published
- 2018
16. Systems genetics identifies Sestrin 3 as a regulator of a proconvulsant gene network in human epileptic hippocampus
- Author
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Nabil Hajji, Banafsheh Razzaghi, Vincent T. Cunliffe, Stjepana Kovac, Michelle L. Krishnan, Johan G. Eriksson, Maxime Rotival, Klaus Wanisch, Michele Simonato, Albert J. Becker, Manuel Mattheisen, Paolo Roncon, Enrico Petretto, Doug Speed, Aleksandra Dabrowska, Marc Chadeau-Hyam, Jacques Behmoaras, Terence J. O'Brien, Federico W. Grillo, Paola L. Meza Santoscoy, Matthew C. Walker, Sarah R. Langley, Manuela Mazzuferi, Rafal Kaminski, Patrik Foerch, Marvin Johnson, Tiziana Rossetti, Susanne Schoch, Per Hoffmann, Anna Slaviero, Leonardo Bottolo, Prashant K. Srivastava, Vincenzo De Paola, Tisham De, Sven Cichon, Katharina Pernhorst, Slavé Petrovski, Pitt Niehusmann, Marec von Lehe, Kirill Shkura, Alison J. Coffey, Bénédicte Danis, Department of General Practice and Primary Health Care, Medical Research Council, and Medical Research Council (MRC)
- Subjects
Male ,Regulator ,Gene regulatory network ,General Physics and Astronomy ,Genome-wide association study ,UP-REGULATION ,Bioinformatics ,Hippocampus ,DISEASE ,Mice ,Epilepsy ,Economica ,0302 clinical medicine ,SEIZURE SUSCEPTIBILITY ,Gene Regulatory Networks ,BRAIN ,Child ,Zebrafish ,Heat-Shock Proteins ,Neurons ,0303 health sciences ,Gene knockdown ,Multidisciplinary ,Adolescent ,Adult ,Animals ,Child, Preschool ,Epilepsy, Temporal Lobe ,Female ,Humans ,Infant ,Inflammation ,Macrophages ,Microglia ,Middle Aged ,Motor Activity ,Pentylenetetrazole ,Seizures ,Young Adult ,biology ,NMDA RECEPTOR-ACTIVITY ,Temporal Lobe ,Multidisciplinary Sciences ,medicine.anatomical_structure ,EXCITABILITY ,Science & Technology - Other Topics ,EXPRESSION ,EPILEPSIES ,education ,Socio-culturale ,Article ,General Biochemistry, Genetics and Molecular Biology ,Temporal lobe ,03 medical and health sciences ,INFLAMMATION ,medicine ,GENOME-WIDE ASSOCIATION ,Preschool ,030304 developmental biology ,Science & Technology ,General Chemistry ,medicine.disease ,biology.organism_classification ,nervous system ,3111 Biomedicine ,Neuroscience ,030217 neurology & neurosurgery - Abstract
Gene-regulatory network analysis is a powerful approach to elucidate the molecular processes and\ud pathways underlying complex disease. Here we employ systems genetics approaches to characterize the\ud genetic regulation of pathophysiological pathways in human temporal lobe epilepsy (TLE). Using\ud surgically acquired hippocampi from 129 TLE patients, we identify a gene-regulatory network genetically\ud associated with epilepsy that contains a specialized, highly expressed transcriptional module encoding\ud proconvulsive cytokines and Toll-like receptor signalling genes. RNA sequencing analysis in a mouse\ud model of TLE using 100 epileptic and 100 control hippocampi shows the proconvulsive module is\ud preserved across-species, specific to the epileptic hippocampus and upregulated in chronic epilepsy. In\ud the TLE patients, we map the trans-acting genetic control of this proconvulsive module to Sestrin 3\ud (SESN3), and demonstrate that SESN3 positively regulates the module in macrophages, microglia and\ud neurons. Morpholino-mediated Sesn3 knockdown in zebrafish confirms the regulation of the\ud transcriptional module, and attenuates chemically induced behavioural seizures in vivo.
- Published
- 2015
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