Whole-organism integrative expressome for C. elegans enables in silico study of developmental regulation

Thesis (Ph. D.)--Massachusetts Institute of Technology, Dept. of Electrical Engineering and Computer Science, 2011. === Cataloged from PDF version of thesis. === Includes bibliographical references (p. 117-119). === The C. elegans nematode has been extensively studied as a model organism since the 1...

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Main Author: Hutchison, Luke A. D. (Luke Alexander Daysh), 1976-
Other Authors: Isaac S. Kohane and Bonnie A. Berger.
Format: Others
Language:English
Published: Massachusetts Institute of Technology 2011
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Online Access:http://hdl.handle.net/1721.1/66005
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spelling ndltd-MIT-oai-dspace.mit.edu-1721.1-660052019-05-02T16:05:14Z Whole-organism integrative expressome for C. elegans enables in silico study of developmental regulation Hutchison, Luke A. D. (Luke Alexander Daysh), 1976- Isaac S. Kohane and Bonnie A. Berger. Massachusetts Institute of Technology. Dept. of Electrical Engineering and Computer Science. Massachusetts Institute of Technology. Dept. of Electrical Engineering and Computer Science. Electrical Engineering and Computer Science. Thesis (Ph. D.)--Massachusetts Institute of Technology, Dept. of Electrical Engineering and Computer Science, 2011. Cataloged from PDF version of thesis. Includes bibliographical references (p. 117-119). The C. elegans nematode has been extensively studied as a model organism since the 1970s, and is the only organism for which the complete cell division tree and the genome are both available. These two datasets were integrated with a number of other datasets available at WormBase.org, such as the anatomy ontology, gene expression profiles extracted from 8ooo peer-reviewed papers, and metadata about each gene, to produce the first ever whole-organism, cell-resolution map of gene expression across the entire developmental timeline of the organism, with the goal to find genomic features that regulate cell division and tissue differentiation. Contingency testing was performed to find correlations between thousands of gene attributes (e.g. the presence or absence of a specific 8-mer in the 3' UTR, the CG-content of the sequence upstream of the transcriptional start site, etc.) and thousands of cell attributes (e.g. whether cells that express specific genes die through apoptosis, whether cells become neurons or not, whether cells move in the anterior or posterior direction after division). The resulting database of contingency test scores allow us to quickly ask a large number of biologically-interesting questions, like, "Does the length of introns of expressed genes increase across the developmental timeline?"; "Across what period of development and in which cell types is this specific gene most active?"; "Do regulatory motifs exist that switch on or off genes in whole subtrees of the cell pedigree?"; "Which genes are most strongly implicated in apoptosis?", etc. This whole-organism expressome enables direct and powerful in silico analysis of development. by Luke A. D. Hutchison. Ph.D. 2011-09-27T18:31:23Z 2011-09-27T18:31:23Z 2011 2011 Thesis http://hdl.handle.net/1721.1/66005 751920849 eng M.I.T. theses are protected by copyright. They may be viewed from this source for any purpose, but reproduction or distribution in any format is prohibited without written permission. See provided URL for inquiries about permission. http://dspace.mit.edu/handle/1721.1/7582 135 p. application/pdf Massachusetts Institute of Technology
collection NDLTD
language English
format Others
sources NDLTD
topic Electrical Engineering and Computer Science.
spellingShingle Electrical Engineering and Computer Science.
Hutchison, Luke A. D. (Luke Alexander Daysh), 1976-
Whole-organism integrative expressome for C. elegans enables in silico study of developmental regulation
description Thesis (Ph. D.)--Massachusetts Institute of Technology, Dept. of Electrical Engineering and Computer Science, 2011. === Cataloged from PDF version of thesis. === Includes bibliographical references (p. 117-119). === The C. elegans nematode has been extensively studied as a model organism since the 1970s, and is the only organism for which the complete cell division tree and the genome are both available. These two datasets were integrated with a number of other datasets available at WormBase.org, such as the anatomy ontology, gene expression profiles extracted from 8ooo peer-reviewed papers, and metadata about each gene, to produce the first ever whole-organism, cell-resolution map of gene expression across the entire developmental timeline of the organism, with the goal to find genomic features that regulate cell division and tissue differentiation. Contingency testing was performed to find correlations between thousands of gene attributes (e.g. the presence or absence of a specific 8-mer in the 3' UTR, the CG-content of the sequence upstream of the transcriptional start site, etc.) and thousands of cell attributes (e.g. whether cells that express specific genes die through apoptosis, whether cells become neurons or not, whether cells move in the anterior or posterior direction after division). The resulting database of contingency test scores allow us to quickly ask a large number of biologically-interesting questions, like, "Does the length of introns of expressed genes increase across the developmental timeline?"; "Across what period of development and in which cell types is this specific gene most active?"; "Do regulatory motifs exist that switch on or off genes in whole subtrees of the cell pedigree?"; "Which genes are most strongly implicated in apoptosis?", etc. This whole-organism expressome enables direct and powerful in silico analysis of development. === by Luke A. D. Hutchison. === Ph.D.
author2 Isaac S. Kohane and Bonnie A. Berger.
author_facet Isaac S. Kohane and Bonnie A. Berger.
Hutchison, Luke A. D. (Luke Alexander Daysh), 1976-
author Hutchison, Luke A. D. (Luke Alexander Daysh), 1976-
author_sort Hutchison, Luke A. D. (Luke Alexander Daysh), 1976-
title Whole-organism integrative expressome for C. elegans enables in silico study of developmental regulation
title_short Whole-organism integrative expressome for C. elegans enables in silico study of developmental regulation
title_full Whole-organism integrative expressome for C. elegans enables in silico study of developmental regulation
title_fullStr Whole-organism integrative expressome for C. elegans enables in silico study of developmental regulation
title_full_unstemmed Whole-organism integrative expressome for C. elegans enables in silico study of developmental regulation
title_sort whole-organism integrative expressome for c. elegans enables in silico study of developmental regulation
publisher Massachusetts Institute of Technology
publishDate 2011
url http://hdl.handle.net/1721.1/66005
work_keys_str_mv AT hutchisonlukeadlukealexanderdaysh1976 wholeorganismintegrativeexpressomeforcelegansenablesinsilicostudyofdevelopmentalregulation
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