Synergistic Transcriptional and Post-Transcriptional Regulation of ESC Characteristics by Core Pluripotency Transcription Factors in Protein-Protein Interaction Networks

The molecular mechanism that maintains the pluripotency of embryonic stem cells (ESCs) is not well understood but may be reflected in complex biological networks. However, there have been few studies on the effects of transcriptional and post-transcriptional regulation during the development of ESCs from the perspective of computational systems biology. In this study, we analyzed the topological properties of the “core” pluripotency transcription factors (TFs) OCT4, SOX2 and NANOG in protein-protein interaction networks (PPINs). Further, we identified synergistic interactions between these TFs and microRNAs (miRNAs) in PPINs during ESC development. Results show that there were significant differences in centrality characters between TF-targets and non-TF-targets in PPINs. We also found that there was consistent regulation of multiple “core” pluripotency TFs. Based on the analysis of shortest path length, we found that the module properties were not only within the targets regulated by common or multiple “core” pluripotency TFs but also between the groups of targets regulated by different TFs. Finally, we identified synergistic regulation of these TFs and miRNAs. In summary, the synergistic effects of “core” pluripotency TFs and miRNAs were analyzed using computational methods in both human and mouse PPINs.

[1]  David A. Orlando,et al.  Master Transcription Factors and Mediator Establish Super-Enhancers at Key Cell Identity Genes , 2013, Cell.

[2]  H. Ng,et al.  The transcriptional and signalling networks of pluripotency , 2011, Nature Cell Biology.

[3]  H. Deng,et al.  Pluripotent Stem Cells Induced from Mouse Somatic Cells by Small-Molecule Compounds , 2013, Science.

[4]  Nectarios Koziris,et al.  TarBase 6.0: capturing the exponential growth of miRNA targets with experimental support , 2011, Nucleic Acids Res..

[5]  Richard A Young,et al.  Tcf3 is an integral component of the core regulatory circuitry of embryonic stem cells. , 2008, Genes & development.

[6]  Judith Reichmann,et al.  Microarray Analysis of LTR Retrotransposon Silencing Identifies Hdac1 as a Regulator of Retrotransposon Expression in Mouse Embryonic Stem Cells , 2012, PLoS Comput. Biol..

[7]  A. Krešo,et al.  Evolution of the cancer stem cell model. , 2014, Cell stem cell.

[8]  D. Bartel MicroRNAs Genomics, Biogenesis, Mechanism, and Function , 2004, Cell.

[9]  Mudit Gupta,et al.  Highly efficient miRNA-mediated reprogramming of mouse and human somatic cells to pluripotency. , 2011, Cell stem cell.

[10]  A. Barabasi,et al.  Network biology: understanding the cell's functional organization , 2004, Nature Reviews Genetics.

[11]  S. Orkin,et al.  Chipping away at the Embryonic Stem Cell Network , 2005, Cell.

[12]  Austin G Smith,et al.  Nanog promotes transfer of pluripotency after cell fusion , 2006, Nature.

[13]  Fidel Ramírez,et al.  Computing topological parameters of biological networks , 2008, Bioinform..

[14]  Jun Lu,et al.  HDAC inhibitors: a potential new category of anti-tumor agents. , 2007, Cellular & molecular immunology.

[15]  M. Babu,et al.  An Expanded Oct4 Interaction Network: Implications for Stem Cell Biology, Development, and Disease , 2010, Cell stem cell.

[16]  B. Bao,et al.  Epigenetic regulation of miRNA-cancer stem cells nexus by nutraceuticals. , 2014, Molecular nutrition & food research.

[17]  Christie S. Chang,et al.  The BioGRID interaction database: 2013 update , 2012, Nucleic Acids Res..

[18]  W. Stanford,et al.  Integrating post‐transcriptional regulation into the embryonic stem cell gene regulatory network , 2012, Journal of cellular physiology.

[19]  A. Chang,et al.  Regulatory Roles of miRNA in the Human Neural Stem Cell Transformation to Glioma Stem Cells , 2014, Journal of cellular biochemistry.

[20]  Nadezhda T. Doncheva,et al.  Topological analysis and interactive visualization of biological networks and protein structures , 2012, Nature Protocols.

[21]  Hitoshi Niwa,et al.  How is pluripotency determined and maintained? , 2007, Development.

[22]  T. Ichisaka,et al.  Induction of Pluripotent Stem Cells from Adult Human Fibroblasts by Defined Factors , 2007, Cell.

[23]  Kevin Eggan,et al.  Nuclear Reprogramming of Somatic Cells After Fusion with Human Embryonic Stem Cells , 2005, Science.

[24]  S. Yamanaka,et al.  Induction of Pluripotent Stem Cells from Mouse Embryonic and Adult Fibroblast Cultures by Defined Factors , 2006, Cell.

[25]  G. Martin,et al.  Isolation of a pluripotent cell line from early mouse embryos cultured in medium conditioned by teratocarcinoma stem cells. , 1981, Proceedings of the National Academy of Sciences of the United States of America.

[26]  N. D. Clarke,et al.  Integration of External Signaling Pathways with the Core Transcriptional Network in Embryonic Stem Cells , 2008, Cell.

[27]  H. Schöler,et al.  Formation of Pluripotent Stem Cells in the Mammalian Embryo Depends on the POU Transcription Factor Oct4 , 1998, Cell.

[28]  Jonathan M. Monk,et al.  Wdr5 Mediates Self-Renewal and Reprogramming via the Embryonic Stem Cell Core Transcriptional Network , 2011, Cell.

[29]  S. Orkin,et al.  An Extended Transcriptional Network for Pluripotency of Embryonic Stem Cells , 2008, Cell.

[30]  R. Yeh,et al.  MicroRNA regulation of cell lineages in mouse and human embryonic stem cells. , 2008, Cell stem cell.

[31]  Ronald A. Li,et al.  Dynamic MicroRNA Expression Programs During Cardiac Differentiation of Human Embryonic Stem Cells: Role for miR-499 , 2010, Circulation. Cardiovascular genetics.

[32]  Trey Ideker,et al.  Cytoscape 2.8: new features for data integration and network visualization , 2010, Bioinform..

[33]  J. Utikal,et al.  Directly reprogrammed fibroblasts show global epigenetic remodeling and widespread tissue contribution. , 2007, Cell stem cell.

[34]  Megan F. Cole,et al.  Core Transcriptional Regulatory Circuitry in Human Embryonic Stem Cells , 2005, Cell.

[35]  R. Lovell-Badge,et al.  Multipotent cell lineages in early mouse development depend on SOX2 function. , 2003, Genes & development.

[36]  Z. Di,et al.  Clustering coefficient and community structure of bipartite networks , 2007, 0710.0117.

[37]  T. Ichisaka,et al.  Generation of germline-competent induced pluripotent stem cells , 2007, Nature.

[38]  A. Regev,et al.  An embryonic stem cell–like gene expression signature in poorly differentiated aggressive human tumors , 2008, Nature Genetics.

[39]  Sandhya Rani,et al.  Human Protein Reference Database—2009 update , 2008, Nucleic Acids Res..

[40]  Jun Qin,et al.  Nanog and Oct4 associate with unique transcriptional repression complexes in embryonic stem cells , 2008, Nature Cell Biology.

[41]  J. Nichols,et al.  Functional Expression Cloning of Nanog, a Pluripotency Sustaining Factor in Embryonic Stem Cells , 2003, Cell.

[42]  Clara Nervi,et al.  MicroRNA: basic mechanisms and transcriptional regulatory networks for cell fate determination. , 2008, Cardiovascular research.

[43]  T. Archer,et al.  Interaction of Sox1, Sox2, Sox3 and Oct4 during primary neurogenesis. , 2011, Developmental biology.

[44]  Jonghwan Kim,et al.  Embryonic stem cell-specific signatures in cancer: insights into genomic regulatory networks and implications for medicine , 2011, Genome Medicine.

[45]  R. Stewart,et al.  Induced Pluripotent Stem Cell Lines Derived from Human Somatic Cells , 2007, Science.

[46]  Eran Segal,et al.  Module map of stem cell genes guides creation of epithelial cancer stem cells. , 2008, Cell stem cell.

[47]  Tongbin Li,et al.  miRecords: an integrated resource for microRNA–target interactions , 2008, Nucleic Acids Res..

[48]  X. Chen,et al.  The Oct4 and Nanog transcription network regulates pluripotency in mouse embryonic stem cells , 2006, Nature Genetics.

[49]  J. Thomson,et al.  Embryonic stem cell lines derived from human blastocysts. , 1998, Science.

[50]  M. Murakami,et al.  The Homeoprotein Nanog Is Required for Maintenance of Pluripotency in Mouse Epiblast and ES Cells , 2003, Cell.