Differences in the Early Development of Human and Mouse Embryonic Stem Cells

We performed a systematic analysis of gene expression features in early (10–21 days) development of human vs mouse embryonic cells (hESCs vs mESCs). Many development features were found to be conserved, and a majority of differentially regulated genes have similar expression change in both organisms. The similarity is especially evident, when gene expression profiles are clustered together and properties of clustered groups of genes are compared. First 10 days of mESC development match the features of hESC development within 21 days, in accordance with the differences in population doubling time in human and mouse ESCs. At the same time, several important differences are seen. There is a clear difference in initial expression change of transcription factors and stimulus responsive genes, which may be caused by the difference in experimental procedures. However, we also found that some biological processes develop differently; this can clearly be shown, for example, for neuron and sensory organ development. Some groups of genes show peaks of the expression levels during the development and these peaks cannot be claimed to happen at the same time points in the two organisms, as well as for the same groups of (orthologous) genes. We also detected a larger number of upregulated genes during development of mESCs as compared to hESCs. The differences were quantified by comparing promoters of related genes. Most of gene groups behave similarly and have similar transcription factor (TF) binding sites on their promoters. A few groups of genes have similar promoters, but are expressed differently in two species. Interestingly, there are groups of genes expressed similarly, although they have different promoters, which can be shown by comparing their TF binding sites. Namely, a large group of similarly expressed cell cycle-related genes is found to have discrepant TF binding properties in mouse vs human.

[1]  H. Schlüter,et al.  Identification of Thalidomide-Specific Transcriptomics and Proteomics Signatures during Differentiation of Human Embryonic Stem Cells , 2012, PloS one.

[2]  Charles Elkan,et al.  Fitting a Mixture Model By Expectation Maximization To Discover Motifs In Biopolymer , 1994, ISMB.

[3]  Y. Xing,et al.  Assessing the conservation of mammalian gene expression using high-density exon arrays. , 2007, Molecular biology and evolution.

[4]  Brad T. Sherman,et al.  Systematic and integrative analysis of large gene lists using DAVID bioinformatics resources , 2008, Nature Protocols.

[5]  Jun Cai,et al.  Modeling Co-Expression across Species for Complex Traits: Insights to the Difference of Human and Mouse Embryonic Stem Cells , 2010, PLoS Comput. Biol..

[6]  Christina Chaivorapol,et al.  Systematic Identification of cis-Regulatory Sequences Active in Mouse and Human Embryonic Stem Cells , 2007, PLoS genetics.

[7]  Martha L. Bulyk,et al.  UniPROBE, update 2011: expanded content and search tools in the online database of protein-binding microarray data on protein–DNA interactions , 2010, Nucleic Acids Res..

[8]  David J. Arenillas,et al.  JASPAR 2014: an extensively expanded and updated open-access database of transcription factor binding profiles , 2013, Nucleic Acids Res..

[9]  R. Fisher FREQUENCY DISTRIBUTION OF THE VALUES OF THE CORRELATION COEFFIENTS IN SAMPLES FROM AN INDEFINITELY LARGE POPU;ATION , 1915 .

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

[11]  Ying Liu,et al.  Cross-species transcriptional profiles establish a functional portrait of embryonic stem cells. , 2007, Genomics.

[12]  K. Boheler,et al.  Embryonic stem cells: prospects for developmental biology and cell therapy. , 2005, Physiological reviews.

[13]  E. Wingender,et al.  ExPlain™: finding upstream drug targets in disease gene regulatory networks , 2008, SAR and QSAR in environmental research.

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

[15]  J. Borlak,et al.  Advanced Computational Biology Methods Identify Molecular Switches for Malignancy in an EGF Mouse Model of Liver Cancer , 2011, PloS one.

[16]  A. Schnerch,et al.  Distinguishing Between Mouse and Human Pluripotent Stem Cell Regulation: The Best Laid Plans of Mice and Men , 2010, Stem cells.

[17]  K. Lee,et al.  Decoding the Pluripotency Network: The Emergence of New Transcription Factors , 2013, Biomedicines.

[18]  Edgar Wingender,et al.  TFClass: an expandable hierarchical classification of human transcription factors , 2012, Nucleic Acids Res..

[19]  Raivo Kolde,et al.  Gene expression signatures defining fundamental biological processes in pluripotent, early, and late differentiated embryonic stem cells. , 2012, Stem cells and development.

[20]  Rafael A Irizarry,et al.  Exploration, normalization, and summaries of high density oligonucleotide array probe level data. , 2003, Biostatistics.

[21]  Chad A. Cowan,et al.  Rewirable gene regulatory networks in the preimplantation embryonic development of three mammalian species. , 2010, Genome research.

[22]  Gene Ontology Consortium The Gene Ontology (GO) database and informatics resource , 2003 .

[23]  Webb Miller,et al.  Parallelization of a local similarity algorithm , 1992, Comput. Appl. Biosci..

[24]  Xin Chen,et al.  TRANSFAC: an integrated system for gene expression regulation , 2000, Nucleic Acids Res..

[25]  Zhaohui S. Qin,et al.  Clustering microarray gene expression data using weighted Chinese restaurant process , 2006, Bioinform..

[26]  W. Wasserman,et al.  Improving analysis of transcription factor binding sites within ChIP-Seq data based on topological motif enrichment , 2014, BMC Genomics.

[27]  Martin Vingron,et al.  CpG-depleted promoters harbor tissue-specific transcription factor binding signals—implications for motif overrepresentation analyses , 2009, Nucleic acids research.

[28]  Ying Liu,et al.  Evolutionarily Conserved Transcriptional Co-Expression Guiding Embryonic Stem Cell Differentiation , 2008, PloS one.

[29]  R. Passier,et al.  A Quest for Human and Mouse Embryonic Stem Cell-specific Proteins *S , 2006, Molecular & Cellular Proteomics.