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Exploratory bioinformatics investigation reveals importance of “junk” DNA in early embryo development
BACKGROUND: Instead of testing predefined hypotheses, the goal of exploratory data analysis (EDA) is to find what data can tell us. Following this strategy, we re-analyzed a large body of genomic data to study the complex gene regulation in mouse pre-implantation development (PD). RESULTS: Starting...
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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BioMed Central
2017
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Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5324221/ https://www.ncbi.nlm.nih.gov/pubmed/28231763 http://dx.doi.org/10.1186/s12864-017-3566-0 |
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author | Ge, Steven Xijin |
author_facet | Ge, Steven Xijin |
author_sort | Ge, Steven Xijin |
collection | PubMed |
description | BACKGROUND: Instead of testing predefined hypotheses, the goal of exploratory data analysis (EDA) is to find what data can tell us. Following this strategy, we re-analyzed a large body of genomic data to study the complex gene regulation in mouse pre-implantation development (PD). RESULTS: Starting with a single-cell RNA-seq dataset consisting of 259 mouse embryonic cells derived from zygote to blastocyst stages, we reconstructed the temporal and spatial gene expression pattern during PD. The dynamics of gene expression can be partially explained by the enrichment of transposable elements in gene promoters and the similarity of expression profiles with those of corresponding transposons. Long Terminal Repeats (LTRs) are associated with transient, strong induction of many nearby genes at the 2-4 cell stages, probably by providing binding sites for Obox and other homeobox factors. B1 and B2 SINEs (Short Interspersed Nuclear Elements) are correlated with the upregulation of thousands of nearby genes during zygotic genome activation. Such enhancer-like effects are also found for human Alu and bovine tRNA SINEs. SINEs also seem to be predictive of gene expression in embryonic stem cells (ESCs), raising the possibility that they may also be involved in regulating pluripotency. We also identified many potential transcription factors underlying PD and discussed the evolutionary necessity of transposons in enhancing genetic diversity, especially for species with longer generation time. CONCLUSIONS: Together with other recent studies, our results provide further evidence that many transposable elements may play a role in establishing the expression landscape in early embryos. It also demonstrates that exploratory bioinformatics investigation can pinpoint developmental pathways for further study, and serve as a strategy to generate novel insights from big genomic data. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (doi:10.1186/s12864-017-3566-0) contains supplementary material, which is available to authorized users. |
format | Online Article Text |
id | pubmed-5324221 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2017 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-53242212017-03-01 Exploratory bioinformatics investigation reveals importance of “junk” DNA in early embryo development Ge, Steven Xijin BMC Genomics Research Article BACKGROUND: Instead of testing predefined hypotheses, the goal of exploratory data analysis (EDA) is to find what data can tell us. Following this strategy, we re-analyzed a large body of genomic data to study the complex gene regulation in mouse pre-implantation development (PD). RESULTS: Starting with a single-cell RNA-seq dataset consisting of 259 mouse embryonic cells derived from zygote to blastocyst stages, we reconstructed the temporal and spatial gene expression pattern during PD. The dynamics of gene expression can be partially explained by the enrichment of transposable elements in gene promoters and the similarity of expression profiles with those of corresponding transposons. Long Terminal Repeats (LTRs) are associated with transient, strong induction of many nearby genes at the 2-4 cell stages, probably by providing binding sites for Obox and other homeobox factors. B1 and B2 SINEs (Short Interspersed Nuclear Elements) are correlated with the upregulation of thousands of nearby genes during zygotic genome activation. Such enhancer-like effects are also found for human Alu and bovine tRNA SINEs. SINEs also seem to be predictive of gene expression in embryonic stem cells (ESCs), raising the possibility that they may also be involved in regulating pluripotency. We also identified many potential transcription factors underlying PD and discussed the evolutionary necessity of transposons in enhancing genetic diversity, especially for species with longer generation time. CONCLUSIONS: Together with other recent studies, our results provide further evidence that many transposable elements may play a role in establishing the expression landscape in early embryos. It also demonstrates that exploratory bioinformatics investigation can pinpoint developmental pathways for further study, and serve as a strategy to generate novel insights from big genomic data. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (doi:10.1186/s12864-017-3566-0) contains supplementary material, which is available to authorized users. BioMed Central 2017-02-23 /pmc/articles/PMC5324221/ /pubmed/28231763 http://dx.doi.org/10.1186/s12864-017-3566-0 Text en © The Author(s). 2017 Open AccessThis article is distributed under the terms of the Creative Commons Attribution 4.0 International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated. |
spellingShingle | Research Article Ge, Steven Xijin Exploratory bioinformatics investigation reveals importance of “junk” DNA in early embryo development |
title | Exploratory bioinformatics investigation reveals importance of “junk” DNA in early embryo development |
title_full | Exploratory bioinformatics investigation reveals importance of “junk” DNA in early embryo development |
title_fullStr | Exploratory bioinformatics investigation reveals importance of “junk” DNA in early embryo development |
title_full_unstemmed | Exploratory bioinformatics investigation reveals importance of “junk” DNA in early embryo development |
title_short | Exploratory bioinformatics investigation reveals importance of “junk” DNA in early embryo development |
title_sort | exploratory bioinformatics investigation reveals importance of “junk” dna in early embryo development |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5324221/ https://www.ncbi.nlm.nih.gov/pubmed/28231763 http://dx.doi.org/10.1186/s12864-017-3566-0 |
work_keys_str_mv | AT gestevenxijin exploratorybioinformaticsinvestigationrevealsimportanceofjunkdnainearlyembryodevelopment |