1
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Schaefer M, Nabih A, Spies D, Hermes V, Bodak M, Wischnewski H, Stalder P, Ngondo RP, Liechti LA, Sajic T, Aebersold R, Gatfield D, Ciaudo C. Global and precise identification of functional
miRNA
targets in
mESCs
by integrative analysis. EMBO Rep 2022; 23:e54762. [PMID: 35899551 PMCID: PMC9442311 DOI: 10.15252/embr.202254762] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/01/2022] [Revised: 06/27/2022] [Accepted: 06/30/2022] [Indexed: 12/03/2022] Open
Abstract
MicroRNA (miRNA) loaded Argonaute (AGO) complexes regulate gene expression via direct base pairing with their mRNA targets. Previous works suggest that up to 60% of mammalian transcripts might be subject to miRNA‐mediated regulation, but it remains largely unknown which fraction of these interactions are functional in a specific cellular context. Here, we integrate transcriptome data from a set of miRNA‐depleted mouse embryonic stem cell (mESC) lines with published miRNA interaction predictions and AGO‐binding profiles. Using this integrative approach, combined with molecular validation data, we present evidence that < 10% of expressed genes are functionally and directly regulated by miRNAs in mESCs. In addition, analyses of the stem cell‐specific miR‐290‐295 cluster target genes identify TFAP4 as an important transcription factor for early development. The extensive datasets developed in this study will support the development of improved predictive models for miRNA‐mRNA functional interactions.
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Affiliation(s)
- Moritz Schaefer
- Swiss Federal Institute of Technology Zurich IMHS, Chair of RNAi and Genome Integrity Zurich Switzerland
- Life Science Zurich Graduate School University of Zürich Zurich Switzerland
| | - Amena Nabih
- Swiss Federal Institute of Technology Zurich IMHS, Chair of RNAi and Genome Integrity Zurich Switzerland
- Life Science Zurich Graduate School University of Zürich Zurich Switzerland
| | - Daniel Spies
- Swiss Federal Institute of Technology Zurich IMHS, Chair of RNAi and Genome Integrity Zurich Switzerland
- Life Science Zurich Graduate School University of Zürich Zurich Switzerland
| | - Victoria Hermes
- Swiss Federal Institute of Technology Zurich IMHS, Chair of RNAi and Genome Integrity Zurich Switzerland
| | - Maxime Bodak
- Swiss Federal Institute of Technology Zurich IMHS, Chair of RNAi and Genome Integrity Zurich Switzerland
- Life Science Zurich Graduate School University of Zürich Zurich Switzerland
| | - Harry Wischnewski
- Swiss Federal Institute of Technology Zurich IMHS, Chair of RNAi and Genome Integrity Zurich Switzerland
| | - Patrick Stalder
- Swiss Federal Institute of Technology Zurich IMHS, Chair of RNAi and Genome Integrity Zurich Switzerland
- Life Science Zurich Graduate School University of Zürich Zurich Switzerland
| | - Richard Patryk Ngondo
- Swiss Federal Institute of Technology Zurich IMHS, Chair of RNAi and Genome Integrity Zurich Switzerland
| | - Luz Angelica Liechti
- Center for Integrative Genomics (CIG) University of Lausanne Lausanne Switzerland
| | - Tatjana Sajic
- Swiss Federal Institute of Technology Zurich, IMSB Zürich Switzerland
| | - Ruedi Aebersold
- Swiss Federal Institute of Technology Zurich, IMSB Zürich Switzerland
| | - David Gatfield
- Center for Integrative Genomics (CIG) University of Lausanne Lausanne Switzerland
| | - Constance Ciaudo
- Swiss Federal Institute of Technology Zurich IMHS, Chair of RNAi and Genome Integrity Zurich Switzerland
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2
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Arora R, Bodak M, Penouty L, Hackman C, Ciaudo C. Sequestration of
LINE
‐1 in cytosolic aggregates by
MOV10
restricts retrotransposition. EMBO Rep 2022; 23:e54458. [PMID: 35856394 PMCID: PMC9442310 DOI: 10.15252/embr.202154458] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/06/2021] [Revised: 06/22/2022] [Accepted: 06/30/2022] [Indexed: 11/09/2022] Open
Affiliation(s)
- Rajika Arora
- Swiss Federal Institute of Technology Zurich IMHS, Chair of RNAi and Genome Integrity Zurich Switzerland
| | - Maxime Bodak
- Swiss Federal Institute of Technology Zurich IMHS, Chair of RNAi and Genome Integrity Zurich Switzerland
| | - Laura Penouty
- Swiss Federal Institute of Technology Zurich IMHS, Chair of RNAi and Genome Integrity Zurich Switzerland
| | - Cindy Hackman
- Swiss Federal Institute of Technology Zurich IMHS, Chair of RNAi and Genome Integrity Zurich Switzerland
| | - Constance Ciaudo
- Swiss Federal Institute of Technology Zurich IMHS, Chair of RNAi and Genome Integrity Zurich Switzerland
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3
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Müller M, Schaefer M, Fäh T, Spies D, Hermes V, Ngondo RP, Peña-Hernández R, Santoro R, Ciaudo C. Argonaute proteins regulate a specific network of genes through KLF4 in mouse embryonic stem cells. Stem Cell Reports 2022; 17:1070-1080. [PMID: 35452597 PMCID: PMC9133645 DOI: 10.1016/j.stemcr.2022.03.014] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/25/2021] [Revised: 03/22/2022] [Accepted: 03/22/2022] [Indexed: 12/04/2022] Open
Abstract
The Argonaute proteins (AGOs) are well known for their role in post-transcriptional gene silencing in the microRNA (miRNA) pathway. Here we show that in mouse embryonic stem cells, AGO1&2 serve additional functions that go beyond the miRNA pathway. Through the combined deletion of both Agos, we identified a specific set of genes that are uniquely regulated by AGOs but not by the other miRNA biogenesis factors. Deletion of Ago2&1 caused a global reduction of the repressive histone mark H3K27me3 due to downregulation at protein levels of Polycomb repressive complex 2 components. By integrating chromatin accessibility, prediction of transcription factor binding sites, and chromatin immunoprecipitation sequencing data, we identified the pluripotency factor KLF4 as a key modulator of AGO1&2-regulated genes. Our findings revealed a novel axis of gene regulation that is mediated by noncanonical functions of AGO proteins that affect chromatin states and gene expression using mechanisms outside the miRNA pathway. AGO1&2 regulate a specific set of genes in mESCs, independently of the miRNA pathway PRC2 proteins are downregulated in Ago2&1_KO mESCs, leading to H3K27me3 global loss AGO1&2 regulate gene expression through the pluripotency factor KLF4
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Affiliation(s)
- Madlen Müller
- Swiss Federal Institute of Technology Zurich, Institute of Molecular Health Sciences, Chair of RNAi and Genome Integrity, Zurich, Switzerland; Life Science Zurich Graduate School, University of Zurich, Zurich, Switzerland
| | - Moritz Schaefer
- Swiss Federal Institute of Technology Zurich, Institute of Molecular Health Sciences, Chair of RNAi and Genome Integrity, Zurich, Switzerland; Life Science Zurich Graduate School, University of Zurich, Zurich, Switzerland
| | - Tara Fäh
- Swiss Federal Institute of Technology Zurich, Institute of Molecular Health Sciences, Chair of RNAi and Genome Integrity, Zurich, Switzerland
| | - Daniel Spies
- Swiss Federal Institute of Technology Zurich, Institute of Molecular Health Sciences, Chair of RNAi and Genome Integrity, Zurich, Switzerland
| | - Victoria Hermes
- Swiss Federal Institute of Technology Zurich, Institute of Molecular Health Sciences, Chair of RNAi and Genome Integrity, Zurich, Switzerland
| | - Richard Patryk Ngondo
- Swiss Federal Institute of Technology Zurich, Institute of Molecular Health Sciences, Chair of RNAi and Genome Integrity, Zurich, Switzerland
| | - Rodrigo Peña-Hernández
- Department of Molecular Mechanisms of Disease, DMMD, University of Zurich, Zurich, Switzerland
| | - Raffaella Santoro
- Department of Molecular Mechanisms of Disease, DMMD, University of Zurich, Zurich, Switzerland
| | - Constance Ciaudo
- Swiss Federal Institute of Technology Zurich, Institute of Molecular Health Sciences, Chair of RNAi and Genome Integrity, Zurich, Switzerland.
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4
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Müller M, Fäh T, Schaefer M, Hermes V, Luitz J, Stalder P, Arora R, Ngondo RP, Ciaudo C. AGO1 regulates pericentromeric regions in mouse embryonic stem cells. Life Sci Alliance 2022; 5:5/6/e202101277. [PMID: 35236760 PMCID: PMC8897595 DOI: 10.26508/lsa.202101277] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/25/2021] [Revised: 02/17/2022] [Accepted: 02/17/2022] [Indexed: 01/09/2023] Open
Abstract
Depletion of AGO1 in mESCs leads to a redistribution of H3K9me3 and HP1α away from pericentromeric regions and is accompanied by an up-regulation of major satellites transcripts. Argonaute proteins (AGOs), which play an essential role in cytosolic post-transcriptional gene silencing, have been also reported to function in nuclear processes like transcriptional activation or repression, alternative splicing and, chromatin organization. As most of these studies have been conducted in human cancer cell lines, the relevance of AGOs nuclear functions in the context of mouse early embryonic development remains uninvestigated. Here, we examined a possible role of the AGO1 protein on the distribution of constitutive heterochromatin in mouse embryonic stem cells (mESCs). We observed a specific redistribution of the repressive histone mark H3K9me3 and the heterochromatin protein HP1α, away from pericentromeric regions upon Ago1 depletion. Furthermore, we demonstrated that major satellite transcripts are strongly up-regulated in Ago1_KO mESCs and that their levels are partially restored upon AGO1 rescue. We also observed a similar redistribution of H3K9me3 and HP1α in Drosha_KO mESCs, suggesting a role for microRNAs (miRNAs) in the regulation of heterochromatin distribution in mESCs. Finally, we showed that specific miRNAs with complementarity to major satellites can partially regulate the expression of these transcripts.
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Affiliation(s)
- Madlen Müller
- Swiss Federal Institute of Technology Zurich, Institute of Molecular Health Sciences (IMHS), Chair of RNAi and Genome Integrity, Zurich, Switzerland.,Life Science Zurich Graduate School, University of Zürich, Zürich, Switzerland
| | - Tara Fäh
- Swiss Federal Institute of Technology Zurich, Institute of Molecular Health Sciences (IMHS), Chair of RNAi and Genome Integrity, Zurich, Switzerland
| | - Moritz Schaefer
- Swiss Federal Institute of Technology Zurich, Institute of Molecular Health Sciences (IMHS), Chair of RNAi and Genome Integrity, Zurich, Switzerland.,Life Science Zurich Graduate School, University of Zürich, Zürich, Switzerland
| | - Victoria Hermes
- Swiss Federal Institute of Technology Zurich, Institute of Molecular Health Sciences (IMHS), Chair of RNAi and Genome Integrity, Zurich, Switzerland
| | - Janina Luitz
- Swiss Federal Institute of Technology Zurich, Institute of Molecular Health Sciences (IMHS), Chair of RNAi and Genome Integrity, Zurich, Switzerland
| | - Patrick Stalder
- Swiss Federal Institute of Technology Zurich, Institute of Molecular Health Sciences (IMHS), Chair of RNAi and Genome Integrity, Zurich, Switzerland.,Life Science Zurich Graduate School, University of Zürich, Zürich, Switzerland
| | - Rajika Arora
- Swiss Federal Institute of Technology Zurich, Institute of Molecular Health Sciences (IMHS), Chair of RNAi and Genome Integrity, Zurich, Switzerland
| | - Richard Patryk Ngondo
- Swiss Federal Institute of Technology Zurich, Institute of Molecular Health Sciences (IMHS), Chair of RNAi and Genome Integrity, Zurich, Switzerland
| | - Constance Ciaudo
- Swiss Federal Institute of Technology Zurich, Institute of Molecular Health Sciences (IMHS), Chair of RNAi and Genome Integrity, Zurich, Switzerland
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5
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Rosa A, Ciaudo C, Sumazin P, Fazi F. Editorial: The RNA Revolution in Embryonic Development and Cell Differentiation in Health and Disease. Front Cell Dev Biol 2021; 9:715341. [PMID: 34595170 PMCID: PMC8476796 DOI: 10.3389/fcell.2021.715341] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/26/2021] [Accepted: 08/23/2021] [Indexed: 11/27/2022] Open
Affiliation(s)
- Alessandro Rosa
- Center for Life Nano Science, Istituto Italiano di Tecnologia, Rome, Italy.,Laboratory Affiliated With Istituto Pasteur Italia-Fondazione Cenci Bolognetti, Department of Biology and Biotechnologies Charles Darwin, Sapienza University of Rome, Rome, Italy
| | - Constance Ciaudo
- Department of Biology, Swiss Federal Institute of Technology Zurich, Institute of Molecular Health Sciences (IMHS), Zurich, Switzerland
| | - Pavel Sumazin
- Texas Children's Cancer Center, Baylor College of Medicine, Houston, TX, United States
| | - Francesco Fazi
- Department of Anatomical, Histological, Forensic and Orthopedic Sciences, Section of Histology and Medical Embryology, Sapienza University of Rome, Laboratory Affiliated With Istituto Pasteur Italia-Fondazione Cenci Bolognetti, Rome, Italy
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6
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7
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Biasini A, Abdulkarim B, de Pretis S, Tan JY, Arora R, Wischnewski H, Dreos R, Pelizzola M, Ciaudo C, Marques AC. Translation is required for miRNA-dependent decay of endogenous transcripts. EMBO J 2021; 40:e104569. [PMID: 33300180 PMCID: PMC7849302 DOI: 10.15252/embj.2020104569] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/28/2020] [Revised: 10/30/2020] [Accepted: 11/06/2020] [Indexed: 11/09/2022] Open
Abstract
Post-transcriptional repression of gene expression by miRNAs occurs through transcript destabilization or translation inhibition. mRNA decay is known to account for most miRNA-dependent repression. However, because transcript decay occurs co-translationally, whether target translation is a requirement for miRNA-dependent transcript destabilization remains unknown. To decouple these two molecular processes, we used cytosolic long noncoding RNAs (lncRNAs) as models for endogenous transcripts that are not translated. We show that, despite interacting with the miRNA-loaded RNA-induced silencing complex, the steady-state abundance and decay rates of these transcripts are minimally affected by miRNA loss. To further validate the apparent requirement of translation for miRNA-dependent decay, we fused two lncRNA candidates to the 3'-end of a protein-coding gene reporter and found this results in their miRNA-dependent destabilization. Further analysis revealed that the few natural lncRNAs whose levels are regulated by miRNAs in mESCs tend to associate with translating ribosomes, and possibly represent misannotated micropeptides, further substantiating the necessity of target translation for miRNA-dependent transcript decay. In summary, our analyses suggest that translation is required for miRNA-dependent transcript destabilization, and demonstrate that the levels of coding and noncoding transcripts are differently affected by miRNAs.
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Affiliation(s)
- Adriano Biasini
- Department of Computational Biology, University of Lausanne, Lausanne, Switzerland
| | - Baroj Abdulkarim
- Department of Computational Biology, University of Lausanne, Lausanne, Switzerland
| | - Stefano de Pretis
- Center for Genomic Sciences, Istituto Italiano di Tecnologia (IIT), Milano, Italy
| | - Jennifer Y Tan
- Department of Computational Biology, University of Lausanne, Lausanne, Switzerland
| | - Rajika Arora
- Institute of Molecular Health Sciences, ETHZ, Zurich, Switzerland
| | | | - Rene Dreos
- Center for Integrative Genomics, University of Lausanne, Lausanne, Switzerland
| | - Mattia Pelizzola
- Center for Genomic Sciences, Istituto Italiano di Tecnologia (IIT), Milano, Italy
| | - Constance Ciaudo
- Institute of Molecular Health Sciences, ETHZ, Zurich, Switzerland
| | - Ana Claudia Marques
- Department of Computational Biology, University of Lausanne, Lausanne, Switzerland
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8
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Renz PF, Spies D, Tsikrika P, Wutz A, Beyer TA, Ciaudo C. Inhibition of FGF and TGF-β Pathways in hESCs Identify STOX2 as a Novel SMAD2/4 Cofactor. Biology (Basel) 2020; 9:biology9120470. [PMID: 33339109 PMCID: PMC7765495 DOI: 10.3390/biology9120470] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 11/30/2020] [Accepted: 12/15/2020] [Indexed: 01/10/2023]
Abstract
Simple Summary Signaling pathways are the means by which cells and tissue communicate, orchestrating key events during mammalian development, homeostasis, and disease. During development, signaling determines the identity of cells, and thereby controls morphogenesis and organ specification. Depending on the cellular context, these pathways can exert a broad range of even opposing functions. This is achieved, among other mechanisms, by crosstalk between pathways. Here, we examined how two pathways (the transforming growth factor-β (TGF-β) and the fibroblast growth factor (FGF)) cooperate in the maintenance and cell fate specification of human embryonic stem cells. We used inhibitory molecules for individual pathways on a short time series and analyzed the resulting variation in gene expression. In contrast to our expectations, we did not observe an extended crosstalk between the pathway at the gene regulatory level. However, we discovered STOX2 as a new primary target of the TGF-β signaling pathway. Our results show that STOX2 might act as a novel TGF-β signaling co-factor. Our work will contribute to understand how signaling by the TGF-β is mediated. In the future, these results might help to deepen our understanding of how signaling is propagated. Abstract The fibroblast growth factor (FGF) and the transforming growth factor-β (TGF-β) pathways are both involved in the maintenance of human embryonic stem cells (hESCs) and regulate the onset of their differentiation. Their converging functions have suggested that these pathways might share a wide range of overlapping targets. Published studies have focused on the long-term effects (24–48 h) of FGF and TGF-β inhibition in hESCs, identifying direct and indirect target genes. In this study, we focused on the earliest transcriptome changes occurring between 3 and 9 h after FGF and TGF-β inhibition to identify direct target genes only. Our analysis clearly shows that only a handful of target transcripts are common to both pathways. This is surprising in light of the previous literature, and has implications for models of cell signaling in human pluripotent cells. In addition, we identified STOX2 as a novel primary target of the TGF-β signaling pathway. We show that STOX2 might act as a novel SMAD2/4 cofactor. Taken together, our results provide insights into the effect of cell signaling on the transcription profile of human pluripotent cells
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Affiliation(s)
- Peter F. Renz
- Department of Biology, Swiss Federal Institute of Technology Zurich, Institute of Molecular Health Sciences, Otto-Stern Weg 7, CH-8093 Zurich, Switzerland; (P.F.R.); (D.S.); (P.T.); (A.W.)
- Molecular Life Science Program, Life Science Zurich Graduate School, Institute of Molecular Life Sciences, University of Zurich, Winterthurerstrasse 190, CH-8057 Zurich, Switzerland
| | - Daniel Spies
- Department of Biology, Swiss Federal Institute of Technology Zurich, Institute of Molecular Health Sciences, Otto-Stern Weg 7, CH-8093 Zurich, Switzerland; (P.F.R.); (D.S.); (P.T.); (A.W.)
- Molecular Life Science Program, Life Science Zurich Graduate School, Institute of Molecular Life Sciences, University of Zurich, Winterthurerstrasse 190, CH-8057 Zurich, Switzerland
| | - Panagiota Tsikrika
- Department of Biology, Swiss Federal Institute of Technology Zurich, Institute of Molecular Health Sciences, Otto-Stern Weg 7, CH-8093 Zurich, Switzerland; (P.F.R.); (D.S.); (P.T.); (A.W.)
- Molecular Life Science Program, Life Science Zurich Graduate School, Institute of Molecular Life Sciences, University of Zurich, Winterthurerstrasse 190, CH-8057 Zurich, Switzerland
| | - Anton Wutz
- Department of Biology, Swiss Federal Institute of Technology Zurich, Institute of Molecular Health Sciences, Otto-Stern Weg 7, CH-8093 Zurich, Switzerland; (P.F.R.); (D.S.); (P.T.); (A.W.)
| | - Tobias A. Beyer
- Department of Biology, Swiss Federal Institute of Technology Zurich, Institute of Molecular Health Sciences, Otto-Stern Weg 7, CH-8093 Zurich, Switzerland; (P.F.R.); (D.S.); (P.T.); (A.W.)
- Correspondence: (T.A.B.); (C.C.); Tel.: +41-44-633-08-58 (C.C.)
| | - Constance Ciaudo
- Department of Biology, Swiss Federal Institute of Technology Zurich, Institute of Molecular Health Sciences, Otto-Stern Weg 7, CH-8093 Zurich, Switzerland; (P.F.R.); (D.S.); (P.T.); (A.W.)
- Correspondence: (T.A.B.); (C.C.); Tel.: +41-44-633-08-58 (C.C.)
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9
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Abstract
Mouse embryonic stem cells (mESCs) are a powerful model to study early mouse development. These blastocyst-derived cells can maintain pluripotency and differentiate into the three embryonic germ layers and an extraembryonic layer, the extraembryonic endoderm (ExEn), which shares similar molecular markers to the definitive endoderm. Here, we present a fast procedure to identify a differentiation defect of mESCs toward ExEn in vitro through the molecular and cellular characterization of embryoid bodies, followed by direct differentiation of mESCs into ExEn. For complete details on the use and execution of this protocol, please refer to Ngondo et al. (2018).
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Affiliation(s)
- Richard Patryk Ngondo
- University of Strasbourg, Strasbourg, France.,Institut de Biologie Moléculaire des Plantes UPR-CNRS 2357, 12 rue du Général Zimmer, 67084 Strasbourg, France
| | - Michel Cohen-Tannoudji
- Early Mammalian Development and Stem Cell Biology, Institut Pasteur, CNRS UMR 3738, 25 rue du docteur Roux, 75015 Paris, France
| | - Constance Ciaudo
- Swiss Federal Institute of Technology Zurich, IMHS, Chair of RNAi and Genome Integrity, 8093 Zurich, Switzerland
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10
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Schäfer M, Ciaudo C. Prediction of the miRNA interactome - Established methods and upcoming perspectives. Comput Struct Biotechnol J 2020; 18:548-557. [PMID: 32211130 PMCID: PMC7082591 DOI: 10.1016/j.csbj.2020.02.019] [Citation(s) in RCA: 12] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/16/2019] [Revised: 02/21/2020] [Accepted: 02/27/2020] [Indexed: 01/21/2023] Open
Abstract
MicroRNAs (miRNAs) are well-studied small noncoding RNAs involved in post-transcriptional gene regulation in a wide range of organisms, including mammals. Their function is mediated by base pairing with their target RNAs. Although many features required for miRNA-mediated repression have been described, the identification of functional interactions is still challenging. In the last two decades, numerous Machine Learning (ML) models have been developed to predict their putative targets. In this review, we summarize the biological knowledge and the experimental data used to develop these ML models. Recently, Deep Neural Network-based models have also emerged in miRNA interaction modeling. We thus outline established and emerging models to give a perspective on the future developments needed to improve the identification of genes directly regulated by miRNAs.
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Affiliation(s)
- Moritz Schäfer
- Swiss Federal Institute of Technology Zurich, Department of Biology, Institute of Molecular Health Sciences, CH-8093 Zurich, Switzerland
- Life Science Zurich Graduate School, Systems Biology Program, University of Zurich, CH-8047 Zurich, Switzerland
| | - Constance Ciaudo
- Swiss Federal Institute of Technology Zurich, Department of Biology, Institute of Molecular Health Sciences, CH-8093 Zurich, Switzerland
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11
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Müller M, Fazi F, Ciaudo C. Argonaute Proteins: From Structure to Function in Development and Pathological Cell Fate Determination. Front Cell Dev Biol 2020; 7:360. [PMID: 32039195 PMCID: PMC6987405 DOI: 10.3389/fcell.2019.00360] [Citation(s) in RCA: 54] [Impact Index Per Article: 13.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/30/2019] [Accepted: 12/12/2019] [Indexed: 12/26/2022] Open
Abstract
The highly conserved Argonaute protein family members play a central role in the regulation of gene expression networks, orchestrating the establishment and the maintenance of cell identity throughout the entire life cycle, as well as in several human disorders, including cancers. Four functional Argonaute proteins (AGO1-4), with high structure similarity, have been described in humans and mice. Interestingly, only AGO2 is robustly expressed during human and mouse early development, in contrast to the other AGOs. Consequently, AGO2 is indispensable for early development in vivo and in vitro. Here, we review the roles of Argonaute proteins during early development by focusing on the interplay between specific domains of the protein and their function. Moreover, we report recent works highlighting the importance of AGO posttranslational modifications in cancer.
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Affiliation(s)
- Madlen Müller
- Swiss Federal Institute of Technology Zurich, Department of Biology, IMHS, Zurich, Switzerland
- Life Science Zurich Graduate School, Molecular Life Sciences Program, University of Zurich, Zurich, Switzerland
| | - Francesco Fazi
- Department of Anatomical, Histological, Forensic & Orthopedic Sciences, Section of Histology & Medical Embryology, Sapienza University of Rome, Laboratory Affiliated to Instituto Pasteur Italia-Fondazione Cenci Bolognetti, Rome, Italy
| | - Constance Ciaudo
- Swiss Federal Institute of Technology Zurich, Department of Biology, IMHS, Zurich, Switzerland
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12
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Spies D, Renz PF, Beyer TA, Ciaudo C. Comparative analysis of differential gene expression tools for RNA sequencing time course data. Brief Bioinform 2019; 20:288-298. [PMID: 29028903 PMCID: PMC6357553 DOI: 10.1093/bib/bbx115] [Citation(s) in RCA: 64] [Impact Index Per Article: 12.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/06/2017] [Indexed: 02/05/2023] Open
Abstract
RNA sequencing (RNA-seq) has become a standard procedure to investigate transcriptional changes between conditions and is routinely used in research and clinics. While standard differential expression (DE) analysis between two conditions has been extensively studied, and improved over the past decades, RNA-seq time course (TC) DE analysis algorithms are still in their early stages. In this study, we compare, for the first time, existing TC RNA-seq tools on an extensive simulation data set and validated the best performing tools on published data. Surprisingly, TC tools were outperformed by the classical pairwise comparison approach on short time series (<8 time points) in terms of overall performance and robustness to noise, mostly because of high number of false positives, with the exception of ImpulseDE2. Overlapping of candidate lists between tools improved this shortcoming, as the majority of false-positive, but not true-positive, candidates were unique for each method. On longer time series, pairwise approach was less efficient on the overall performance compared with splineTC and maSigPro, which did not identify any false-positive candidate.
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Affiliation(s)
- Daniel Spies
- Swiss Federal Institute of Technology Zurich, Department of Biology, IMHS, Zurich, Switzerland.,Life Science Zurich Graduate School, Molecular Life Science program, University of Zürich, Switzerland
| | - Peter F Renz
- Swiss Federal Institute of Technology Zurich, Department of Biology, IMHS, Zurich, Switzerland.,Life Science Zurich Graduate School, Molecular Life Science program, University of Zürich, Switzerland
| | - Tobias A Beyer
- Swiss Federal Institute of Technology Zurich, Department of Biology, IMHS, Zurich, Switzerland
| | - Constance Ciaudo
- Swiss Federal Institute of Technology Zurich, Department of Biology, IMHS, Zurich, Switzerland
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13
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Bodak M, Yu J, Ciaudo C. Regulation of LINE-1 Elements by miR-128 Is Not Conserved in Mouse Embryonic Stem Cells. Front Genet 2018; 9:683. [PMID: 30619491 PMCID: PMC6306448 DOI: 10.3389/fgene.2018.00683] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/30/2018] [Accepted: 12/07/2018] [Indexed: 12/22/2022] Open
Affiliation(s)
- Maxime Bodak
- Department of Biology, Swiss Federal Institute of Technology Zurich, IMHS, Zurich, Switzerland
| | - Jian Yu
- Department of Biology, Swiss Federal Institute of Technology Zurich, IMHS, Zurich, Switzerland
| | - Constance Ciaudo
- Department of Biology, Swiss Federal Institute of Technology Zurich, IMHS, Zurich, Switzerland
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14
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Savic N, Ringnalda FCAS, Lindsay H, Berk C, Bargsten K, Li Y, Neri D, Robinson MD, Ciaudo C, Hall J, Jinek M, Schwank G. Covalent linkage of the DNA repair template to the CRISPR-Cas9 nuclease enhances homology-directed repair. eLife 2018; 7:e33761. [PMID: 29809142 PMCID: PMC6023611 DOI: 10.7554/elife.33761] [Citation(s) in RCA: 110] [Impact Index Per Article: 18.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/23/2017] [Accepted: 05/26/2018] [Indexed: 12/22/2022] Open
Abstract
The CRISPR-Cas9 targeted nuclease technology allows the insertion of genetic modifications with single base-pair precision. The preference of mammalian cells to repair Cas9-induced DNA double-strand breaks via error-prone end-joining pathways rather than via homology-directed repair mechanisms, however, leads to relatively low rates of precise editing from donor DNA. Here we show that spatial and temporal co-localization of the donor template and Cas9 via covalent linkage increases the correction rates up to 24-fold, and demonstrate that the effect is mainly caused by an increase of donor template concentration in the nucleus. Enhanced correction rates were observed in multiple cell types and on different genomic loci, suggesting that covalently linking the donor template to the Cas9 complex provides advantages for clinical applications where high-fidelity repair is desired.
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Affiliation(s)
- Natasa Savic
- The Institute of Molecular Health Sciences, ETH ZurichZurichSwitzerland
| | | | - Helen Lindsay
- The Institute of Molecular Life Sciences, University of ZurichZurichSwitzerland
- SIB Swiss Institute of BioinformaticsZurichSwitzerland
| | - Christian Berk
- Institute for Pharmaceutical Sciences, ETH ZurichZurichSwitzerland
| | - Katja Bargsten
- Department of Biochemistry, University of ZurichZurichSwitzerland
| | - Yizhou Li
- Institute for Pharmaceutical Sciences, ETH ZurichZurichSwitzerland
| | - Dario Neri
- Institute for Pharmaceutical Sciences, ETH ZurichZurichSwitzerland
| | - Mark D Robinson
- The Institute of Molecular Life Sciences, University of ZurichZurichSwitzerland
- SIB Swiss Institute of BioinformaticsZurichSwitzerland
| | - Constance Ciaudo
- The Institute of Molecular Health Sciences, ETH ZurichZurichSwitzerland
| | - Jonathan Hall
- Institute for Pharmaceutical Sciences, ETH ZurichZurichSwitzerland
| | - Martin Jinek
- Department of Biochemistry, University of ZurichZurichSwitzerland
| | - Gerald Schwank
- The Institute of Molecular Health Sciences, ETH ZurichZurichSwitzerland
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15
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Ngondo RP, Cirera-Salinas D, Yu J, Wischnewski H, Bodak M, Vandormael-Pournin S, Geiselmann A, Wettstein R, Luitz J, Cohen-Tannoudji M, Ciaudo C. Argonaute 2 Is Required for Extra-embryonic Endoderm Differentiation of Mouse Embryonic Stem Cells. Stem Cell Reports 2018; 10:461-476. [PMID: 29396181 PMCID: PMC5830960 DOI: 10.1016/j.stemcr.2017.12.023] [Citation(s) in RCA: 21] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/25/2016] [Revised: 12/28/2017] [Accepted: 12/28/2017] [Indexed: 12/14/2022] Open
Abstract
In mouse, although four Argonaute (AGO) proteins with partly overlapping functions in small-RNA pathways exist, only Ago2 deficiency causes embryonic lethality. To investigate the role of AGO2 during mouse early development, we generated Ago2-deficient mouse embryonic stem cells (mESCs) and performed a detailed characterization of their differentiation potential. Ago2 disruption caused a global reduction of microRNAs, which resulted in the misregulation of only a limited number of transcripts. We demonstrated, both in vivo and in vitro, that AGO2 is dispensable for the embryonic germ-layer formation. However, Ago2-deficient mESCs showed a specific defect during conversion into extra-embryonic endoderm cells. We proved that this defect is cell autonomous and can be rescued by both a catalytically active and an inactive Ago2, but not by Ago2 deprived of its RNA binding capacity or by Ago1 overexpression. Overall, our results suggest a role for AGO2 in stem cell differentiation. Ago2 deletion strongly affects microRNA but not mRNA levels in mESCs AGO2 is dispensable for mESC self-renewal and formation of embryonic germ layers AGO2 but not AGO1 is required for GATA6 expression during XEN conversion of mESCs AGO2 is essential for the in vitro expression of extra-embryonic endoderm genes
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Affiliation(s)
- Richard Patryk Ngondo
- Swiss Federal Institute of Technology Zurich, IMHS, Chair of RNAi and Genome Integrity, Zurich, Switzerland
| | - Daniel Cirera-Salinas
- Swiss Federal Institute of Technology Zurich, IMHS, Chair of RNAi and Genome Integrity, Zurich, Switzerland
| | - Jian Yu
- Swiss Federal Institute of Technology Zurich, IMHS, Chair of RNAi and Genome Integrity, Zurich, Switzerland; Life Science Zurich Graduate School, University of Zürich, Zurich, Switzerland
| | - Harry Wischnewski
- Swiss Federal Institute of Technology Zurich, IMHS, Chair of RNAi and Genome Integrity, Zurich, Switzerland
| | - Maxime Bodak
- Swiss Federal Institute of Technology Zurich, IMHS, Chair of RNAi and Genome Integrity, Zurich, Switzerland; Life Science Zurich Graduate School, University of Zürich, Zurich, Switzerland
| | - Sandrine Vandormael-Pournin
- Institut Pasteur, CNRS, Unité de Génétique Fonctionnelle de la Souris, UMR 3738, Department of Developmental & Stem Cell Biology, 25 rue du docteur Roux, 75015 Paris Cedex, France
| | - Anna Geiselmann
- Institut Pasteur, CNRS, Unité de Génétique Fonctionnelle de la Souris, UMR 3738, Department of Developmental & Stem Cell Biology, 25 rue du docteur Roux, 75015 Paris Cedex, France
| | - Rahel Wettstein
- Swiss Federal Institute of Technology Zurich, IMHS, Chair of RNAi and Genome Integrity, Zurich, Switzerland; Life Science Zurich Graduate School, University of Zürich, Zurich, Switzerland
| | - Janina Luitz
- Swiss Federal Institute of Technology Zurich, IMHS, Chair of RNAi and Genome Integrity, Zurich, Switzerland
| | - Michel Cohen-Tannoudji
- Institut Pasteur, CNRS, Unité de Génétique Fonctionnelle de la Souris, UMR 3738, Department of Developmental & Stem Cell Biology, 25 rue du docteur Roux, 75015 Paris Cedex, France
| | - Constance Ciaudo
- Swiss Federal Institute of Technology Zurich, IMHS, Chair of RNAi and Genome Integrity, Zurich, Switzerland.
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16
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Cirera-Salinas D, Ciaudo C. Exit from Pluripotency Assay of Mouse Embryonic Stem Cells. Bio Protoc 2017; 7:e2507. [PMID: 34541170 DOI: 10.21769/bioprotoc.2507] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/11/2017] [Revised: 07/23/2017] [Accepted: 07/26/2017] [Indexed: 11/02/2022] Open
Abstract
A novel method to assess the dissolution of the core pluripotency transcription-factor circuit of mouse Embryonic Stem Cells (mESCs) has been developed ( Ying et al., 2003 ; Betschinger et al., 2013 ). In order to efficiently identify genes essential for the break-down of the pluripotency network in mutant mESCs with proliferation defects, we adapted this 'exit from pluripotency assay' ( Bodak et al., 2017 ; Cirera-Salinas et al., 2017 ). The protocol described here has been successfully applied to several mESC lines and is easily transposable from one laboratory to another.
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Affiliation(s)
- Daniel Cirera-Salinas
- Swiss Federal Institute of Technology Zurich, Department of Biology, Institute of Molecular Health Sciences, RNAi and Genome Integrity, Zurich, Switzerland
| | - Constance Ciaudo
- Swiss Federal Institute of Technology Zurich, Department of Biology, Institute of Molecular Health Sciences, RNAi and Genome Integrity, Zurich, Switzerland
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17
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Affiliation(s)
- D Cirera-Salinas
- a Swiss Federal Institute of Technology Zurich, Department of Biology , Institute of Molecular Health Sciences, RNAi and Genome Integrity , Zurich , Switzerland
| | - M Bodak
- a Swiss Federal Institute of Technology Zurich, Department of Biology , Institute of Molecular Health Sciences, RNAi and Genome Integrity , Zurich , Switzerland.,b Life Science Zurich Graduate School, University of Zurich , Zurich , Switzerland
| | - C Ciaudo
- a Swiss Federal Institute of Technology Zurich, Department of Biology , Institute of Molecular Health Sciences, RNAi and Genome Integrity , Zurich , Switzerland
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18
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Cirera-Salinas D, Yu J, Bodak M, Ngondo RP, Herbert KM, Ciaudo C. Noncanonical function of DGCR8 controls mESC exit from pluripotency. J Cell Biol 2017; 216:355-366. [PMID: 28100686 PMCID: PMC5294780 DOI: 10.1083/jcb.201606073] [Citation(s) in RCA: 26] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/15/2016] [Revised: 10/14/2016] [Accepted: 12/12/2016] [Indexed: 12/12/2022] Open
Abstract
DGCR8 is essential for mouse early development and microRNA biogenesis. Cirera-Salinas et al. report a new noncanonical function of DGCR8 essential for the exit from pluripotency of mouse embryonic stem cells. Mouse embryonic stem cells (mESCs) deficient for DGCR8, a key component of the microprocessor complex, present strong differentiation defects. However, the exact reasons impairing their commitment remain elusive. The analysis of newly generated mutant mESCs revealed that DGCR8 is essential for the exit from the pluripotency state. To dissociate canonical versus noncanonical functions of DGCR8, we complemented the mutant mESCs with a phosphomutant DGCR8, which restored microRNA levels but did not rescue the exit from pluripotency defect. Integration of omics data and RNA immunoprecipitation experiments established DGCR8 as a direct interactor of Tcf7l1 mRNA, a core component of the pluripotency network. Finally, we found that DGCR8 facilitated the splicing of Tcf7l1, an event necessary for the differentiation of mESCs. Our data reveal a new noncanonical function of DGCR8 in the modulation of the alternative splicing of Tcf7l1 mRNA in addition to its established function in microRNA biogenesis.
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Affiliation(s)
- Daniel Cirera-Salinas
- Department of Biology, Institute of Molecular Health Sciences, RNAi and Genome Integrity, Swiss Federal Institute of Technology Zurich, Zurich 8093, Switzerland
| | - Jian Yu
- Department of Biology, Institute of Molecular Health Sciences, RNAi and Genome Integrity, Swiss Federal Institute of Technology Zurich, Zurich 8093, Switzerland.,Life Science Zurich Graduate School, University of Zurich, Zurich 8093, Switzerland
| | - Maxime Bodak
- Department of Biology, Institute of Molecular Health Sciences, RNAi and Genome Integrity, Swiss Federal Institute of Technology Zurich, Zurich 8093, Switzerland.,Life Science Zurich Graduate School, University of Zurich, Zurich 8093, Switzerland
| | - Richard P Ngondo
- Department of Biology, Institute of Molecular Health Sciences, RNAi and Genome Integrity, Swiss Federal Institute of Technology Zurich, Zurich 8093, Switzerland
| | - Kristina M Herbert
- Sanford Burnham Prebys Medical Discovery Institute, La Jolla, San Diego, CA 92037
| | - Constance Ciaudo
- Department of Biology, Institute of Molecular Health Sciences, RNAi and Genome Integrity, Swiss Federal Institute of Technology Zurich, Zurich 8093, Switzerland
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19
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Bodak M, Cirera-Salinas D, Yu J, Ngondo RP, Ciaudo C. Dicer, a new regulator of pluripotency exit and LINE-1 elements in mouse embryonic stem cells. FEBS Open Bio 2017; 7:204-220. [PMID: 28174687 PMCID: PMC5292673 DOI: 10.1002/2211-5463.12174] [Citation(s) in RCA: 25] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/23/2016] [Revised: 11/18/2016] [Accepted: 12/05/2016] [Indexed: 12/18/2022] Open
Abstract
A gene regulation network orchestrates processes ensuring the maintenance of cellular identity and genome integrity. Small RNAs generated by the RNAse III DICER have emerged as central players in this network. Moreover, deletion of Dicer in mice leads to early embryonic lethality. To better understand the underlying mechanisms leading to this phenotype, we generated Dicer‐deficient mouse embryonic stem cells (mESCs). Their detailed characterization revealed an impaired differentiation potential, and incapacity to exit from the pluripotency state. We also observed a strong accumulation of LINE‐1 (L1s) transcripts, which was translated at protein level and led to an increased L1s retrotransposition. Our findings reveal Dicer as a new essential player that sustains mESCs self‐renewal and genome integrity by controlling L1s regulation.
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Affiliation(s)
- Maxime Bodak
- Department of Biology RNAi and Genome Integrity IMHS Swiss Federal Institute of Technology Zurich Zurich Switzerland; Life Science Zurich Graduate School Molecular Life Science Program University of Zurich Switzerland
| | - Daniel Cirera-Salinas
- Department of Biology RNAi and Genome Integrity IMHS Swiss Federal Institute of Technology Zurich Zurich Switzerland
| | - Jian Yu
- Department of Biology RNAi and Genome Integrity IMHS Swiss Federal Institute of Technology Zurich Zurich Switzerland; Life Science Zurich Graduate School Molecular and Translational Biomedicine Program University of Zurich Switzerland
| | - Richard P Ngondo
- Department of Biology RNAi and Genome Integrity IMHS Swiss Federal Institute of Technology Zurich Zurich Switzerland
| | - Constance Ciaudo
- Department of Biology RNAi and Genome Integrity IMHS Swiss Federal Institute of Technology Zurich Zurich Switzerland
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20
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Roos M, Pradère U, Ngondo RP, Behera A, Allegrini S, Civenni G, Zagalak JA, Marchand JR, Menzi M, Towbin H, Scheuermann J, Neri D, Caflisch A, Catapano CV, Ciaudo C, Hall J. A Small-Molecule Inhibitor of Lin28. ACS Chem Biol 2016; 11:2773-2781. [PMID: 27548809 DOI: 10.1021/acschembio.6b00232] [Citation(s) in RCA: 100] [Impact Index Per Article: 12.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/14/2022]
Abstract
New discoveries in RNA biology underscore a need for chemical tools to clarify their roles in pathophysiological mechanisms. In certain cancers, synthesis of the let-7 microRNA tumor suppressor is blocked by an RNA binding protein (RBP) Lin28, which docks onto a conserved sequence in let-7 precursor RNA molecules and prevents their maturation. Thus, the Lin28/let-7 interaction might be an attractive drug target, if not for the well-known difficulty in targeting RNA-protein interactions with drugs. Here, we describe a protein/RNA FRET assay using a GFP-Lin28 donor and a black-hole quencher (BHQ)-labeled let-7 acceptor, a fluorescent protein/quencher combination which is rarely used in screening despite favorable spectral properties. We tested 16 000 molecules and identified N-methyl-N-[3-(3-methyl[1,2,4]triazolo[4,3-b]pyridazin-6-yl)phenyl]acetamide, which blocked the Lin28/let-7 interaction, rescued let-7 processing and function in Lin28-expressing cancer cells, induced differentiation of mouse embryonic stem cells, and reduced tumor-sphere formation by 22Rv1 and Huh7 cells. A biotinylated derivative captured Lin28 from cell lysates consistent with an on-target mechanism in cells, though the compound also showed some activity against bromodomains in selectivity assays. The Lin28/let-7 axis is presently of high interest not only for its role as a bistable switch in stem-cell biology but also because of its prominent roles in numerous diseases. We anticipate that much can be learned from the use of this first reported small molecule antagonist of Lin28, including the potential of the Lin28/let-7 interaction as a new drug target for selected cancers. Furthermore, this approach to assay development may be used to identify antagonists of other RBP/RNA interactions suspected to be operative in pathophysiological mechanisms.
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Affiliation(s)
- Martina Roos
- Institute
of Pharmaceutical Sciences, Department of Chemistry and Applied Biosciences, ETH Zurich, 8093 Zurich, Switzerland
| | - Ugo Pradère
- Institute
of Pharmaceutical Sciences, Department of Chemistry and Applied Biosciences, ETH Zurich, 8093 Zurich, Switzerland
| | - Richard P. Ngondo
- Institute
of Molecular Health Sciences, Department of Biology, ETH Zurich, 8093 Zurich, Switzerland
| | - Alok Behera
- Institute
of Pharmaceutical Sciences, Department of Chemistry and Applied Biosciences, ETH Zurich, 8093 Zurich, Switzerland
| | - Sara Allegrini
- Institute
of Oncology Research, Oncology Institute of Southern Switzerland, 6500 Bellinzona, Switzerland
| | - Gianluca Civenni
- Institute
of Oncology Research, Oncology Institute of Southern Switzerland, 6500 Bellinzona, Switzerland
| | - Julian A. Zagalak
- Institute
of Pharmaceutical Sciences, Department of Chemistry and Applied Biosciences, ETH Zurich, 8093 Zurich, Switzerland
| | - Jean-Rémy Marchand
- Department
of Biochemistry, University of Zurich, 8057 Zurich, Switzerland
| | - Mirjam Menzi
- Institute
of Pharmaceutical Sciences, Department of Chemistry and Applied Biosciences, ETH Zurich, 8093 Zurich, Switzerland
| | - Harry Towbin
- Institute
of Pharmaceutical Sciences, Department of Chemistry and Applied Biosciences, ETH Zurich, 8093 Zurich, Switzerland
| | - Jörg Scheuermann
- Institute
of Pharmaceutical Sciences, Department of Chemistry and Applied Biosciences, ETH Zurich, 8093 Zurich, Switzerland
| | - Dario Neri
- Institute
of Pharmaceutical Sciences, Department of Chemistry and Applied Biosciences, ETH Zurich, 8093 Zurich, Switzerland
| | - Amedeo Caflisch
- Department
of Biochemistry, University of Zurich, 8057 Zurich, Switzerland
| | - Carlo V. Catapano
- Institute
of Oncology Research, Oncology Institute of Southern Switzerland, 6500 Bellinzona, Switzerland
| | - Constance Ciaudo
- Institute
of Molecular Health Sciences, Department of Biology, ETH Zurich, 8093 Zurich, Switzerland
| | - Jonathan Hall
- Institute
of Pharmaceutical Sciences, Department of Chemistry and Applied Biosciences, ETH Zurich, 8093 Zurich, Switzerland
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21
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Abstract
CRISPR/Cas9, originally discovered as a bacterial immune system, has recently been engineered into the latest tool to successfully introduce site-specific mutations in a variety of different organisms. Composed only of the Cas9 protein as well as one engineered guide RNA for its functionality, this system is much less complex in its setup and easier to handle than other guided nucleases such as Zinc-finger nucleases or TALENs.Here, we describe the simultaneous transfection of two paired CRISPR sgRNAs-Cas9 plasmids, in mouse embryonic stem cells (mESCs), resulting in the knockout of the selected target gene. Together with a four primer-evaluation system, it poses an efficient way to generate new independent knockout mouse embryonic stem cell lines.
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Affiliation(s)
- Rahel Wettstein
- Department of Biology, Institute of Molecular Health Sciences, Swiss Federal Institute of Technology Zürich, HPL G28, Otto-Stern-Weg 7, CH-8093, Zürich, Switzerland
| | - Maxime Bodak
- Department of Biology, Institute of Molecular Health Sciences, Swiss Federal Institute of Technology Zürich, HPL G28, Otto-Stern-Weg 7, CH-8093, Zürich, Switzerland
| | - Constance Ciaudo
- Department of Biology, Institute of Molecular Health Sciences, Swiss Federal Institute of Technology Zürich, HPL G28, Otto-Stern-Weg 7, CH-8093, Zürich, Switzerland.
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22
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Abstract
Long Interspersed Elements-1 (LINE-1 or L1) are a class of transposable elements which account for almost 19 % of the mouse genome. This represents around 600,000 L1 fragments, among which it is estimated that 3000 intact copies still remain capable to retrotranspose and to generate deleterious mutation by insertion into genomic coding region. In differentiated cells, full length L1 are transcriptionally repressed by DNA methylation. However at the blastocyst stage, L1 elements are subject to a demethylation wave and able to be expressed and to be inserted into new genomic locations. Mouse Embryonic Stem Cells (mESCs) are pluripotent stem cells derived from the inner cell mass of blastocysts. Mouse ESCs can be maintained undifferentiated under controlled culture conditions or induced into the three primary germ layers, therefore they represent a suitable model to follow mechanisms involved in L1 repression during the process of differentiation of mESCs. This protocol presents how to maintain culture of undifferentiated mESCs, induce their differentiation, and monitor L1 expression at the transcriptional and translational levels. L1 transcriptional levels are assessed by real-time qRT-PCR performed on total RNA extracts using specific L1 primers and translation levels are measured by Western blot analysis of L1 protein ORF1 using a specific L1 antibody.
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Affiliation(s)
- Maxime Bodak
- Department of Biology, Swiss Federal Institute of Technology, HPL G32.1, Otto-Stern-Weg 7, CH-8093, Zurich, Switzerland
| | - Constance Ciaudo
- Department of Biology, Swiss Federal Institute of Technology, HPL G32.1, Otto-Stern-Weg 7, CH-8093, Zurich, Switzerland.
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23
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Spies D, Ciaudo C. Dynamics in Transcriptomics: Advancements in RNA-seq Time Course and Downstream Analysis. Comput Struct Biotechnol J 2015; 13:469-77. [PMID: 26430493 PMCID: PMC4564389 DOI: 10.1016/j.csbj.2015.08.004] [Citation(s) in RCA: 45] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/01/2015] [Revised: 08/05/2015] [Accepted: 08/07/2015] [Indexed: 12/17/2022] Open
Abstract
Analysis of gene expression has contributed to a plethora of biological and medical research studies. Microarrays have been intensively used for the profiling of gene expression during diverse developmental processes, treatments and diseases. New massively parallel sequencing methods, often named as RNA-sequencing (RNA-seq) are extensively improving our understanding of gene regulation and signaling networks. Computational methods developed originally for microarrays analysis can now be optimized and applied to genome-wide studies in order to have access to a better comprehension of the whole transcriptome. This review addresses current challenges on RNA-seq analysis and specifically focuses on new bioinformatics tools developed for time series experiments. Furthermore, possible improvements in analysis, data integration as well as future applications of differential expression analysis are discussed.
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Affiliation(s)
- Daniel Spies
- Swiss Federal Institute of Technology Zurich, Department of Biology, Institute of Molecular Health Sciences, Zurich, Otto-Stern Weg 7, 8093 Zurich, Switzerland
- Life Science Zurich Graduate School, Molecular Life Science Program, University of Zurich, Institute of Molecular Life Sciences, Winterthurerstrasse 190, 8057 Zurich, Switzerland
| | - Constance Ciaudo
- Swiss Federal Institute of Technology Zurich, Department of Biology, Institute of Molecular Health Sciences, Zurich, Otto-Stern Weg 7, 8093 Zurich, Switzerland
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24
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Gruber AJ, Grandy WA, Balwierz PJ, Dimitrova YA, Pachkov M, Ciaudo C, Nimwegen EV, Zavolan M. Embryonic stem cell-specific microRNAs contribute to pluripotency by inhibiting regulators of multiple differentiation pathways. Nucleic Acids Res 2014; 42:9313-26. [PMID: 25030899 PMCID: PMC4132708 DOI: 10.1093/nar/gku544] [Citation(s) in RCA: 31] [Impact Index Per Article: 3.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022] Open
Abstract
The findings that microRNAs (miRNAs) are essential for early development in many species and that embryonic miRNAs can reprogram somatic cells into induced pluripotent stem cells suggest that these miRNAs act directly on transcriptional and chromatin regulators of pluripotency. To elucidate the transcription regulatory networks immediately downstream of embryonic miRNAs, we extended the motif activity response analysis approach that infers the regulatory impact of both transcription factors (TFs) and miRNAs from genome-wide expression states. Applying this approach to multiple experimental data sets generated from mouse embryonic stem cells (ESCs) that did or did not express miRNAs of the ESC-specific miR-290-295 cluster, we identified multiple TFs that are direct miRNA targets, some of which are known to be active during cell differentiation. Our results provide new insights into the transcription regulatory network downstream of ESC-specific miRNAs, indicating that these miRNAs act on cell cycle and chromatin regulators at several levels and downregulate TFs that are involved in the innate immune response.
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Affiliation(s)
- Andreas J Gruber
- Biozentrum, University of Basel, Klingelberstrasse 50-70, CH-4056 Basel, Switzerland
| | - William A Grandy
- Biozentrum, University of Basel, Klingelberstrasse 50-70, CH-4056 Basel, Switzerland
| | - Piotr J Balwierz
- Biozentrum, University of Basel, Klingelberstrasse 50-70, CH-4056 Basel, Switzerland
| | - Yoana A Dimitrova
- Biozentrum, University of Basel, Klingelberstrasse 50-70, CH-4056 Basel, Switzerland
| | - Mikhail Pachkov
- Biozentrum, University of Basel, Klingelberstrasse 50-70, CH-4056 Basel, Switzerland
| | | | - Erik van Nimwegen
- Biozentrum, University of Basel, Klingelberstrasse 50-70, CH-4056 Basel, Switzerland
| | - Mihaela Zavolan
- Biozentrum, University of Basel, Klingelberstrasse 50-70, CH-4056 Basel, Switzerland
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25
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Abstract
In antiviral RNA interference (RNAi), the DICER enzyme processes virus-derived double-stranded RNA (dsRNA) into small interfering RNAs (siRNAs) that guide ARGONAUTE proteins to silence complementary viral RNA. As a counterdefense, viruses deploy viral suppressors of RNAi (VSRs). Well-established in plants and invertebrates, the existence of antiviral RNAi remains unknown in mammals. Here, we show that undifferentiated mouse cells infected with encephalomyocarditis virus (EMCV) or Nodamura virus (NoV) accumulate ~22-nucleotide RNAs with all the signature features of siRNAs. These derive from viral dsRNA replication intermediates, incorporate into AGO2, are eliminated in Dicer knockout cells, and decrease in abundance upon cell differentiation. Furthermore, genetically ablating a NoV-encoded VSR that antagonizes DICER during authentic infections reduces NoV accumulation, which is rescued in RNAi-deficient mouse cells. We conclude that antiviral RNAi operates in mammalian cells.
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Affiliation(s)
- P V Maillard
- Department of Biology, Swiss Federal Institute of Technology Zurich (ETH-Z), Zurich, Switzerland
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26
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Ciaudo C, Jay F, Okamoto I, Chen CJ, Sarazin A, Servant N, Barillot E, Heard E, Voinnet O. RNAi-dependent and independent control of LINE1 accumulation and mobility in mouse embryonic stem cells. PLoS Genet 2013; 9:e1003791. [PMID: 24244175 PMCID: PMC3820764 DOI: 10.1371/journal.pgen.1003791] [Citation(s) in RCA: 36] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/03/2013] [Accepted: 07/29/2013] [Indexed: 01/04/2023] Open
Abstract
In most mouse tissues, long-interspersed elements-1 (L1s) are silenced via methylation of their 5'-untranslated regions (5'-UTR). A gradual loss-of-methylation in pre-implantation embryos coincides with L1 retrotransposition in blastocysts, generating potentially harmful mutations. Here, we show that Dicer- and Ago2-dependent RNAi restricts L1 accumulation and retrotransposition in undifferentiated mouse embryonic stem cells (mESCs), derived from blastocysts. RNAi correlates with production of Dicer-dependent 22-nt small RNAs mapping to overlapping sense/antisense transcripts produced from the L1 5'-UTR. However, RNA-surveillance pathways simultaneously degrade these transcripts and, consequently, confound the anti-L1 RNAi response. In Dicer(-/-) mESC complementation experiments involving ectopic Dicer expression, L1 silencing was rescued in cells in which microRNAs remained strongly depleted. Furthermore, these cells proliferated and differentiated normally, unlike their non-complemented counterparts. These results shed new light on L1 biology, uncover defensive, in addition to regulatory roles for RNAi, and raise questions on the differentiation defects of Dicer(-/-) mESCs.
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Affiliation(s)
- Constance Ciaudo
- Swiss Federal Institute of Technology Zurich, Department of Biology, Chair of RNA biology, Zurich, Switzerland
- Institut Curie, CNRS UMR3215, Paris, France
| | - Florence Jay
- Swiss Federal Institute of Technology Zurich, Department of Biology, Chair of RNA biology, Zurich, Switzerland
- Life Science Zurich Graduate School, Plant Sciences program, University of Zurich, Zurich, Switzerland
| | | | - Chong-Jian Chen
- Institut Curie, CNRS UMR3215, Paris, France
- Institut Curie, Paris, France
| | - Alexis Sarazin
- Swiss Federal Institute of Technology Zurich, Department of Biology, Chair of RNA biology, Zurich, Switzerland
| | - Nicolas Servant
- Institut Curie, Paris, France
- INSERM U900, Paris, France
- Mines ParisTech, Fontainebleau, France
| | - Emmanuel Barillot
- Institut Curie, Paris, France
- INSERM U900, Paris, France
- Mines ParisTech, Fontainebleau, France
| | | | - Olivier Voinnet
- Swiss Federal Institute of Technology Zurich, Department of Biology, Chair of RNA biology, Zurich, Switzerland
- Life Science Zurich Graduate School, Plant Sciences program, University of Zurich, Zurich, Switzerland
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Jay F, Ciaudo C. An RNA tool kit to study the status of mouse ES cells: Sex determination and stemness. Methods 2013; 63:85-92. [DOI: 10.1016/j.ymeth.2013.02.016] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/23/2012] [Revised: 02/08/2013] [Accepted: 02/12/2013] [Indexed: 10/27/2022] Open
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Chen CJ, Servant N, Toedling J, Sarazin A, Marchais A, Duvernois-Berthet E, Cognat V, Colot V, Voinnet O, Heard E, Ciaudo C, Barillot E. ncPRO-seq: a tool for annotation and profiling of ncRNAs in sRNA-seq data. Bioinformatics 2012; 28:3147-9. [PMID: 23044543 DOI: 10.1093/bioinformatics/bts587] [Citation(s) in RCA: 82] [Impact Index Per Article: 6.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/22/2023] Open
Abstract
SUMMARY Non-coding RNA (ncRNA) PROfiling in small RNA (sRNA)-seq (ncPRO-seq) is a stand-alone, comprehensive and flexible ncRNA analysis pipeline. It can interrogate and perform detailed profiling analysis on sRNAs derived from annotated non-coding regions in miRBase, Rfam and RepeatMasker, as well as specific regions defined by users. The ncPRO-seq pipeline performs both gene-based and family-based analyses of sRNAs. It also has a module to identify regions significantly enriched with short reads, which cannot be classified under known ncRNA families, thus enabling the discovery of previously unknown ncRNA- or small interfering RNA (siRNA)-producing regions. The ncPRO-seq pipeline supports input read sequences in fastq, fasta and color space format, as well as alignment results in BAM format, meaning that sRNA raw data from the three current major platforms (Roche-454, Illumina-Solexa and Life technologies-SOLiD) can be analyzed with this pipeline. The ncPRO-seq pipeline can be used to analyze read and alignment data, based on any sequenced genome, including mammals and plants. AVAILABILITY Source code, annotation files, manual and online version are available at http://ncpro.curie.fr/. CONTACT bioinfo.ncproseq@curie.fr or cciaudo@ethz.ch SUPPLEMENTARY INFORMATION Supplementary data are available at Bioinformatics online.
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Toedling J, Servant N, Ciaudo C, Farinelli L, Voinnet O, Heard E, Barillot E. Deep-sequencing protocols influence the results obtained in small-RNA sequencing. PLoS One 2012; 7:e32724. [PMID: 22384282 PMCID: PMC3287988 DOI: 10.1371/journal.pone.0032724] [Citation(s) in RCA: 30] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/15/2011] [Accepted: 02/01/2012] [Indexed: 11/18/2022] Open
Abstract
Second-generation sequencing is a powerful method for identifying and quantifying small-RNA components of cells. However, little attention has been paid to the effects of the choice of sequencing platform and library preparation protocol on the results obtained. We present a thorough comparison of small-RNA sequencing libraries generated from the same embryonic stem cell lines, using different sequencing platforms, which represent the three major second-generation sequencing technologies, and protocols. We have analysed and compared the expression of microRNAs, as well as populations of small RNAs derived from repetitive elements. Despite the fact that different libraries display a good correlation between sequencing platforms, qualitative and quantitative variations in the results were found, depending on the protocol used. Thus, when comparing libraries from different biological samples, it is strongly recommended to use the same sequencing platform and protocol in order to ensure the biological relevance of the comparisons.
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Affiliation(s)
- Joern Toedling
- Institut Curie, Paris, France
- INSERM U900, Paris, France
- Mines ParisTech, Fontainebleau, France
- CNRS UMR3215, Paris, France
- INSERM U934, Paris, France
| | - Nicolas Servant
- Institut Curie, Paris, France
- INSERM U900, Paris, France
- Mines ParisTech, Fontainebleau, France
- * E-mail: (NS); (CC)
| | - Constance Ciaudo
- Institut Curie, Paris, France
- CNRS UMR3215, Paris, France
- INSERM U934, Paris, France
- Department of Biology, Swiss Federal Institute of Technology Zürich, Zürich, Switzerland
- * E-mail: (NS); (CC)
| | | | - Olivier Voinnet
- Department of Biology, Swiss Federal Institute of Technology Zürich, Zürich, Switzerland
- Institut de Biologie Moléculaire des Plantes, CNRS UPR2357 – Université Louis Pasteur, Strasbourg, France
| | - Edith Heard
- Institut Curie, Paris, France
- CNRS UMR3215, Paris, France
- INSERM U934, Paris, France
| | - Emmanuel Barillot
- Institut Curie, Paris, France
- INSERM U900, Paris, France
- Mines ParisTech, Fontainebleau, France
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Jouneau A, Ciaudo C, Sismeiro O, Brochard V, Jouneau L, Vandormael-Pournin S, Coppée JY, Zhou Q, Heard E, Antoniewski C, Cohen-Tannoudji M. Naive and primed murine pluripotent stem cells have distinct miRNA expression profiles. RNA 2012; 18:253-264. [PMID: 22201644 PMCID: PMC3264912 DOI: 10.1261/rna.028878.111] [Citation(s) in RCA: 78] [Impact Index Per Article: 6.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/24/2011] [Accepted: 11/06/2011] [Indexed: 05/31/2023]
Abstract
Over the last years, the microRNA (miRNA) pathway has emerged as a key component of the regulatory network of pluripotency. Although clearly distinct states of pluripotency have been described in vivo and ex vivo, differences in miRNA expression profiles associated with the developmental modulation of pluripotency have not been extensively studied so far. Here, we performed deep sequencing to profile miRNA expression in naive (embryonic stem cell [ESC]) and primed (epiblast stem cell [EpiSC]) pluripotent stem cells derived from mouse embryos of identical genetic background. We developed a graphical representation method allowing the rapid identification of miRNAs with an atypical profile including mirtrons, a small nucleolar RNA (snoRNA)-derived miRNA, and miRNAs whose biogenesis may differ between ESC and EpiSC. Comparison of mature miRNA profiles revealed that ESCs and EpiSCs exhibit very different miRNA signatures with one third of miRNAs being differentially expressed between the two cell types. Notably, differential expression of several clusters, including miR290-295, miR17-92, miR302/367, and a large repetitive cluster on chromosome 2, was observed. Our analysis also showed that differentiation priming of EpiSC compared to ESC is evidenced by changes in miRNA expression. These dynamic changes in miRNAs signature are likely to reflect both redundant and specific roles of miRNAs in the fine-tuning of pluripotency during development.
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Affiliation(s)
- Alice Jouneau
- INRA, UMR1198 Biologie du Développement et Reproduction, F-78352 Jouy-en-Josas, France
- ENVA, F-94704 Maisons Alfort, France
| | - Constance Ciaudo
- CNRS UMR3215, INSERM U934, Institut Curie, F-75248 Paris, France
| | | | - Vincent Brochard
- INRA, UMR1198 Biologie du Développement et Reproduction, F-78352 Jouy-en-Josas, France
- ENVA, F-94704 Maisons Alfort, France
| | - Luc Jouneau
- INRA, UMR1198 Biologie du Développement et Reproduction, F-78352 Jouy-en-Josas, France
- ENVA, F-94704 Maisons Alfort, France
| | - Sandrine Vandormael-Pournin
- Département de Biologie du Développement, Institut Pasteur, Unité de Génétique Fonctionnelle de la Souris, F-75015 Paris, France
- CNRS URA 2578, F-75015 Paris, France
| | | | - Qi Zhou
- State Key Laboratory of Reproductive Biology, Institute of Zoology, Chinese Academy of Science, Beijing 100101, China
| | - Edith Heard
- CNRS UMR3215, INSERM U934, Institut Curie, F-75248 Paris, France
| | - Christophe Antoniewski
- CNRS URA 2578, F-75015 Paris, France
- Drosophila Genetics and Epigenetics, Institut Pasteur, F-75015 Paris, France
| | - Michel Cohen-Tannoudji
- Département de Biologie du Développement, Institut Pasteur, Unité de Génétique Fonctionnelle de la Souris, F-75015 Paris, France
- CNRS URA 2578, F-75015 Paris, France
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Toedling J, Ciaudo C, Voinnet O, Heard E, Barillot E. Girafe--an R/Bioconductor package for functional exploration of aligned next-generation sequencing reads. Bioinformatics 2010; 26:2902-3. [PMID: 20861030 PMCID: PMC2971573 DOI: 10.1093/bioinformatics/btq531] [Citation(s) in RCA: 10] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/04/2022] Open
Abstract
Summary: The R/Bioconductor package girafe facilitates the functional exploration of alignments of sequence reads from next-generation sequencing data to a genome. It allows users to investigate the genomic intervals together with the aligned reads and to work with, visualise and export these intervals. Moreover, the package operates within and extends the ever-growing Bioconductor framework and thus enables users to leverage a multitude of methods for their data in order to answer specific research questions. Availability and Implementation: The R package girafe is available from the Bioconductor web site: http://www.bioconductor.org/packages/release/bioc/html/girafe.html An extensive vignette and the Bioconductor mailing lists provide additional documentation and help for using the package. Contact:joern.toedling@curie.fr Supplementary information:Supplementary data are available at Bioinformatics online.
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Affiliation(s)
- Joern Toedling
- Institut Curie, 26 rue d'Ulm, F-75248 Paris, INSERM U900, F-75248 Paris, France.
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Chow JC, Ciaudo C, Fazzari MJ, Mise N, Servant N, Glass JL, Attreed M, Avner P, Wutz A, Barillot E, Greally JM, Voinnet O, Heard E. LINE-1 activity in facultative heterochromatin formation during X chromosome inactivation. Cell 2010; 141:956-69. [PMID: 20550932 DOI: 10.1016/j.cell.2010.04.042] [Citation(s) in RCA: 229] [Impact Index Per Article: 16.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/21/2009] [Revised: 01/27/2010] [Accepted: 03/18/2010] [Indexed: 02/05/2023]
Abstract
During X chromosome inactivation (XCI), Xist RNA coats and silences one of the two X chromosomes in female cells. Little is known about how XCI spreads across the chromosome, although LINE-1 elements have been proposed to play a role. Here we show that LINEs participate in creating a silent nuclear compartment into which genes become recruited. A subset of young LINE-1 elements, however, is expressed during XCI, rather than being silenced. We demonstrate that such LINE expression requires the specific heterochromatic state induced by Xist. These LINEs often lie within escape-prone regions of the X chromosome, but close to genes that are subject to XCI, and are associated with putative endo-siRNAs. LINEs may thus facilitate XCI at different levels, with silent LINEs participating in assembly of a heterochromatic nuclear compartment induced by Xist, and active LINEs participating in local propagation of XCI into regions that would otherwise be prone to escape.
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Gibbings DJ, Ciaudo C, Erhardt M, Voinnet O. Erratum: Multivesicular bodies associate with components of miRNA effector complexes and modulate miRNA activity. Nat Cell Biol 2009. [DOI: 10.1038/ncb1009-1272b] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
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Ciaudo C, Servant N, Cognat V, Sarazin A, Kieffer E, Viville S, Colot V, Barillot E, Heard E, Voinnet O. Highly dynamic and sex-specific expression of microRNAs during early ES cell differentiation. PLoS Genet 2009; 5:e1000620. [PMID: 19714213 PMCID: PMC2725319 DOI: 10.1371/journal.pgen.1000620] [Citation(s) in RCA: 65] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/21/2009] [Accepted: 07/29/2009] [Indexed: 11/28/2022] Open
Abstract
Embryonic stem (ES) cells are pluripotent cells derived from the inner cell mass of the mammalian blastocyst. Cellular differentiation entails loss of pluripotency and gain of lineage-specific characteristics. However, the molecular controls that govern the differentiation process remain poorly understood. We have characterized small RNA expression profiles in differentiating ES cells as a model for early mammalian development. High-throughput 454 pyro-sequencing was performed on 19–30 nt RNAs isolated from undifferentiated male and female ES cells, as well as day 2 and 5 differentiating derivatives. A discrete subset of microRNAs (miRNAs) largely dominated the small RNA repertoire, and the dynamics of their accumulation could be readily used to discriminate pluripotency from early differentiation events. Unsupervised partitioning around meloids (PAM) analysis revealed that differentiating ES cell miRNAs can be divided into three expression clusters with highly contrasted accumulation patterns. PAM analysis afforded an unprecedented level of definition in the temporal fluctuations of individual members of several miRNA genomic clusters. Notably, this unravelled highly complex post-transcriptional regulations of the key pluripotency miR-290 locus, and helped identify miR-293 as a clear outlier within this cluster. Accordingly, the miR-293 seed sequence and its predicted cellular targets differed drastically from those of the other abundant cluster members, suggesting that previous conclusions drawn from whole miR-290 over-expression need to be reconsidered. Our analysis in ES cells also uncovered a striking male-specific enrichment of the miR-302 family, which share the same seed sequence with most miR-290 family members. Accordingly, a miR-302 representative was strongly enriched in embryonic germ cells derived from primordial germ cells of male but not female mouse embryos. Identifying the chromatin remodelling and E2F-dependent transcription repressors Ari4a and Arid4b as additional targets of miR-302 and miR-290 supports and possibly expands a model integrating possible overlapping functions of the two miRNA families in mouse cell totipotency during early development. This study demonstrates that small RNA sampling throughout early ES cell differentiation enables the definition of statistically significant expression patterns for most cellular miRNAs. We have further shown that the transience of some of these miRNA patterns provides highly discriminative markers of particular ES cell states during their differentiation, an approach that might be broadly applicable to the study of early mammalian development. The discovery of the first microRNA (lin-4) in C. elegans in 1993 and the increasing realization that small RNAs are at the heart of many biological processes have led to a revolution in our thinking about development and disease. In animals, several hundred microRNAs (miRNAs) have been identified that regulate diverse biological processes ranging from cell metabolism to cell differentiation and growth, apoptosis, and cancer. Moreover, it has been shown that many miRNAs are characterized by highly specific spatial and temporal expression patterns supporting their role in such processes. However, the dynamics of small RNA patterns in male and female embryonic stem (ES) cells in the course of early differentiation has not been investigated so far. Our work represents the first study of this kind. Notably, we have identified new classes of miRNAs that show extremely defined temporal profiles during ES cell differentiation, as well as sex-specificity. Our results are of broad interest and importance because they raise the power of ES cells in defining the repertoire of small RNAs and their dynamics in mammals, and underline the importance of integrating miRNA expression patterns into the transcription factor networks and epigenomic maps defined in ES cells in order to provide a better understanding of the control of pluripotency and lineage commitment.
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Affiliation(s)
- Constance Ciaudo
- CNRS UPR2357—Institut de Biologie Moléculaire des Plantes, Université de Strasbourg, Strasbourg, France
- CNRS UMR3215—INSERM U934, Institut Curie, Paris, France
| | - Nicolas Servant
- INSERM U900, Institut Curie, Paris, France
- Ecole des Mines de Paris, ParisTech, Fontainebleau, France
| | - Valérie Cognat
- CNRS UPR2357—Institut de Biologie Moléculaire des Plantes, Université de Strasbourg, Strasbourg, France
| | - Alexis Sarazin
- CNRS UMR 8186—Département de Biologie, Ecole Normale Supérieure, Paris, France
| | - Emmanuelle Kieffer
- CNRS UMR7104—INSERM U964, Institut de Génétique et de Biologie Moléculaire et Cellulaire, Department of Developmental Biology, Université de Strasbourg, Faculté de Médecine, Centre Hospitalier Universitaire de Strasbourg, Illkirch, France
| | - Stéphane Viville
- CNRS UMR7104—INSERM U964, Institut de Génétique et de Biologie Moléculaire et Cellulaire, Department of Developmental Biology, Université de Strasbourg, Faculté de Médecine, Centre Hospitalier Universitaire de Strasbourg, Illkirch, France
| | - Vincent Colot
- CNRS UMR 8186—Département de Biologie, Ecole Normale Supérieure, Paris, France
| | - Emmanuel Barillot
- INSERM U900, Institut Curie, Paris, France
- Ecole des Mines de Paris, ParisTech, Fontainebleau, France
| | - Edith Heard
- CNRS UMR3215—INSERM U934, Institut Curie, Paris, France
- * E-mail: (EH); (OV)
| | - Olivier Voinnet
- CNRS UPR2357—Institut de Biologie Moléculaire des Plantes, Université de Strasbourg, Strasbourg, France
- * E-mail: (EH); (OV)
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Ciaudo C, Servant N, Cognat V, Sarazin A, Kieffer E, Viville S, Colot V, Barillot E, Heard E, Voinnet O. 01-P002 Highly dynamic and sex-specific expression of microRNAs during early ES cell differentiation. Mech Dev 2009. [DOI: 10.1016/j.mod.2009.06.003] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
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Teixeira FK, Heredia F, Sarazin A, Roudier F, Boccara M, Ciaudo C, Cruaud C, Poulain J, Berdasco M, Fraga MF, Voinnet O, Wincker P, Esteller M, Colot V. A role for RNAi in the selective correction of DNA methylation defects. Science 2009; 323:1600-4. [PMID: 19179494 DOI: 10.1126/science.1165313] [Citation(s) in RCA: 258] [Impact Index Per Article: 17.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/02/2022]
Abstract
DNA methylation is essential for silencing transposable elements and some genes in higher eukaryotes, which suggests that this modification must be tightly controlled. However, accidental changes in DNA methylation can be transmitted through mitosis (as in cancer) or meiosis, leading to epiallelic variation. We demonstrated the existence of an efficient mechanism that protects against transgenerational loss of DNA methylation in Arabidopsis. Remethylation is specific to the subset of heavily methylated repeats that are targeted by the RNA interference (RNAi) machinery. This process does not spread into flanking regions, is usually progressive over several generations, and faithfully restores wild-type methylation over target sequences in an RNAi-dependent manner. Our findings suggest an important role for RNAi in protecting genomes against long-term epigenetic defects.
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Affiliation(s)
- Felipe Karam Teixeira
- Unité de Recherche en Génomique Végétale, CNRS UMR 8114, Institut National de la Recherche Argonomique UMR 1165, Université d'Evry Val d'Essonne, 91057 Evry Cedex, France
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Ciaudo C, Bourdet A, Cohen-Tannoudji M, Dietz HC, Rougeulle C, Avner P. Nuclear mRNA degradation pathway(s) are implicated in Xist regulation and X chromosome inactivation. PLoS Genet 2006; 2:e94. [PMID: 16789828 PMCID: PMC1479048 DOI: 10.1371/journal.pgen.0020094] [Citation(s) in RCA: 41] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/10/2006] [Accepted: 05/03/2006] [Indexed: 11/18/2022] Open
Abstract
A critical step in X-chromosome inactivation (XCI), which results in the dosage compensation of X-linked gene expression in mammals, is the coating of the presumptive inactive X chromosome by the large noncoding Xist RNA, which then leads to the recruitment of other factors essential for the heterochromatinisation of the inactive X and its transcriptional silencing. In an approach aimed at identifying genes implicated in the X-inactivation process by comparative transcriptional profiling of female and male mouse gastrula, we identified the Eif1 gene involved in translation initiation and RNA degradation. We show here that female embryonic stem cell lines, silenced by RNA interference for the Eif1 gene, are unable to form Xist RNA domains upon differentiation and fail to undergo X-inactivation. To probe further an effect involving RNA degradation pathways, the inhibition by RNA interference of Rent1, a factor essential for nonsense-mediated decay and Exosc10, a specific nuclear component of the exosome, was analysed and shown to similarly impair Xist upregulation and XCI. In Eif1-, Rent1-, and Exosc10-interfered clones, Xist spliced form(s) are strongly downregulated, while the levels of unspliced form(s) of Xist and the stability of Xist RNA remain comparable to that of the control cell lines. Our data suggests a role for mRNA nuclear degradation pathways in the critical regulation of spliced Xist mRNA levels and the onset of the X-inactivation process. In mammals, each cell of the female contains two X chromosomes and hence, potentially a double dose of all X-linked genes when compared to XY males, who carry a single X chromosome. X-inactivation is the mechanism that ensures the dosage-compensation of X-linked gene products between the two sexes. X-inactivation is under the control of a specific region of the X chromosome, the X inactivation center (Xic), which contains the Xist gene encoding a large noncoding RNA transcript whose upregulation is critical to the initiation of X-inactivation. Such changes in steady-state transcript level could be due to altered rates of transcription or changes in the stability and processing of the transcript. How expression of Xist RNA is regulated and the nature of the mechanisms, which lead to Xist upregulation, remain unanswered or only partially answered questions of major importance to the field. In the following article, the authors identify three genes, Eif1, Rent1, and Exosc10, involved in nuclear mRNA degradation pathway(s), which are required for Xist expression upregulation and associated X-inactivation. Inhibition of the function of one or other of these genes leads to a failure of the female cells to undergo X inactivation, suggesting that post-transcriptional nuclear mRNA degradation pathway(s) are essential for the regulation of Xist RNA metabolism and X chromosome inactivation process.
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Affiliation(s)
- Constance Ciaudo
- Unité de Génétique Moléculaire Murine, Institut Pasteur, Paris, France
| | - Agnès Bourdet
- Unité de Génétique Moléculaire Murine, Institut Pasteur, Paris, France
| | | | - Harry C Dietz
- Institute of Genetic Medicine and Howard Hughes Medical Institute, Johns Hopkins University School of Medicine, Baltimore, Maryland, United States of America
| | - Claire Rougeulle
- Unité de Génétique Moléculaire Murine, Institut Pasteur, Paris, France
| | - Philip Avner
- Unité de Génétique Moléculaire Murine, Institut Pasteur, Paris, France
- * To whom correspondence should be addressed. E-mail:
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Bourdet A, Ciaudo C, Zakin L, Elalouf JM, Rusniok C, Rusniol C, Weissenbach J, Avner P. A SAGE approach to identifying novel trans-acting factors involved in the X inactivation process. Cytogenet Genome Res 2006; 113:325-35. [PMID: 16575197 DOI: 10.1159/000090849] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/25/2005] [Accepted: 10/18/2005] [Indexed: 11/19/2022] Open
Abstract
X chromosome inactivation ensures the dosage compensation of X-linked genes in XX females compared to their XY male counterpart. It is characterised by the specific recruitment of an inhibitory ribonucleoprotein complex involving the non-coding Xist RNA to the presumptive inactive X chromosome and associated chromatin modifications, which result in the transcriptional silencing of the X chromosome. As an approach to the identification of some of the potential molecular players in this process we have performed comparative transcriptional profiling of mouse 6.5-dpc (days post-coitum) female and male embryos using a modified SAGE (Serial analysis of gene expression) technique which allows the analysis of small quantities of biological material. At 6.5 dpc, a moment when random X inactivation of embryonic tissues has just been achieved, some two hundred transcripts that were significantly enriched in the female gastrula compared to its male counterpart could be identified. The validation of an association with the X inactivation process of a subset of these transcripts has been studied, ex vivo, in differentiating female and male ES cells and in female ES cells in which the establishment of X inactivation is interrupted through the post-transcriptional inhibition of Xist synthesis.
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Affiliation(s)
- A Bourdet
- Unité de Génétique Moléculaire Murine, Institut Pasteur, Paris, France
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Navarro P, Pichard S, Ciaudo C, Avner P, Rougeulle C. Tsix transcription across the Xist gene alters chromatin conformation without affecting Xist transcription: implications for X-chromosome inactivation. Genes Dev 2005; 19:1474-84. [PMID: 15964997 PMCID: PMC1151664 DOI: 10.1101/gad.341105] [Citation(s) in RCA: 148] [Impact Index Per Article: 7.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/24/2022]
Abstract
X-chromosome inactivation (XCI) is highly dynamic during early mouse embryogenesis and strictly depends on the Xist noncoding RNA. The regulation of Xist and its antisense partner Tsix remains however poorly understood. We provide here the first evidence of transcriptional control of Xist expression. We show that RNA polymerase II (RNAPolII) preinitiation complex recruitment and H3 Lys 4 (H3-K4) methylation at the Xist promoter form the basis of the Xist expression profiles that drives both imprinted and random XCI. In embryonic stem (ES) cells, which are derived from the inner cell mass where imprinted XCI is reversed and both Xs are active, we show that Xist is repressed at the level of preinitiation complex (PIC) recruitment. We further demonstrate that Tsix, although highly transcribed in ES cells, is not itself responsible for the transcriptional down-regulation of Xist. Rather, Tsix induces efficient H3-K4 methylation over the entire Xist/Tsix unit. We suggest that chromatin remodeling of the Xist locus induced by biallelic Tsix transcription renders both Xist loci epigenetically equivalent and equally competent for transcription. In this model, Tsix, by resetting the epigenetic state of the Xist/Tsix locus, mediates the transition from imprinted to random XCI.
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Affiliation(s)
- Pablo Navarro
- Unité de Génétique Moléculaire Murine, URA 2578, Pasteur Institute, 75724 Paris Cedex 15, France
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