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Towards a toxico-chemogenomic future: The transformation of public gene expression data and consideration for its use.

机译:迈向毒理学基因组学的未来:公共基因表达数据的转化及其使用的考虑。

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摘要

The term "toxico-chemogenomics" is used to convey extension of toxicogenomics to more broadly survey gene expression changes across chemical space. Moving towards an improved, publicly available toxico-chemogenomics capability requires not only common data standards and protocols across public resources, but also broad data coverage within the chemical, genomics and toxicological information domains. The first goal of this project was to assess the current extent of standardization, interoperability, and chemical indexing of public genomics resources with respect to toxico-chemogenomics utility. The second goal was to chemically index the full experimental content of these repositories to assess the current coverage of chemical exposure-related microarray experiments in relation to chemical space and toxicology, and to make these data accessible in relation to other publicly available, chemically-indexed toxicological information. Current standards for chemical annotation within ArrayExpress and GEO are presently inadequate to this task, such that development of new methodologies to mine the author-submitted content was required. With chemical exposure experiments suitably indexed by chemical structure, it is possible for the first time to assess the breadth of chemical study space represented in these databases, as well as the overlapping chemical content, and to begin to assess the sufficiency of data for making chemical similarity inferences. The main products of this effort include the following: (1) published, downloadable and structure-searchable DSSTox Structure-Index (Locator) files for both the GEO Series (GEOGDS) and ArrayExpress Repository (ARYEXP); (2) published, downloadable DSSTox Aux data files for GEOGDS and ARYEXP providing a chemical-experiment pair index to all chemical-associated content in each resource and containing 14 standard genomics and source-specific fields extracted from each resource; and (3) incorporation of the "Treatment" chemical-experiment pair index with URLs linked directly to AccessionID pages for GEO and ArrayExpress into the NCBI PubChem resource. The secondary product of this effort is a methodology discussion about the proper use of public microarray data with a demonstrative analysis of how one might use the newly identified public microarray data.
机译:术语“毒理基因组学”用于传达毒理基因组学的扩展,以更广泛地调查整个化学空间中的基因表达变化。朝着改进的,公开可用的毒理化学组学能力迈进,不仅需要跨公共资源的通用数据标准和协议,还需要化学,基因组学和毒理学信息领域内的广泛数据覆盖。该项目的首要目标是评估与毒理化学组学实用性相关的公共基因组学资源的标准化,互操作性和化学索引的当前程度。第二个目标是对这些存储库的全部实验内容进行化学索引,以评估与化学空间和毒理学有关的与化学暴露相关的微阵列实验的当前覆盖范围,并使这些数据与其他可公开获得的经化学索引的数据有关毒理学资料。当前ArrayExpress和GEO中用于化学注释的当前标准不足以完成此任务,因此需要开发新方法来挖掘作者提交的内容。通过按化学结构适当索引的化学暴露实验,可以首次评估这些数据库中代表的化学研究空间的广度以及重叠的化学成分,并开始评估制造化学数据的充分性相似性推论。这项工作的主要产品包括:(1)针对GEO系列(GEOGDS)和ArrayExpress信息库(ARYEXP)的已发布,可下载且结构可搜索的DSSTox结构索引(定位器)文件; (2)针对GEOGDS和ARYEXP的已发布的,可下载的DSSTox Aux数据文件,提供了每种资源中所有与化学相关的内容的化学实验对索引,并包含从每种资源中提取的14种标准基因组学和特定于源的字段; (3)将“处理”化学实验对索引与直接链接到GEO和ArrayExpress的AccessionID页面的URL合并到NCBI PubChem资源中。这项工作的次要产品是有关正确使用公共微阵列数据的方法论讨论,并对如何使用新识别的公共微阵列数据进行了示范性分析。

著录项

  • 作者单位

    North Carolina State University.;

  • 授予单位 North Carolina State University.;
  • 学科 Biology Bioinformatics.
  • 学位 Ph.D.
  • 年度 2009
  • 页码 204 p.
  • 总页数 204
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

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