Cross-species transcriptional profiles establish a functional portrait of embryonic stem cells.

An understanding of the regulatory mechanisms responsible for pluripotency in embryonic stem cells (ESCs) is critical for realizing their potential in medicine and science. Significant similarities exist among ESCs harvested from different species, yet major differences have also been observed. Here, by cross-species analysis of a large set of functional categories and all transcription factors and growth factors, we reveal conserved and divergent functional landscapes underlining fundamental and species-specific mechanisms that regulate ESC development. Global transcriptional trends derived from all expressed genes, instead of differentially expressed genes alone, were examined, allowing for a higher discriminating power in the functional portrait. We demonstrate that cross-species correlation of transcriptional changes that occur upon ESC differentiation is a powerful predictor of ESC-important biological pathways and functional cores within a pathway. Hundreds of functional modules, as defined by Gene Ontology, were associated with conserved expression patterns but bear no overt relationship to ESC development, suggestive of new mechanisms critical to ESC pluripotency. Yet other functional modules were not conserved; instead, they were significantly up-regulated in ESCs of either species, suggestive of species-specific regulation. The comparisons of ESCs across species and between human ESCs and embryonal carcinoma stem cells suggest that while pluripotency as an essential function in multicellular organisms is conserved throughout evolution, mechanisms primed for differentiation are less conserved and contribute substantially to the differences among stem cells derived from different tissues or species. Our findings establish a basis for defining the "stemness" properties of ESCs from the perspective of functional conservation and variation. The data and analyses resulting from this study provide a framework for new hypotheses and research directions and a public resource for functional genomics of ESCs.

[1]  S. Baker,et al.  NTera2: a model system to study dopaminergic differentiation of human embryonic stem cells. , 2005, Stem cells and development.

[2]  Peter G. Schultz,et al.  Synthetic small molecules that control stem cell fate , 2003, Proceedings of the National Academy of Sciences of the United States of America.

[3]  V. Papaioannou,et al.  Paracrine action of FGF4 during periimplantation development maintains trophectoderm and primitive endoderm , 2003, Genesis.

[4]  A. Schier,et al.  Nodal signalling in vertebrate development , 2000, Nature.

[5]  M. Richards,et al.  The Transcriptome Profile of Human Embryonic Stem Cells as Defined by SAGE , 2004, Stem cells.

[6]  R. Assoian,et al.  Integrin-dependent signal transduction regulating cyclin D1 expression and G1 phase cell cycle progression , 2005, Cancer and Metastasis Reviews.

[7]  J. Massagué,et al.  TGFβ Signaling in Growth Control, Cancer, and Heritable Disorders , 2000, Cell.

[8]  Takumi Miura,et al.  Monitoring early differentiation events in human embryonic stem cells by massively parallel signature sequencing and expressed sequence tag scan. , 2004, Stem cells and development.

[9]  H. Yoon,et al.  Transcriptional profiling of the developmentally important signalling pathways in human embryonic stem cells. , 2006, Human reproduction.

[10]  M. Mattson,et al.  Transcriptome coexpression map of human embryonic stem cells , 2006, BMC Genomics.

[11]  Smads and early developmental signaling by the TGFbeta superfamily. , 1998, Genes & development.

[12]  W. Freed,et al.  Karyotypic stability, genotyping, differentiation, feeder-free maintenance, and gene expression sampling in three human embryonic stem cell lines derived prior to August 9, 2001. , 2004, Stem cells and development.

[13]  J. Czyż,et al.  Embryonic stem cell differentiation: the role of extracellular factors. , 2001, Differentiation; research in biological diversity.

[14]  A. Maitra,et al.  Characterization of a New NIH‐Registered Variant Human Embryonic Stem Cell Line, BG01V: A Tool for Human Embryonic Stem Cell Research , 2006, Stem cells.

[15]  C. Dehay,et al.  Cell Cycle Features of Primate Embryonic Stem Cells , 2006, Stem cells.

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

[17]  B. Hogan,et al.  Bone morphogenetic protein-4 is required for mesoderm formation and patterning in the mouse. , 1995, Genes & development.

[18]  J. Miyazaki,et al.  Quantitative expression of Oct-3/4 defines differentiation, dedifferentiation or self-renewal of ES cells , 2000, Nature Genetics.

[19]  S. Stice,et al.  Comparative transcriptional profiling of two human embryonic stem cell lines , 2004, Biotechnology and bioengineering.

[20]  J. Nichols,et al.  BMP Induction of Id Proteins Suppresses Differentiation and Sustains Embryonic Stem Cell Self-Renewal in Collaboration with STAT3 , 2003, Cell.

[21]  S. Heath,et al.  Expression profiling of lineage differentiation in pluripotential human embryonal carcinoma cells. , 2002, Cell growth & differentiation : the molecular biology journal of the American Association for Cancer Research.

[22]  D. Besser Expression of Nodal, Lefty-A, and Lefty-B in Undifferentiated Human Embryonic Stem Cells Requires Activation of Smad2/3* , 2004, Journal of Biological Chemistry.

[23]  M. Rao Conserved and divergent paths that regulate self-renewal in mouse and human embryonic stem cells. , 2004, Developmental biology.

[24]  R. Pedersen,et al.  Nodal inhibits differentiation of human embryonic stem cells along the neuroectodermal default pathway. , 2004, Developmental biology.

[25]  M. Wiles,et al.  Evidence for involvement of activin A and bone morphogenetic protein 4 in mammalian mesoderm and hematopoietic development , 1995, Molecular and cellular biology.

[26]  Austin G Smith,et al.  Signalling, cell cycle and pluripotency in embryonic stem cells. , 2002, Trends in cell biology.

[27]  J. Itskovitz‐Eldor,et al.  Differentiation of Human Embryonic Stem Cells into Insulin‐Producing Clusters , 2004, Stem cells.

[28]  Benjamin E. Reubinoff,et al.  Neural progenitors from human embryonic stem cells , 2001, Nature Biotechnology.

[29]  S. Artavanis-Tsakonas,et al.  Notch Signaling : Cell Fate Control and Signal Integration in Development , 1999 .

[30]  Stanley C. Smith,et al.  Transcriptional Profiling of Neuronal Differentiation by Human Embryonal Carcinoma Stem Cells In Vitro , 2003, Stem cells.

[31]  A. Trounson,et al.  Embryonic stem cell lines from human blastocysts: somatic differentiation in vitro , 2000, Nature Biotechnology.

[32]  A. Rizzino,et al.  Effects of differentiation on the transcriptional regulation of the FGF‐4 gene: Critical roles played by a distal enhancer , 1998, Molecular reproduction and development.

[33]  R. Pedersen,et al.  Overexpression of Nodal promotes differentiation of mouse embryonic stem cells into mesoderm and endoderm at the expense of neuroectoderm formation. , 2005, Stem cells and development.

[34]  Cornelia I Bargmann,et al.  Comparing genomic expression patterns across species identifies shared transcriptional profile in aging , 2004, Nature Genetics.

[35]  A. Brivanlou,et al.  Molecular signature of human embryonic stem cells and its comparison with the mouse. , 2003, Developmental biology.

[36]  A. Pyle,et al.  Defining the Role of Wnt/β‐Catenin Signaling in the Survival, Proliferation, and Self‐Renewal of Human Embryonic Stem Cells , 2005, Stem cells.

[37]  D. Melton,et al.  "Stemness": Transcriptional Profiling of Embryonic and Adult Stem Cells , 2002, Science.

[38]  James A. Thomson,et al.  Hematopoietic colony-forming cells derived from human embryonic stem cells , 2001, Proceedings of the National Academy of Sciences of the United States of America.

[39]  Austin G Smith,et al.  Functional gene screening in embryonic stem cells implicates Wnt antagonism in neural differentiation , 2002, Nature Biotechnology.

[40]  R. Puri,et al.  Gene expression in human embryonic stem cell lines: unique molecular signature. , 2004, Blood.

[41]  S. Bergmann,et al.  Similarities and Differences in Genome-Wide Expression Data of Six Organisms , 2003, PLoS biology.

[42]  Pratima Kundu,et al.  Generation of Hepatocyte-Like Cells from Human Embryonic Stem Cells , 2003, Cell transplantation.

[43]  M. Kaufman,et al.  Establishment in culture of pluripotential cells from mouse embryos , 1981, Nature.

[44]  Chunhui Xu,et al.  Feeder-free growth of undifferentiated human embryonic stem cells , 2001, Nature Biotechnology.

[45]  Holm Zaehres,et al.  LIF/STAT3 Signaling Fails to Maintain Self‐Renewal of Human Embryonic Stem Cells , 2004, Stem cells.

[46]  K. Tang,et al.  Wnt-1 promotes neuronal differentiation and inhibits gliogenesis in P19 cells. , 2002, Biochemical and biophysical research communications.

[47]  M. Daly,et al.  PGC-1α-responsive genes involved in oxidative phosphorylation are coordinately downregulated in human diabetes , 2003, Nature Genetics.

[48]  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.

[49]  Jae K. Lee,et al.  Local-pooled-error test for identifying differentially expressed genes with a small number of replicated microarrays , 2003, Bioinform..

[50]  Austin G Smith,et al.  Self-renewal of teratocarcinoma and embryonic stem cells , 2004, Oncogene.

[51]  J. Itskovitz‐Eldor,et al.  Differences between human and mouse embryonic stem cells. , 2004, Developmental biology.

[52]  Yudong D. He,et al.  Functional Discovery via a Compendium of Expression Profiles , 2000, Cell.

[53]  Ming Zhan,et al.  Conservation and variation of gene regulation in embryonic stem cells assessed by comparative genomics , 2005, Cell Biochemistry and Biophysics.

[54]  Terence P. Speed,et al.  A comparison of normalization methods for high density oligonucleotide array data based on variance and bias , 2003, Bioinform..

[55]  P. Brown,et al.  Gene expression patterns in human embryonic stem cells and human pluripotent germ cell tumors , 2003, Proceedings of the National Academy of Sciences of the United States of America.

[56]  K. Guegler,et al.  Transcriptome characterization elucidates signaling networks that control human ES cell growth and differentiation , 2004, Nature Biotechnology.

[57]  I. Weissman,et al.  A role for Wnt signalling in self-renewal of haematopoietic stem cells , 2003, Nature.

[58]  J. Thomson,et al.  BMP4 initiates human embryonic stem cell differentiation to trophoblast , 2002, Nature Biotechnology.

[59]  Mahendra S Rao,et al.  In search of "stemness". , 2004, Experimental hematology.

[60]  Ryan T Rodriguez,et al.  Unique gene expression signatures of independently-derived human embryonic stem cell lines. , 2004, Human molecular genetics.

[61]  L Gepstein,et al.  Human embryonic stem cells can differentiate into myocytes with structural and functional properties of cardiomyocytes. , 2001, The Journal of clinical investigation.

[62]  John T. Dimos,et al.  A Stem Cell Molecular Signature , 2002, Science.

[63]  P. Andrews,et al.  Expression of Wnt and Notch pathway genes in a pluripotent human embryonal carcinoma cell line and embryonic stem cells , 2003, APMIS : acta pathologica, microbiologica, et immunologica Scandinavica.

[64]  M. Pera,et al.  Isolation and characterization of a multipotent clone of human embryonal carcinoma cells. , 1989, Differentiation; research in biological diversity.

[65]  M. Rao,et al.  Characterization and differentiation of human embryonic stem cells. , 2003, Cloning and stem cells.

[66]  R. Lahesmaa,et al.  Gene Expression Signatures of Seven Individual Human Embryonic Stem Cell Lines , 2005, Stem cells.

[67]  S. Bergmann,et al.  Comparative Gene Expression Analysis by a Differential Clustering Approach: Application to the Candida albicans Transcription Program , 2005, PLoS genetics.

[68]  Ying Liu,et al.  Genome wide profiling of human embryonic stem cells (hESCs), their derivatives and embryonal carcinoma cells to develop base profiles of U.S. Federal government approved hESC lines , 2006, BMC Developmental Biology.

[69]  Joshua M. Stuart,et al.  A Gene-Coexpression Network for Global Discovery of Conserved Genetic Modules , 2003, Science.

[70]  Ana D. Lopez,et al.  Maintenance of Pluripotency in Human Embryonic Stem Cells Is STAT3 Independent , 2004, Stem cells.

[71]  M. Goumans,et al.  Functional analysis of the TGFbeta receptor/Smad pathway through gene ablation in mice. , 2000, The International journal of developmental biology.