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Zeng P, Tang X, Wu T, Tian Q, Li M, Ding J. [Identification of potential regulatory genes for embryonic stem cell self-renewal and pluripotency by random forest]. NAN FANG YI KE DA XUE XUE BAO = JOURNAL OF SOUTHERN MEDICAL UNIVERSITY 2021; 41:1234-1238. [PMID: 34549716 DOI: 10.12122/j.issn.1673-4254.2021.08.16] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Subscribe] [Scholar Register] [Indexed: 11/24/2022]
Abstract
OBJECTIVE To identify novel genes associated with self-renewal and pluripotency of mouse embryonic stem cells(mESCs)by integrating multiomics data based on machine learning methods. METHODS We integrated multiomics information of mESCs involving transcriptome, histone modifications, chromatin accessibility, transcription factor binding and architectural protein binding, and compared the signal differences between known stem cell self-renewal and pluripotency genes and other genes.By integrating these multiomics data, we established prediction models based on several machine learning classifiers including random forests and performed 5-fold cross validations.The model was trained using the training dataset containing two thirds of the input samples, and the remaining one third of the input samples were used as the test dataset to assess the performance of the model in independent tests.Finally, the results predicted by the model were validated through gene function annotation and cell function experiments including cell viability assay, colony formation assay and cell cycle analysis. RESULTS Compared with the random genes, the genes known to be associated with self-renewal and pluripotency of mESCs in the multiomics data showed significantly different features.Random forest outperformed the other machine learning algorithms tested on these multiomics data, with an area under the curve (AUC) of 0.883±0.018 for cross validation and an AUC of 0.880±0.028 for independent test.Based on this model, we identified 893 potential regulatory genes associated wwith self-renewal and pluripotency of mESCs, which were similar to the known genes in functional annotation.Known-down of the predicted novel regulator gene Cct6a resulted in significant decreases in the cell viability of mESCs (P < 0.0001) and the number of cell clones (P < 0.01), significantly increased the number of cells in G1 phase (P < 0.01) and decreasedthe number of S phase cells (P < 0.05).Knockdown of Cct6a also led to failure of positive alkaline phosphatase staining of the mESCs. CONCLUSION Machine learning model based on multiomics data can be used to predict potential self-renewal and pluripotency regulators with high performance.By using this model, we predicted potential self-renewal and pluripotency regulatory genes including Cct6a and applied experimental validation.This model provides new insights into the regulatory mechanism of mESCs and contribute to stem cell research.
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Affiliation(s)
- P Zeng
- School of Basic Medical Science, Southern Medical University, Guangzhou 510515, China
| | - X Tang
- Zhongshan School of Medicine, Sun Yat-Sen University, Guangzhou 510080, China
| | - T Wu
- Zhongshan School of Medicine, Sun Yat-Sen University, Guangzhou 510080, China
| | - Q Tian
- Zhongshan School of Medicine, Sun Yat-Sen University, Guangzhou 510080, China
| | - M Li
- School of Basic Medical Science, Southern Medical University, Guangzhou 510515, China
| | - J Ding
- Zhongshan School of Medicine, Sun Yat-Sen University, Guangzhou 510080, China
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Lai RW, Lu R, Danthi PS, Bravo JI, Goumba A, Sampathkumar NK, Benayoun BA. Multi-level remodeling of transcriptional landscapes in aging and longevity. BMB Rep 2019. [PMID: 30526773 PMCID: PMC6386224 DOI: 10.5483/bmbrep.2019.52.1.296] [Citation(s) in RCA: 33] [Impact Index Per Article: 6.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/09/2023] Open
Abstract
In multi-cellular organisms, the control of gene expression is key not only for development, but also for adult cellular homeostasis, and gene expression has been observed to be deregulated with aging. In this review, we discuss the current knowledge on the transcriptional alterations that have been described to occur with age in metazoans. First, we discuss age-related transcriptional changes in protein-coding genes, the expected functional impact of such changes, and how known pro-longevity interventions impact these changes. Second, we discuss the changes and impact of emerging aspects of transcription in aging, including age-related changes in splicing, lncRNAs and circRNAs. Third, we discuss the changes and potential impact of transcription of transposable elements with aging. Fourth, we highlight small ncRNAs and their potential impact on the regulation of aging phenotypes. Understanding the aging transcriptome will be key to identify important regulatory targets, and ultimately slow-down or reverse aging and extend healthy lifespan in humans.
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Affiliation(s)
- Rochelle W Lai
- Leonard Davis School of Gerontology, University of Southern California, Los Angeles, CA 90089, USA
| | - Ryan Lu
- Leonard Davis School of Gerontology, University of Southern California, Los Angeles, CA 90089, USA
| | - Prakroothi S Danthi
- Leonard Davis School of Gerontology, University of Southern California, Los Angeles, CA 90089, USA
| | - Juan I Bravo
- Leonard Davis School of Gerontology, University of Southern California, Los Angeles, CA 90089; Graduate program in the Biology of Aging, University of Southern California, Los Angeles, CA 90089, USA
| | - Alexandre Goumba
- Leonard Davis School of Gerontology, University of Southern California, Los Angeles, CA 90089, USA
| | | | - Bérénice A Benayoun
- Leonard Davis School of Gerontology, University of Southern California, Los Angeles, CA 90089; USC Norris Comprehensive Cancer Center, Epigenetics and Gene Regulation, Los Angeles, CA 90089; USC Stem Cell Initiative, Los Angeles, CA 90089, USA
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3
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Panepucci RA, de Souza Lima IM. Arrayed functional genetic screenings in pluripotency reprogramming and differentiation. Stem Cell Res Ther 2019; 10:24. [PMID: 30635073 PMCID: PMC6330485 DOI: 10.1186/s13287-018-1124-6] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/10/2022] Open
Abstract
Thoroughly understanding the molecular mechanisms responsible for the biological properties of pluripotent stem cells, as well as for the processes involved in reprograming, differentiation, and transition between Naïve and Primed pluripotent states, is of great interest in basic and applied research. Although pluripotent cells have been extensively characterized in terms of their transcriptome and miRNome, a comprehensive understanding of how these gene products specifically impact their biology, depends on gain- or loss-of-function experimental approaches capable to systematically interrogate their function. We review all studies carried up to date that used arrayed screening approaches to explore the function of these genetic elements on those biological contexts, using focused or genome-wide genetic libraries. We further discuss the limitations and advantages of approaches based on assays with population-level primary readouts, derived from single-parameter plate readers, or cell-level primary readouts, obtained using multiparametric flow cytometry or quantitative fluorescence microscopy (i.e., high-content screening). Finally, we discuss technical limitation and future perspectives, highlighting how the integration of screening data may lead to major advances in the field of stem cell research and therapy.
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Affiliation(s)
- Rodrigo Alexandre Panepucci
- Laboratory of Functional Biology (LFBio), Center for Cell-Based Therapy (CTC), Regional Blood Center of Ribeirão Preto, Rua Tenente Catão Roxo, 2501, Ribeirão Preto, SP CEP: 14051-140 Brazil
- Department of Genetics, Ribeirao Preto Medical School, University of São Paulo (FMRP-USP), Ribeirão Preto, SP Brazil
| | - Ildercílio Mota de Souza Lima
- Laboratory of Functional Biology (LFBio), Center for Cell-Based Therapy (CTC), Regional Blood Center of Ribeirão Preto, Rua Tenente Catão Roxo, 2501, Ribeirão Preto, SP CEP: 14051-140 Brazil
- Department of Genetics, Ribeirao Preto Medical School, University of São Paulo (FMRP-USP), Ribeirão Preto, SP Brazil
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4
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Rhee C, Kim J, Tucker HO. Transcriptional Regulation of the First Cell Fate Decision. JOURNAL OF DEVELOPMENTAL BIOLOGY & REGENERATIVE MEDICINE 2017; 1:102. [PMID: 29658952 PMCID: PMC5897107] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Subscribe] [Scholar Register] [Indexed: 06/08/2023]
Abstract
Understanding how the first cell fate decision has chosen is a fascinating biological question that was received consider attention over the last decade. Numerous transcription factors are required, and many have been shown to have essential roles in this process. Here we reexamine the function that transcription factors play primarily in the mouse-the model system most thoroughly examined in this process. We address how the first embryonic lineage is established and maintained, with a particular emphasis on subsequent trophectoderm development and the role of the recently established Arid3a transcription factor in this process. In addition, we review relevant aspects of embryonic stem cell reprogramming into trophoblast stem cells -the equivalent of the epiblast (inner cell mass) and the establishment of induced trophoblast stem cells-the in vitro equivalent of the trophectoderm.
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Affiliation(s)
- Catherine Rhee
- Department of Molecular Biosciences, University of Texas at Austin, Austin, TX, 78712, USA
- Institute for Cellular and Molecular Biology, University of Texas at Austin, Austin, TX, 78712, USA
- Department of Stem Cell and Regenerative Biology, Harvard University, Cambridge MA 02138, USA
| | - Jonghwan Kim
- Department of Molecular Biosciences, University of Texas at Austin, Austin, TX, 78712, USA
- Institute for Cellular and Molecular Biology, University of Texas at Austin, Austin, TX, 78712, USA
| | - Haley O. Tucker
- Department of Molecular Biosciences, University of Texas at Austin, Austin, TX, 78712, USA
- Institute for Cellular and Molecular Biology, University of Texas at Austin, Austin, TX, 78712, USA
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5
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González F. CRISPR/Cas9 genome editing in human pluripotent stem cells: Harnessing human genetics in a dish. Dev Dyn 2016; 245:788-806. [DOI: 10.1002/dvdy.24414] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/16/2016] [Revised: 05/02/2016] [Accepted: 05/02/2016] [Indexed: 12/14/2022] Open
Affiliation(s)
- Federico González
- Institute for Bioengineering of Catalonia (IBEC); Calle Baldiri Reixac 15-21 08028 Barcelona Spain
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6
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Soucie EL, Weng Z, Geirsdóttir L, Molawi K, Maurizio J, Fenouil R, Mossadegh-Keller N, Gimenez G, VanHille L, Beniazza M, Favret J, Berruyer C, Perrin P, Hacohen N, Andrau JC, Ferrier P, Dubreuil P, Sidow A, Sieweke MH. Lineage-specific enhancers activate self-renewal genes in macrophages and embryonic stem cells. Science 2016; 351:aad5510. [PMID: 26797145 DOI: 10.1126/science.aad5510] [Citation(s) in RCA: 167] [Impact Index Per Article: 20.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/29/2015] [Accepted: 12/22/2015] [Indexed: 12/14/2022]
Abstract
Differentiated macrophages can self-renew in tissues and expand long term in culture, but the gene regulatory mechanisms that accomplish self-renewal in the differentiated state have remained unknown. Here we show that in mice, the transcription factors MafB and c-Maf repress a macrophage-specific enhancer repertoire associated with a gene network that controls self-renewal. Single-cell analysis revealed that, in vivo, proliferating resident macrophages can access this network by transient down-regulation of Maf transcription factors. The network also controls embryonic stem cell self-renewal but is associated with distinct embryonic stem cell-specific enhancers. This indicates that distinct lineage-specific enhancer platforms regulate a shared network of genes that control self-renewal potential in both stem and mature cells.
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Affiliation(s)
- Erinn L Soucie
- Centre d'Immunologie de Marseille-Luminy, Université Aix-Marseille, UM2, Campus de Luminy, Case 906, 13288 Marseille Cedex 09, France. INSERM, U1104, Marseille, France. CNRS, UMR 7280, Marseille, France. Centre de Recherche en Cancerologie de Marseille, INSERM (U1068), CNRS (U7258), Université Aix-Marseille (UM105), Marseille, France.
| | - Ziming Weng
- Department of Pathology, Stanford University, Stanford, CA 94305-5324, USA
| | - Laufey Geirsdóttir
- Centre d'Immunologie de Marseille-Luminy, Université Aix-Marseille, UM2, Campus de Luminy, Case 906, 13288 Marseille Cedex 09, France. INSERM, U1104, Marseille, France. CNRS, UMR 7280, Marseille, France
| | - Kaaweh Molawi
- Centre d'Immunologie de Marseille-Luminy, Université Aix-Marseille, UM2, Campus de Luminy, Case 906, 13288 Marseille Cedex 09, France. INSERM, U1104, Marseille, France. CNRS, UMR 7280, Marseille, France. Max-Delbrück-Centrum für Molekulare Medizin in der Helmholtz-Gemeinschaft, 10 Robert-Rössle-Strasse, 13125 Berlin, Germany
| | - Julien Maurizio
- Centre d'Immunologie de Marseille-Luminy, Université Aix-Marseille, UM2, Campus de Luminy, Case 906, 13288 Marseille Cedex 09, France. INSERM, U1104, Marseille, France. CNRS, UMR 7280, Marseille, France
| | - Romain Fenouil
- Centre d'Immunologie de Marseille-Luminy, Université Aix-Marseille, UM2, Campus de Luminy, Case 906, 13288 Marseille Cedex 09, France. INSERM, U1104, Marseille, France. CNRS, UMR 7280, Marseille, France
| | - Noushine Mossadegh-Keller
- Centre d'Immunologie de Marseille-Luminy, Université Aix-Marseille, UM2, Campus de Luminy, Case 906, 13288 Marseille Cedex 09, France. INSERM, U1104, Marseille, France. CNRS, UMR 7280, Marseille, France
| | - Gregory Gimenez
- Centre d'Immunologie de Marseille-Luminy, Université Aix-Marseille, UM2, Campus de Luminy, Case 906, 13288 Marseille Cedex 09, France. INSERM, U1104, Marseille, France. CNRS, UMR 7280, Marseille, France
| | - Laurent VanHille
- Centre d'Immunologie de Marseille-Luminy, Université Aix-Marseille, UM2, Campus de Luminy, Case 906, 13288 Marseille Cedex 09, France. INSERM, U1104, Marseille, France. CNRS, UMR 7280, Marseille, France
| | - Meryam Beniazza
- Centre d'Immunologie de Marseille-Luminy, Université Aix-Marseille, UM2, Campus de Luminy, Case 906, 13288 Marseille Cedex 09, France. INSERM, U1104, Marseille, France. CNRS, UMR 7280, Marseille, France
| | - Jeremy Favret
- Centre d'Immunologie de Marseille-Luminy, Université Aix-Marseille, UM2, Campus de Luminy, Case 906, 13288 Marseille Cedex 09, France. INSERM, U1104, Marseille, France. CNRS, UMR 7280, Marseille, France
| | - Carole Berruyer
- Centre d'Immunologie de Marseille-Luminy, Université Aix-Marseille, UM2, Campus de Luminy, Case 906, 13288 Marseille Cedex 09, France. INSERM, U1104, Marseille, France. CNRS, UMR 7280, Marseille, France
| | - Pierre Perrin
- Centre d'Immunologie de Marseille-Luminy, Université Aix-Marseille, UM2, Campus de Luminy, Case 906, 13288 Marseille Cedex 09, France. INSERM, U1104, Marseille, France. CNRS, UMR 7280, Marseille, France
| | - Nir Hacohen
- Broad Institute of Harvard University and MIT, Cambridge, MA 02142, USA
| | - J-C Andrau
- Centre d'Immunologie de Marseille-Luminy, Université Aix-Marseille, UM2, Campus de Luminy, Case 906, 13288 Marseille Cedex 09, France. INSERM, U1104, Marseille, France. CNRS, UMR 7280, Marseille, France. Institut de Génétique Moléculaire de Montpellier, CNRS UMR 5535, 1919 Route de Mende, 34293 Montpellier, France
| | - Pierre Ferrier
- Centre d'Immunologie de Marseille-Luminy, Université Aix-Marseille, UM2, Campus de Luminy, Case 906, 13288 Marseille Cedex 09, France. INSERM, U1104, Marseille, France. CNRS, UMR 7280, Marseille, France
| | - Patrice Dubreuil
- Centre de Recherche en Cancerologie de Marseille, INSERM (U1068), CNRS (U7258), Université Aix-Marseille (UM105), Marseille, France
| | - Arend Sidow
- Department of Pathology, Stanford University, Stanford, CA 94305-5324, USA. Department of Genetics, Stanford University, Stanford, CA 94305, USA.
| | - Michael H Sieweke
- Centre d'Immunologie de Marseille-Luminy, Université Aix-Marseille, UM2, Campus de Luminy, Case 906, 13288 Marseille Cedex 09, France. INSERM, U1104, Marseille, France. CNRS, UMR 7280, Marseille, France. Max-Delbrück-Centrum für Molekulare Medizin in der Helmholtz-Gemeinschaft, 10 Robert-Rössle-Strasse, 13125 Berlin, Germany.
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7
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Pluripotency Factors on Their Lineage Move. Stem Cells Int 2015; 2016:6838253. [PMID: 26770212 PMCID: PMC4684880 DOI: 10.1155/2016/6838253] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/14/2015] [Revised: 07/30/2015] [Accepted: 08/03/2015] [Indexed: 12/19/2022] Open
Abstract
Pluripotent stem cells are characterised by continuous self-renewal while maintaining the potential to differentiate into cells of all three germ layers. Regulatory networks of maintaining pluripotency have been described in great detail and, similarly, there is great knowledge on key players that regulate their differentiation. Interestingly, pluripotency has various shades with distinct developmental potential, an observation that coined the term of a ground state of pluripotency. A precise interplay of signalling axes regulates ground state conditions and acts in concert with a combination of key transcription factors. The balance between these transcription factors greatly influences the integrity of the pluripotency network and latest research suggests that minute changes in their expression can strengthen but also collapse the network. Moreover, recent studies reveal different facets of these core factors in balancing a controlled and directed exit from pluripotency. Thereby, subsets of pluripotency-maintaining factors have been shown to adopt new roles during lineage specification and have been globally defined towards neuroectodermal and mesendodermal sets of embryonic stem cell genes. However, detailed underlying insights into how these transcription factors orchestrate cell fate decisions remain largely elusive. Our group and others unravelled complex interactions in the regulation of this controlled exit. Herein, we summarise recent findings and discuss the potential mechanisms involved.
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Jyothi-Prakash PA, Mohanty B, Wijaya E, Lim TM, Lin Q, Loh CS, Kumar PP. Identification of salt gland-associated genes and characterization of a dehydrin from the salt secretor mangrove Avicennia officinalis. BMC PLANT BIOLOGY 2014; 14:291. [PMID: 25404140 PMCID: PMC4247641 DOI: 10.1186/s12870-014-0291-6] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/04/2014] [Accepted: 10/15/2014] [Indexed: 05/06/2023]
Abstract
BACKGROUND Salt stress is a major challenge for growth and development of plants. The mangrove tree Avicennia officinalis has evolved salt tolerance mechanisms such as salt secretion through specialized glands on its leaves. Although a number of structural studies on salt glands have been done, the molecular mechanism of salt secretion is not clearly understood. Also, studies to identify salt gland-specific genes in mangroves have been scarce. RESULTS By subtractive hybridization (SH) of cDNA from salt gland-rich cell layers (tester) with mesophyll tissues as the driver, several Expressed Sequence Tags (ESTs) were identified. The major classes of ESTs identified include those known to be involved in regulating metabolic processes (37%), stress response (17%), transcription (17%), signal transduction (17%) and transport functions (12%). A visual interactive map generated based on predicted functional gene interactions of the identified ESTs suggested altered activities of hydrolase, transmembrane transport and kinases. Quantitative Real-Time PCR (qRT-PCR) was carried out to validate the expression specificity of the ESTs identified by SH. A Dehydrin gene was chosen for further experimental analysis, because it is significantly highly expressed in salt gland cells, and dehydrins are known to be involved in stress remediation in other plants. Full-length Avicennia officinalis Dehydrin1 (AoDHN1) cDNA was obtained by Rapid Amplification of cDNA Ends. Phylogenetic analysis and further characterization of this gene suggested that AoDHN1 belongs to group II Late Embryogenesis Abundant proteins. qRT-PCR analysis of Avicennia showed up-regulation of AoDHN1 in response to salt and drought treatments. Furthermore, some functional insights were obtained by growing E. coli cells expressing AoDHN1. Growth of E. coli cells expressing AoDHN1 was significantly higher than that of the control cells without AoDHN1 under salinity and drought stresses, suggesting that the mangrove dehydrin protein helps to mitigate the abiotic stresses. CONCLUSIONS Thirty-four ESTs were identified to be enriched in salt gland-rich tissues of A. officinalis leaves. qRT-PCR analysis showed that 10 of these were specifically enriched in the salt gland-rich tissues. Our data suggest that one of the selected genes, namely, AoDHN1 plays an important role to mitigate salt and drought stress responses.
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Affiliation(s)
- Pavithra A Jyothi-Prakash
- />Department of Biological Sciences, National University of Singapore, 14 Science Drive 4, Singapore, Republic of Singapore
- />NUS Environmental Research Institute (NERI), National University of Singapore, #02-01, T-Lab Building, 5A Engineering Drive 1, Singapore, Republic of Singapore
| | - Bijayalaxmi Mohanty
- />Department of Chemical and Biomolecular Engineering, National University of Singapore, Singapore, Republic of Singapore
| | - Edward Wijaya
- />IFReC, Osaka University, 3-1 Yamada-oka, Suita, Osaka 565-0871 Japan
| | - Tit-Meng Lim
- />Department of Biological Sciences, National University of Singapore, 14 Science Drive 4, Singapore, Republic of Singapore
| | - Qingsong Lin
- />Department of Biological Sciences, National University of Singapore, 14 Science Drive 4, Singapore, Republic of Singapore
| | - Chiang-Shiong Loh
- />Department of Biological Sciences, National University of Singapore, 14 Science Drive 4, Singapore, Republic of Singapore
- />NUS Environmental Research Institute (NERI), National University of Singapore, #02-01, T-Lab Building, 5A Engineering Drive 1, Singapore, Republic of Singapore
| | - Prakash P Kumar
- />Department of Biological Sciences, National University of Singapore, 14 Science Drive 4, Singapore, Republic of Singapore
- />Temasek Life Sciences Laboratory, National University of Singapore, 1 Research Link, Singapore, Republic of Singapore
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9
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Benayoun BA, Pollina EA, Ucar D, Mahmoudi S, Karra K, Wong ED, Devarajan K, Daugherty AC, Kundaje AB, Mancini E, Hitz BC, Gupta R, Rando TA, Baker JC, Snyder MP, Cherry JM, Brunet A. H3K4me3 breadth is linked to cell identity and transcriptional consistency. Cell 2014; 158:673-88. [PMID: 25083876 PMCID: PMC4137894 DOI: 10.1016/j.cell.2014.06.027] [Citation(s) in RCA: 338] [Impact Index Per Article: 33.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/11/2013] [Revised: 04/03/2014] [Accepted: 06/10/2014] [Indexed: 12/15/2022]
Abstract
Trimethylation of histone H3 at lysine 4 (H3K4me3) is a chromatin modification known to mark the transcription start sites of active genes. Here, we show that H3K4me3 domains that spread more broadly over genes in a given cell type preferentially mark genes that are essential for the identity and function of that cell type. Using the broadest H3K4me3 domains as a discovery tool in neural progenitor cells, we identify novel regulators of these cells. Machine learning models reveal that the broadest H3K4me3 domains represent a distinct entity, characterized by increased marks of elongation. The broadest H3K4me3 domains also have more paused polymerase at their promoters, suggesting a unique transcriptional output. Indeed, genes marked by the broadest H3K4me3 domains exhibit enhanced transcriptional consistency and [corrected] increased transcriptional levels, and perturbation of H3K4me3 breadth leads to changes in transcriptional consistency. Thus, H3K4me3 breadth contains information that could ensure transcriptional precision at key cell identity/function genes.
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Affiliation(s)
- Bérénice A Benayoun
- Department of Genetics, Stanford University, Stanford CA 94305, USA; Paul F. Glenn Laboratories for the Biology of Aging, Stanford University, Stanford CA 94305, USA
| | - Elizabeth A Pollina
- Department of Genetics, Stanford University, Stanford CA 94305, USA; Cancer Biology Program, Stanford University, Stanford CA 94305, USA
| | - Duygu Ucar
- Department of Genetics, Stanford University, Stanford CA 94305, USA
| | - Salah Mahmoudi
- Department of Genetics, Stanford University, Stanford CA 94305, USA
| | - Kalpana Karra
- Department of Genetics, Stanford University, Stanford CA 94305, USA
| | - Edith D Wong
- Department of Genetics, Stanford University, Stanford CA 94305, USA
| | | | | | - Anshul B Kundaje
- Department of Genetics, Stanford University, Stanford CA 94305, USA
| | - Elena Mancini
- Department of Genetics, Stanford University, Stanford CA 94305, USA
| | - Benjamin C Hitz
- Department of Genetics, Stanford University, Stanford CA 94305, USA
| | - Rakhi Gupta
- Department of Genetics, Stanford University, Stanford CA 94305, USA
| | - Thomas A Rando
- Paul F. Glenn Laboratories for the Biology of Aging, Stanford University, Stanford CA 94305, USA; Department of Neurology and Neurological Sciences, Stanford University, Stanford CA 94305, USA; RR&D REAP, VA Palo Alto Health Care Systems, Palo Alto, CA 94304,USA
| | - Julie C Baker
- Department of Genetics, Stanford University, Stanford CA 94305, USA
| | - Michael P Snyder
- Department of Genetics, Stanford University, Stanford CA 94305, USA
| | - J Michael Cherry
- Department of Genetics, Stanford University, Stanford CA 94305, USA
| | - Anne Brunet
- Department of Genetics, Stanford University, Stanford CA 94305, USA; Paul F. Glenn Laboratories for the Biology of Aging, Stanford University, Stanford CA 94305, USA; Cancer Biology Program, Stanford University, Stanford CA 94305, USA.
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10
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The C-terminal region of Xpc is dispensable for the transcriptional activity of Oct3/4 in mouse embryonic stem cells. FEBS Lett 2014; 588:1128-35. [PMID: 24607542 DOI: 10.1016/j.febslet.2014.02.033] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/25/2013] [Revised: 02/08/2014] [Accepted: 02/14/2014] [Indexed: 12/18/2022]
Abstract
The transcription factor Oct3/4 is essential to maintain pluripotency in mouse embryonic stem (ES) cells. It was reported that the Xpc DNA repair complex is involved in this process. Here we examined the role of Xpc on the transcriptional activation of the target genes by Oct3/4 using the inducible knockout strategy. We found that the removal of the C-terminal region of Xpc, including the interaction sites with Rad23 and Cetn2, showed faint impact on the gene expression profile of ES cells and the functional Xpc-ΔC ES cell lines retained proper gene expression profile as well as pluripotency to contribute chimeric embryos. These data indicated that the C-terminal region of Xpc is dispensable for the transcriptional activity of Oct3/4 in mouse ES cells.
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11
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Tan X, Xu X, Elkenani M, Smorag L, Zechner U, Nolte J, Engel W, Pantakani DK. Zfp819, a novel KRAB-zinc finger protein, interacts with KAP1 and functions in genomic integrity maintenance of mouse embryonic stem cells. Stem Cell Res 2013; 11:1045-59. [DOI: 10.1016/j.scr.2013.07.006] [Citation(s) in RCA: 39] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/27/2012] [Revised: 07/09/2013] [Accepted: 07/22/2013] [Indexed: 01/12/2023] Open
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12
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Zhu Z, Huangfu D. Human pluripotent stem cells: an emerging model in developmental biology. Development 2013; 140:705-17. [PMID: 23362344 DOI: 10.1242/dev.086165] [Citation(s) in RCA: 130] [Impact Index Per Article: 11.8] [Reference Citation Analysis] [Abstract] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/06/2023]
Abstract
Developmental biology has long benefited from studies of classic model organisms. Recently, human pluripotent stem cells (hPSCs), including human embryonic stem cells and human induced pluripotent stem cells, have emerged as a new model system that offers unique advantages for developmental studies. Here, we discuss how studies of hPSCs can complement classic approaches using model organisms, and how hPSCs can be used to recapitulate aspects of human embryonic development 'in a dish'. We also summarize some of the recently developed genetic tools that greatly facilitate the interrogation of gene function during hPSC differentiation. With the development of high-throughput screening technologies, hPSCs have the potential to revolutionize gene discovery in mammalian development.
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Affiliation(s)
- Zengrong Zhu
- Developmental Biology Program, Sloan-Kettering Institute, New York, NY 10065, USA.
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13
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Alimperti S, Lei P, Tian J, Andreadis ST. A novel lentivirus for quantitative assessment of gene knockdown in stem cell differentiation. Gene Ther 2012; 19:1123-32. [PMID: 22241174 DOI: 10.1038/gt.2011.208] [Citation(s) in RCA: 19] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/21/2011] [Revised: 09/26/2011] [Accepted: 10/10/2011] [Indexed: 01/19/2023]
Abstract
Loss of gene function is a valuable tool for screening genes in cellular processes including stem cell differentiation differentiation. However, the criteria for evaluating gene knockdown are usually based on end-point analysis and real-time, dynamic information is lacking. To overcome these limitations, we engineered a shRNA encoding LentiViral Dual Promoter vector (shLVDP) that enabled real-time monitoring of mesenchymal stem (MSC) differentiation and simultaneous gene knockdown. In this vector, the activity of the alpha-smooth muscle actin (αSMA) promoter was measured by the expression of a destabilized green fluorescent protein, and was used as an indicator of myogenic differentiation; constitutive expression of discosoma red fluorescent protein was used to measure transduction efficiency and to normalize αSMA promoter activity; and shRNA was encoded by a doxycycline (Dox)-regulatable H1 promoter. Importantly, the normalized promoter activity was independent of lentivirus titer allowing quantitative assessment of gene knockdown. Using this vector, we evaluated 11 genes in the TGF-β1 or Rho signaling pathway on SMC maturation and on MSC differentiation along the myogenic lineage. As expected, knockdown of genes such as Smad2/3 or RhoA inhibited myogenic differentiation, while knocking down the myogenic differentiation inhibitor, Klf4, increased αSMA promoter activity significantly. Notably, some genes for example, Smad7 or KLF4 showed differential regulation of myogenic differentiation in MSC from different anatomic locations such as bone marrow and hair follicles. Finally, Dox-regulatable shRNA expression enabled temporal control of gene knockdown and provided dynamic information on the effect of different genes on myogenic phenotype. Our data suggests that shLVDP may be ideal for development of lentiviral microarrays to decipher gene regulatory networks of complex biological processes such as stem cell differentiation or reprogramming.
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Affiliation(s)
- S Alimperti
- Bioengineering Laboratory, Department of Chemical and Biological Engineering, University at Buffalo, State University of New York, Amherst, NY 14072, USA
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14
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Climent M, Alonso-Martin S, Pérez-Palacios R, Guallar D, Benito AA, Larraga A, Fernández-Juan M, Sanz M, de Diego A, Seisdedos MT, Muniesa P, Schoorlemmer J. Functional analysis of Rex1 during preimplantation development. Stem Cells Dev 2012; 22:459-72. [PMID: 22897771 DOI: 10.1089/scd.2012.0211] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/26/2023] Open
Abstract
Rex1/Zfp42 is a nuclear protein that is highly conserved in mammals, and widely used as an embryonic stem (ES) cell marker. Although Rex1 expression is associated with enhanced pluripotency, loss-of-function models recently described do not exhibit major phenotypes, and both preimplantation development and ES cell derivation appear normal in the absence of Rex1. To better understand the functional role of Rex1, we examined the expression and localization of Rex1 during preimplantation development. Our studies indicated that REX1 is expressed at all stages during mouse preimplantation development, with a mixed pattern of nuclear, perinuclear, and cytoplasmic localization. Chromatin association seemed to be altered in 8-cell embryos, and in the blastocyst, we found REX1 localized almost exclusively in the nucleus. A functional role for Rex1 in vivo was assessed by gain- and loss-of-function approaches. Embryos with attenuated levels of Rex1 after injection of zygotes with siRNAs did not exhibit defects in preimplantation development in vitro. In contrast, overexpression of Rex1 interfered with cleavage divisions and with proper blastocyst development, although we failed to detect alterations in the expression of lineage and pluripotency markers. Rex1 gain- and loss-of-function did alter the expression levels of Zscan4, an important regulator of preimplantation development and pluripotency. Our results suggest that Rex1 plays a role during preimplantation development. They are compatible with a role for Rex1 during acquisition of pluripotency in the blastocyst.
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Affiliation(s)
- María Climent
- Departamento de Anatomía, Embriología y Genética Animal, Facultad de Veterinaria, Universidad de Zaragoza, Zaragoza, Spain
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15
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Underhill GH. Stem cell bioengineering at the interface of systems-based models and high-throughput platforms. WILEY INTERDISCIPLINARY REVIEWS-SYSTEMS BIOLOGY AND MEDICINE 2012; 4:525-45. [DOI: 10.1002/wsbm.1189] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/31/2022]
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16
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Guallar D, Pérez-Palacios R, Climent M, Martínez-Abadía I, Larraga A, Fernández-Juan M, Vallejo C, Muniesa P, Schoorlemmer J. Expression of endogenous retroviruses is negatively regulated by the pluripotency marker Rex1/Zfp42. Nucleic Acids Res 2012; 40:8993-9007. [PMID: 22844087 PMCID: PMC3467079 DOI: 10.1093/nar/gks686] [Citation(s) in RCA: 38] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/12/2022] Open
Abstract
Rex1/Zfp42 is a Yy1-related zinc-finger protein whose expression is frequently used to identify pluripotent stem cells. We show that depletion of Rex1 levels notably affected self-renewal of mouse embryonic stem (ES) cells in clonal assays, in the absence of evident differences in expression of marker genes for pluripotency or differentiation. By contrast, marked differences in expression of several endogenous retroviral elements (ERVs) were evident upon Rex1 depletion. We demonstrate association of REX1 to specific elements in chromatin-immunoprecipitation assays, most strongly to muERV-L and to a lower extent to IAP and musD elements. Rex1 regulates muERV-L expression in vivo, as we show altered levels upon transient gain-and-loss of Rex1 function in pre-implantation embryos. We also find REX1 can associate with the lysine-demethylase LSD1/KDM1A, suggesting they act in concert. Similar to REX1 binding to retrotransposable elements (REs) in ES cells, we also detected binding of the REX1 related proteins YY1 and YY2 to REs, although the binding preferences of the two proteins were slightly different. Altogether, we show that Rex1 regulates ERV expression in mouse ES cells and during pre-implantation development and suggest that Rex1 and its relatives have evolved as regulators of endogenous retroviral transcription.
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Affiliation(s)
- D Guallar
- Regenerative Medicine Programme, IIS Aragón, Instituto Aragonés de Ciencias de Salud, Zaragoza, Avda. Gómez Laguna, 50009 Zaragoza, Spain
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Abstract
The ability of embryonic stem (ES) cells to generate any of the around 220 cell types of the adult body has fascinated scientists ever since their discovery. The capacity to re-program fully differentiated cells into induced pluripotent stem (iPS) cells has further stimulated the interest in ES cell research. Fueled by this interest, intense research has provided new insights into the biology of ES cells in the recent past. The development of large-scale and high throughput RNAi technologies has made it possible to sample the role of every gene in maintaining ES cell identity. Here, we review the RNAi screens performed in ES cells to date and discuss the challenges associated with these large-scale experiments. Furthermore, we provide a perspective on how to streamline the molecular characterization following the initial phenotypic description utilizing bacterial artificial chromosome (BAC) transgenesis.
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Abstract
Embryonic stem cells have the ability to differentiate into nearly all cell types. However, the molecular mechanism of its pluripotency is still unclear. Oct3/4, Sox2 and Nanog are important factors of pluripotency. Oct3/4 (hereafter referred to as Oct4), in particular, has been an irreplaceable factor in the induction of pluripotency in adult cells. Proteins interacting with Oct4 and Nanog have been identified via affinity purification and mass spectrometry. These data, together with iterative purifications of interacting proteins allowed a protein interaction network to be constructed. The network currently includes 77 transcription factors, all of which are interconnected in one network. In-depth studies of some of these transcription factors show that they all recruit the NuRD complex. Hence, transcription factor clustering and chromosomal remodeling are key mechanism used by embryonic stem cells. Studies using RNA interference suggest that more pluripotency genes are yet to be discovered via protein-protein interactions. More work is required to complete and curate the embryonic stem cell protein interaction network. Analysis of a saturated protein interaction network by system biology tools can greatly aid in the understanding of the embryonic stem cell pluripotency network.
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Affiliation(s)
- Patricia Miang-Lon Ng
- Stem Cell and Developmental Biology, Genome Institute of Singapore, 60 Biopolis Street, 138672 Singapore
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Kim BS, Kang KS, Choi JI, Jung JS, Im YB, Kang SK. Knockdown of the potential cancer stem-like cell marker Rex-1 improves chemotherapeutic effects in gliomas. Hum Gene Ther 2011; 22:1551-62. [PMID: 21810014 DOI: 10.1089/hum.2011.096] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/30/2023] Open
Abstract
In the present study, we show that Rex-1 mRNA and protein are found at high levels in both 1,3-bis(2-chloroethyl)-1-nitrosourea (BCNU)-resistant glioma cell subpopulations and malignant glioblastoma multiforme (GBM) tissue. We used a combination therapy of small interfering RNA (siRNA) against Rex-1 (siRex-1) and BCNU to target GBM cells. Rex-1 siRNA/BCNU treatment resulted in growth inhibition and a diminished S phase. The treatment efficiently induced P38/JNK and Akt/PI3K/GSK3β signaling and led to apoptosis both in vitro and in vivo. We also show that Rex-1/ABCG2 (ATP binding cassette transporter G2)-coexpressing subpopulations were chemoresistant; however, BCNU was not a substrate for ABCG2. siRex-1 treatment led to cell death in GBM subpopulations by promoting apoptosis. Moreover, siRex-1/BCNU combination therapy targeted both the major population and cancer stem cell-like subpopulations. Our findings are important for the development of clinical applications to treat GBM.
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Affiliation(s)
- Bong-Sun Kim
- Laboratory of Stem Cell Biology, Department of Biotechnology, Seoul National University, Seoul 151-742, Republic of Korea
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20
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ZFPIP/Zfp462 is involved in P19 cell pluripotency and in their neuronal fate. Exp Cell Res 2011; 317:1922-34. [DOI: 10.1016/j.yexcr.2011.04.015] [Citation(s) in RCA: 10] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/25/2011] [Revised: 04/13/2011] [Accepted: 04/26/2011] [Indexed: 11/23/2022]
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PPARgamma2 Regulates a Molecular Signature of Marrow Mesenchymal Stem Cells. PPAR Res 2011; 2007:81219. [PMID: 18288266 PMCID: PMC2234088 DOI: 10.1155/2007/81219] [Citation(s) in RCA: 23] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/23/2007] [Accepted: 04/25/2007] [Indexed: 12/25/2022] Open
Abstract
Bone formation and hematopoiesis are anatomically juxtaposed and share common regulatory mechanisms. Bone marrow mesenchymal stromal/stem cells (MSC) contain a compartment that provides progeny with bone forming osteoblasts and fat laden adipocytes as well as fibroblasts, chondrocytes, and muscle cells. In addition, marrow MSC provide an environment for support of hematopoiesis, including the development of bone resorbing osteoclasts. The PPARgamma2 nuclear receptor is an adipocyte-specific transcription factor that controls marrow MSC lineage allocation toward adipocytes and osteoblasts. Increased expression of PPARgamma2 with aging correlates with changes in the MSC status in respect to both their intrinsic differentiation potential and production of signaling molecules that contribute to the formation of a specific marrow micro-environment. Here, we investigated the effect of PPARgamma2 on MSC molecular signature in respect to the expression of gene markers associated exclusively with stem cell phenotype, as well as genes involved in the formation of a stem cell supporting marrow environment. We found that PPARgamma2 is a powerful modulator of stem cell-related gene expression. In general, PPARgamma2 affects the expression of genes specific for the maintenance of stem cell phenotype, including LIF, LIF receptor, Kit ligand, SDF-1, Rex-1/Zfp42, and Oct-4. Moreover, the antidiabetic PPARgamma agonist TZD rosiglitazone specifically affects the expression of "stemness" genes, including ABCG2, Egfr, and CD44. Our data indicate that aging and anti-diabetic TZD therapy may affect mesenchymal stem cell phenotype through modulation of PPARgamma2 activity. These observations may have important therapeutic consequences and indicate a need for more detailed studies of PPARgamma2 role in stem cell biology.
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22
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Garcia-Tuñon I, Guallar D, Alonso-Martin S, Benito AA, Benítez-Lázaro A, Pérez-Palacios R, Muniesa P, Climent M, Sánchez M, Vidal M, Schoorlemmer J. Association of Rex-1 to target genes supports its interaction with Polycomb function. Stem Cell Res 2011; 7:1-16. [PMID: 21530438 DOI: 10.1016/j.scr.2011.02.005] [Citation(s) in RCA: 17] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/30/2010] [Revised: 02/21/2011] [Accepted: 02/23/2011] [Indexed: 12/31/2022] Open
Abstract
Rex-1/Zfp42 displays a remarkably restricted pattern of expression in preimplantation embryos, primary spermatocytes, and undifferentiated mouse embryonic stem (ES) cells and is frequently used as a marker gene for pluripotent stem cells. To understand the role of Rex-1 in selfrenewal and pluripotency, we used Rex-1 association as a measure to identify potential target genes, and carried out chromatin-immunoprecipitation assays in combination with gene specific primers to identify genomic targets Rex-1 associates with. We find association of Rex-1 to several genes described previously as bivalently marked regulators of differentiation and development, whose repression in mouse embryonic stem (ES) cells is Polycomb Group-mediated, and controlled directly by Ring1A/B. To substantiate the hypothesis that Rex-1 contributes to gene regulation by PcG, we demonstrate interactions of Rex-1 and YY2 (a close relative of YY1) with Ring1 proteins and the PcG-associated proteins RYBP and YAF2, in line with interactions reported previously for YY1. We also demonstrate the presence of Rex-1 protein in both trophectoderm and Inner Cell Mass of the mouse blastocyst and in both ES and in trophectoderm stem (TS) cells. In TS cells, we were unable to demonstrate association of Rex-1 to the genes it associates with in ES cells, suggesting that association may be cell-type specific. Rex-1 might fine-tune pluripotency in ES cells by modulating Polycomb-mediated gene regulation.
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Affiliation(s)
- I Garcia-Tuñon
- Regenerative Medicine Programme, IIS Aragón, Instituto Aragonés de Ciencias de la Salud, Zaragoza, Avda. Gómez Laguna, 25, Pl. 11, 50009 Zaragoza, Spain
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23
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Mtango NR, VandeVoort CA, Latham KE. Ontological aspects of pluripotency and stemness gene expression pattern in the rhesus monkey. Gene Expr Patterns 2011; 11:285-98. [PMID: 21329766 DOI: 10.1016/j.gep.2011.02.001] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/05/2010] [Revised: 02/03/2011] [Accepted: 02/08/2011] [Indexed: 11/24/2022]
Abstract
Two essential aspects of mammalian development are the progressive specialization of cells toward different lineages, and the maintenance of progenitor cells that will give rise to the differentiated components of each tissue and also contribute new cells as older cells die or become injured. The transition from totipotentiality to pluripotentiality, to multipotentiality, to monopotentiality, and then to differentiation is a continuous process during development. The ontological relationship between these different stages is not well understood. We report for the first time an ontological survey of expression of 45 putative "stemness" and "pluripotency" genes in rhesus monkey oocytes and preimplantation stage embryos, and comparison to the expression in the inner cell mass, trophoblast stem cells, and a rhesus monkey (ORMES6) embryonic stem cell line. Our results reveal that some of these genes are not highly expressed in all totipotent or pluripotent cell types. Some are predominantly maternal mRNAs present in oocytes and embryos before transcriptional activation, and diminishing before the blastocyst stage. Others are well expressed in morulae or early blastocysts, but are poorly expressed in later blastocysts or ICMs. Also, some of the genes employed to induce pluripotent stem cells from somatic cells (iPS genes) appear unlikely to play major roles as stemness or pluripotency genes in normal embryos.
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Affiliation(s)
- Namdori R Mtango
- The Fels Institute for Cancer Research & Molecular Biology, Philadelphia, PA 19140, USA
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24
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Lee MY, Lu A, Gudas LJ. Transcriptional regulation of Rex1 (zfp42) in normal prostate epithelial cells and prostate cancer cells. J Cell Physiol 2010; 224:17-27. [PMID: 20232320 DOI: 10.1002/jcp.22071] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/07/2022]
Abstract
Rex1 (zfp42) was identified by our laboratory because of its reduced expression in F9 teratocarcinoma stem cells after retinoic acid (RA) treatment. The Rex1 (Zfp42) gene is currently widely used as a marker of embryonic stem cells. We compared the transcriptional regulation of the human Rex1 gene in NTera-2 (NT-2) human teratocarcinoma, normal human prostate epithelial cells (PrEC), and prostate cancer cells (PC-3) by promoter/luciferase analyses. Oct4, Sox2, Nanog, and Dax1 transcripts are expressed at higher levels in NT-2 and PrEC cells than in PC-3 cells. Co-transfection analyses showed that YY1 and Rex1 are positive regulators of hRex1 transcription in NT-2 and PrEC cells, whereas Nanog is not. Serial deletion constructs of the hRex1 promoter were created and analyzed, by which we identified a potential negative regulatory site that is located between -1 and -0.4 kb of the hRex1 promoter. We also delineated regions of the hRex1 promoter between -0.4 kb and the TSS that, when mutated, reduced transcriptional activation; these are putative Rex1 binding sites. Mutation of a putative Rex1 binding site in electrophoretic mobility shift assays (EMSA) resulted in reduced protein binding. Taken together, our results indicate that hRex1 binds to the hRex1 promoter region at -298 bp and positively regulates hRex1 transcription, but that this regulation is lost in PC-3 human prostate cancer cells. This lack of positive transcriptional regulation by the hRex1 protein may be responsible for the lack of Rex1 expression in PC-3 prostate cancer cells.
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Affiliation(s)
- Mi-Young Lee
- Department of Pharmacology, Weill Cornell Medical College of Cornell University, New York, NY 10065, USA
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25
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Chen L, Shioda T, Coser KR, Lynch MC, Yang C, Schmidt EV. Genome-wide analysis of YY2 versus YY1 target genes. Nucleic Acids Res 2010; 38:4011-26. [PMID: 20215434 PMCID: PMC2896514 DOI: 10.1093/nar/gkq112] [Citation(s) in RCA: 39] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/24/2022] Open
Abstract
Yin Yang 1 (YY1) is a critical transcription factor controlling cell proliferation, development and DNA damage responses. Retrotranspositions have independently generated additional YY family members in multiple species. Although Drosophila YY1 [pleiohomeotic (Pho)] and its homolog [pleiohomeotic-like (Phol)] redundantly control homeotic gene expression, the regulatory contributions of YY1-homologs have not yet been examined in other species. Indeed, targets for the mammalian YY1 homolog YY2 are completely unknown. Using gene set enrichment analysis, we found that lentiviral constructs containing short hairpin loop inhibitory RNAs for human YY1 (shYY1) and its homolog YY2 (shYY2) caused significant changes in both shared and distinguishable gene sets in human cells. Ribosomal protein genes were the most significant gene set upregulated by both shYY1 and shYY2, although combined shYY1/2 knock downs were not additive. In contrast, shYY2 reversed the anti-proliferative effects of shYY1, and shYY2 particularly altered UV damage response, platelet-specific and mitochondrial function genes. We found that decreases in YY1 or YY2 caused inverse changes in UV sensitivity, and that their combined loss reversed their respective individual effects. Our studies show that human YY2 is not redundant to YY1, and YY2 is a significant regulator of genes previously identified as uniquely responding to YY1.
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Affiliation(s)
- Li Chen
- Cancer Research Center at Massachusetts General Hospital, Boston, MA 02114, USA
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26
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Kashyap V, Rezende NC, Scotland KB, Shaffer SM, Persson JL, Gudas LJ, Mongan NP. Regulation of stem cell pluripotency and differentiation involves a mutual regulatory circuit of the NANOG, OCT4, and SOX2 pluripotency transcription factors with polycomb repressive complexes and stem cell microRNAs. Stem Cells Dev 2009; 18:1093-108. [PMID: 19480567 DOI: 10.1089/scd.2009.0113] [Citation(s) in RCA: 327] [Impact Index Per Article: 21.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/06/2023] Open
Abstract
Coordinated transcription factor networks have emerged as the master regulatory mechanisms of stem cell pluripotency and differentiation. Many stem cell-specific transcription factors, including the pluripotency transcription factors, OCT4, NANOG, and SOX2 function in combinatorial complexes to regulate the expression of loci, which are involved in embryonic stem (ES) cell pluripotency and cellular differentiation. This review will address how these pathways form a reciprocal regulatory circuit whereby the equilibrium between stem cell self-renewal, proliferation, and differentiation is in perpetual balance. We will discuss how distinct epigenetic repressive pathways involving polycomb complexes, DNA methylation, and microRNAs cooperate to reduce transcriptional noise and to prevent stochastic and aberrant induction of differentiation. We will provide a brief overview of how these networks cooperate to modulate differentiation along hematopoietic and neuronal lineages. Finally, we will describe how aberrant functioning of components of the stem cell regulatory network may contribute to malignant transformation of adult stem cells and the establishment of a "cancer stem cell" phenotype and thereby underlie multiple types of human malignancies.
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Affiliation(s)
- Vasundhra Kashyap
- Department of Pharmacology, Graduate Programs in Pharmacology, Weill Cornell Medical College, New York, New York 10065, USA
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27
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Scotland KB, Chen S, Sylvester R, Gudas LJ. Analysis of Rex1 (zfp42) function in embryonic stem cell differentiation. Dev Dyn 2009; 238:1863-77. [PMID: 19618472 DOI: 10.1002/dvdy.22037] [Citation(s) in RCA: 50] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/01/2023] Open
Abstract
Rex1 (zfp42) is a zinc finger protein expressed primarily in undifferentiated stem cells, both in the embryo and the adult. Upon all-trans retinoic acid induced differentiation of murine embryonic stem (ES) cells, Rex1 mRNA levels decrease several fold. To characterize the function(s) of Rex1 more extensively, we generated Rex1 double knockout ES cell lines. The disruption of the Rex1 gene enhanced the expression of ectoderm, mesoderm, and endoderm markers as compared to wild-type (Wt) cells. We propose that Rex1 acts to reduce retinoic acid induced differentiation in ES cells. We performed microarray analyses on Wt and Rex1-/- cells cultured in the presence or absence of LIF to identify potential Rex1 targets. We also evaluated gene expression in a Wt line that overexpresses Rex1 and in a Rex1-/- line in which Rex1 expression was restored. These data, taken together, suggest that Rex1 influences differentiation, cell cycle regulation, and cancer progression.
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Affiliation(s)
- Kymora B Scotland
- Department of Pharmacology, Weill Medical College of Cornell University, New York, New York 10065, USA
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28
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Fernandes TG, Diogo MM, Clark DS, Dordick JS, Cabral JMS. High-throughput cellular microarray platforms: applications in drug discovery, toxicology and stem cell research. Trends Biotechnol 2009; 27:342-9. [PMID: 19398140 DOI: 10.1016/j.tibtech.2009.02.009] [Citation(s) in RCA: 216] [Impact Index Per Article: 14.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/12/2009] [Revised: 02/13/2009] [Accepted: 02/18/2009] [Indexed: 02/08/2023]
Abstract
Cellular microarrays are powerful experimental tools for high-throughput screening of large numbers of test samples. Miniaturization increases assay throughput while reducing reagent consumption and the number of cells required, making these systems attractive for a wide range of assays in drug discovery, toxicology, stem cell research and potentially therapy. Here, we provide an overview of the emerging technologies that can be used to generate cellular microarrays, and we highlight recent significant advances in the field. This emerging and multidisciplinary approach offers new opportunities for the design and control of stem cells in tissue engineering and cellular therapies and promises to expedite drug discovery in the biotechnology and pharmaceutical industries.
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Affiliation(s)
- Tiago G Fernandes
- Institute for Biotechnology and Bioengineering (IBB), Centre for Biological and Chemical Engineering, Instituto Superior Técnico, Av. Rovisco Pais, 1049-001 Lisboa, Portugal
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29
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Hu G, Kim J, Xu Q, Leng Y, Orkin SH, Elledge SJ. A genome-wide RNAi screen identifies a new transcriptional module required for self-renewal. Genes Dev 2009; 23:837-48. [PMID: 19339689 DOI: 10.1101/gad.1769609] [Citation(s) in RCA: 324] [Impact Index Per Article: 21.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/15/2022]
Abstract
We performed a genome-wide siRNA screen in mouse embryonic stem (ES) cells to identify genes essential for self-renewal, and found 148 genes whose down-regulation caused differentiation. Many of the identified genes function in gene regulation and/or development, and are highly expressed in ES cells and embryonic tissues. We further identified target genes of two transcription regulators Cnot3 and Trim28. We discovered that Cnot3 and Trim28 co-occupy many putative gene promoters with c-Myc and Zfx, but not other pluripotency-associated transcription factors. They form a unique module in the self-renewal transcription network, separate from the core module formed by Nanog, Oct4, and Sox2. The transcriptional targets of this module are enriched for genes involved in cell cycle, cell death, and cancer. This supports the idea that regulatory networks controlling self-renewal in stem cells may also be active in certain cancers and may represent novel anti-cancer targets. Our screen has implicated over 100 new genes in ES cell self-renewal, and illustrates the power of RNAi and forward genetics for the systematic study of self-renewal.
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Affiliation(s)
- Guang Hu
- Howard Hughes Medical Institute, Department of Genetics, Division of Genetics, Brigham and Women's Hospital, Harvard Medical School, Boston, Massachusetts 02115, USA
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30
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Lai A, Cairns MJ, Tran N, Zhang HP, Cullen L, Arndt GM. RNA modulators of complex phenotypes in mammalian cells. PLoS One 2009; 4:e4758. [PMID: 19270743 PMCID: PMC2650256 DOI: 10.1371/journal.pone.0004758] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/11/2008] [Accepted: 02/12/2009] [Indexed: 12/03/2022] Open
Abstract
RNA-mediated gene silencing, in the form of RNA interference (RNAi) or microRNAs (miRNAs) has provided novel tools for gene discovery and validation in mammalian cells. Here, we report on the construction and application of a random small RNA expression library for use in identifying small interfering RNA (siRNA) effectors that can modify complex cellular phenotypes in mammalian cells. The library is based in a retroviral vector and uses convergent promoters to produce unique small complementary RNAs. Using this library, we identify a range of small RNA-encoding gene inserts that overcome resistance to 5-fluorouracil (5-FU)- or tumour necrosis factor alpha (TNF-α)- induced cell death in colorectal cancer cells. We demonstrate the utility of this technology platform by identifying a key RNA effector, in the form of a siRNA, which overcomes cell death induced by the chemotherapeutic 5-FU. The technology described has the potential to identify both functional RNA modulators capable of altering physiological systems and the cellular target genes altered by these modulators.
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Affiliation(s)
- Angela Lai
- Johnson and Johnson Research Pty Ltd, Australian Technology Park, Eveleigh, New South Wales, Australia
| | - Murray J. Cairns
- Johnson and Johnson Research Pty Ltd, Australian Technology Park, Eveleigh, New South Wales, Australia
| | - Nham Tran
- Johnson and Johnson Research Pty Ltd, Australian Technology Park, Eveleigh, New South Wales, Australia
- The Sydney Head and Neck Cancer Institute, Sydney Cancer Centre, Royal Prince Alfred Hospital and University of Sydney, Sydney, New South Wales, Australia
| | - Hong-Ping Zhang
- Johnson and Johnson Research Pty Ltd, Australian Technology Park, Eveleigh, New South Wales, Australia
| | - Lara Cullen
- Johnson and Johnson Research Pty Ltd, Australian Technology Park, Eveleigh, New South Wales, Australia
| | - Greg M. Arndt
- Johnson and Johnson Research Pty Ltd, Australian Technology Park, Eveleigh, New South Wales, Australia
- * E-mail:
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Cole MF, Young RA. Mapping key features of transcriptional regulatory circuitry in embryonic stem cells. COLD SPRING HARBOR SYMPOSIA ON QUANTITATIVE BIOLOGY 2008; 73:183-93. [PMID: 19022761 DOI: 10.1101/sqb.2008.73.027] [Citation(s) in RCA: 33] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/24/2022]
Abstract
The process by which a single fertilized egg develops into a human being with more than 200 cell types--each with a distinct gene expression pattern controlling its cellular state--is poorly understood. Knowledge of the transcriptional regulatory circuitry that establishes and maintains gene expression programs in mammalian cells is fundamental to understanding development and should provide the foundation for improved diagnosis and treatment of disease. Although it is not yet feasible to map the entirety of this circuitry in vertebrate cells, recent work in embryonic stem (ES) cells has demonstrated that core features of the circuitry can be discovered through studies involving selected regulators. Here, we highlight the fundamental insights that have emerged from studies that examined the role of transcription factors, chromatin regulators, signaling pathways, and noncoding RNAs in the regulatory circuitry of ES cells. Maps of regulatory circuitry and the insights that have emerged from these studies have improved our understanding of global gene expression and are facilitating efforts to reprogram cells for disease therapeutics and regenerative medicine.
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Affiliation(s)
- M F Cole
- Whitehead Institute for Biomedical Research, Cambridge, Massachusetts 02142, USA
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Vigneault C, Gravel C, Vallée M, McGraw S, Sirard MA. Unveiling the bovine embryo transcriptome during the maternal-to-embryonic transition. Reproduction 2008; 137:245-57. [PMID: 18987256 DOI: 10.1530/rep-08-0079] [Citation(s) in RCA: 44] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
Abstract
Bovine early embryos are transcriptionally inactive and subsist through the initial developmental stages by the consumption of the maternal supplies provided by the oocyte until its own genome activation. In bovine, the activation of transcription occurs during the 8- to 16-cell stages and is associated with a phase called the maternal-to-embryonic transition (MET) where maternal mRNA are replaced by embryonic ones. Although the importance of the MET is well accepted, since its inhibition blocks embryonic development, very little is known about the transcripts expressed at this crucial step in embryogenesis. In this study, we generated and characterized a cDNA library enriched in embryonic transcripts expressed at the MET in bovine. Suppression subtractive hybridization followed by microarray hybridization was used to isolate more than 300 different transcripts overexpressed in untreated late eight-cell embryos compared with those treated with the transcriptional inhibitor, alpha-amanitin. Validation by quantitative RT-PCR of 15 genes from this library revealed that they had remarkable consistency with the microarray data. The transcripts isolated in this cDNA library have an interesting composition in terms of molecular functions; the majority is involved in gene transcription, RNA processing, or protein biosynthesis, and some are potentially involved in the maintenance of pluripotency observed in embryos. This collection of genes associated with the MET is a novel and potent tool that will be helpful in the understanding of particular events such as the reprogramming of somatic cells by nuclear transfer or for the improvement of embryonic culture conditions.
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Affiliation(s)
- Christian Vigneault
- Department of Animal Sciences, Centre de Recherche en Biologie de la Reproduction, Pavillon Paul-Comtois, Laval University, Quebec, Canada
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Masui S, Ohtsuka S, Yagi R, Takahashi K, Ko MSH, Niwa H. Rex1/Zfp42 is dispensable for pluripotency in mouse ES cells. BMC DEVELOPMENTAL BIOLOGY 2008; 8:45. [PMID: 18433507 PMCID: PMC2386458 DOI: 10.1186/1471-213x-8-45] [Citation(s) in RCA: 97] [Impact Index Per Article: 6.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 10/23/2007] [Accepted: 04/24/2008] [Indexed: 12/11/2022]
Abstract
Background Rex1/Zfp42 has been extensively used as a marker for the undifferentiated state of pluripotent stem cells. However, its function in pluripotent stem cells including embryonic stem (ES) cells remained unclear although its involvement in visceral endoderm differentiation in F9 embryonal carcinoma (EC) cells was reported. Results We showed the function of Rex1 in mouse ES cells as well as in embryos using the conventional gene targeting strategy. Our results clearly indicated that Rex1 function is dispensable for both the maintenance of pluripotency in ES cells and the development of embryos. However, Rex1-/- ES cells showed the defect to induce a subset of the marker genes of visceral endoderm, when differentiated as embryoid body, as found in EC cells. Conclusion Rex1 should be regarded just as a marker of pluripotency without functional significance like the activity of alkaline phosphatase.
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Affiliation(s)
- Shinji Masui
- Laboratory for Pluripotent Cell Studies, RIKEN Center for Developmental Biology (CDB), 2-2-3 Minatojima-minamimachi, Kobe, Hyogo 650-0047, Japan.
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34
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Yeo GW, Xu X, Liang TY, Muotri AR, Carson CT, Coufal NG, Gage FH. Alternative splicing events identified in human embryonic stem cells and neural progenitors. PLoS Comput Biol 2007; 3:1951-67. [PMID: 17967047 PMCID: PMC2041973 DOI: 10.1371/journal.pcbi.0030196] [Citation(s) in RCA: 102] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/25/2007] [Accepted: 08/24/2007] [Indexed: 02/06/2023] Open
Abstract
Human embryonic stem cells (hESCs) and neural progenitor (NP) cells are excellent models for recapitulating early neuronal development in vitro, and are key to establishing strategies for the treatment of degenerative disorders. While much effort had been undertaken to analyze transcriptional and epigenetic differences during the transition of hESC to NP, very little work has been performed to understand post-transcriptional changes during neuronal differentiation. Alternative RNA splicing (AS), a major form of post-transcriptional gene regulation, is important in mammalian development and neuronal function. Human ESC, hESC-derived NP, and human central nervous system stem cells were compared using Affymetrix exon arrays. We introduced an outlier detection approach, REAP (Regression-based Exon Array Protocol), to identify 1,737 internal exons that are predicted to undergo AS in NP compared to hESC. Experimental validation of REAP-predicted AS events indicated a threshold-dependent sensitivity ranging from 56% to 69%, at a specificity of 77% to 96%. REAP predictions significantly overlapped sets of alternative events identified using expressed sequence tags and evolutionarily conserved AS events. Our results also reveal that focusing on differentially expressed genes between hESC and NP will overlook 14% of potential AS genes. In addition, we found that REAP predictions are enriched in genes encoding serine/threonine kinase and helicase activities. An example is a REAP-predicted alternative exon in the SLK (serine/threonine kinase 2) gene that is differentially included in hESC, but skipped in NP as well as in other differentiated tissues. Lastly, comparative sequence analysis revealed conserved intronic cis-regulatory elements such as the FOX1/2 binding site GCAUG as being proximal to candidate AS exons, suggesting that FOX1/2 may participate in the regulation of AS in NP and hESC. In summary, a new methodology for exon array analysis was introduced, leading to new insights into the complexity of AS in human embryonic stem cells and their transition to neural stem cells.
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Affiliation(s)
- Gene W Yeo
- Crick-Jacobs Center for Theoretical and Computational Biology, Salk Institute, La Jolla, California, United States of America
- Laboratory of Genetics, Salk Institute, La Jolla, California, United States of America
- * To whom correspondence should be addressed. E-mail: (GWY); (FHG)
| | - Xiangdong Xu
- Laboratory of Genetics, Salk Institute, La Jolla, California, United States of America
| | - Tiffany Y Liang
- Crick-Jacobs Center for Theoretical and Computational Biology, Salk Institute, La Jolla, California, United States of America
| | - Alysson R Muotri
- Laboratory of Genetics, Salk Institute, La Jolla, California, United States of America
| | - Christian T Carson
- Laboratory of Genetics, Salk Institute, La Jolla, California, United States of America
| | - Nicole G Coufal
- Laboratory of Genetics, Salk Institute, La Jolla, California, United States of America
| | - Fred H Gage
- Laboratory of Genetics, Salk Institute, La Jolla, California, United States of America
- * To whom correspondence should be addressed. E-mail: (GWY); (FHG)
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35
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Underhill GH, Bhatia SN. High-throughput analysis of signals regulating stem cell fate and function. Curr Opin Chem Biol 2007; 11:357-66. [PMID: 17656147 PMCID: PMC2824500 DOI: 10.1016/j.cbpa.2007.05.036] [Citation(s) in RCA: 72] [Impact Index Per Article: 4.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/30/2007] [Accepted: 05/29/2007] [Indexed: 11/26/2022]
Abstract
Stem cells exhibit promise in numerous areas of regenerative medicine. Their fate and function are governed by a combination of intrinsic determinants and signals from the local microenvironment, or niche. An understanding of the mechanisms underlying both embryonic and adult stem cell functions has been greatly enhanced by the recent development of several high-throughput technologies: microfabricated platforms, including cellular microarrays, to investigate the combinatorial effects of microenvironmental stimuli and large-scale screens utilizing small molecules and short interfering RNAs to identify crucial genetic and signaling elements. Furthermore, the integration of these systems with other versatile platforms, such as microfluidics and lentiviral microarrays, will continue to enable the detailed elucidation of stem cell processes, and thus, greatly contribute to the development of stem cell based therapies.
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Affiliation(s)
- Gregory H. Underhill
- Harvard–M.I.T. Division of Health Sciences and Technology / Electrical Engineering and Computer Science, Massachusetts Institute of Technology, 77 Massachusetts Ave., E19-502D, Cambridge, MA, USA
| | - Sangeeta N. Bhatia
- Harvard–M.I.T. Division of Health Sciences and Technology / Electrical Engineering and Computer Science, Massachusetts Institute of Technology, 77 Massachusetts Ave., E19-502D, Cambridge, MA, USA
- Division of Medicine, Brigham and Women’s Hospital, Boston, MA, USA
- Corresponding author. Tel.: +1 617 324-0221; Fax: +1 617 324-0740;
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Li ZY, Yang J, Gao X, Lu JY, Zhang Y, Wang K, Cheng MB, Wu NH, Zhang Y, Wu Z, Shen YF. Sequential recruitment of PCAF and BRG1 contributes to myogenin activation in 12-O-tetradecanoylphorbol-13-acetate-induced early differentiation of rhabdomyosarcoma-derived cells. J Biol Chem 2007; 282:18872-8. [PMID: 17468105 DOI: 10.1074/jbc.m609448200] [Citation(s) in RCA: 34] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022] Open
Abstract
Myogenin and its upstream regulator MyoD are known to be required for myogenic cell differentiation. Although both of them can be expressed in rhabdomyosarcoma-derived RD cells, the cells are unable to undergo full-scale terminal myogenic differentiation. 12-O-Tetradecanoylphorbol-13-acetate (TPA) has been found to be functional in the induction of RD cell differentiation, whereas its mechanism is not fully understood. By using quantitative real-time-based chromatin immunoprecipitation and real-time reverse transcription-PCR-based promoter activity assays, we examined the activation mechanism of the myogenin gene during TPA-induced differentiation of the RD cells. We have shown that a histone acetyltransferase PCAF and ATPase subunit BRG1 of the SWI/SNF chromatin remodeling complex are sequentially recruited to the promoter of the myogenin gene. Both PCAF and BRG1 are also involved in the activation of the myogenin gene. In addition, we have found that the p38 mitogen-activated protein kinase is required for BRG1 recruitment in TPA-mediated myogenin induction. We propose that there are two distinct activation steps for the induction of myogenin in TPA-induced early differentiation of RD cells: 1) an early step that requires PCAF activity to acetylate core histones and MyoD to initiate myogenin gene expression, and 2) a later step that requires p38-dependent activity of the SWI/SNF remodeling complex to provide an open conformation for the induction of myogenin. Our studies reveal an essential role for epigenetic regulation in TPA-induced differentiation of RD cells and provide potential drug targets for future treatment of the rhabdomyosarcoma.
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Affiliation(s)
- Zhao-yong Li
- National Laboratory of Medical Molecular Biology, Department of Biochemistry and Molecular Biology, Institute of Basic Medical Sciences, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing 100005, China
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