Cell, Chemical and Anatomical Views of the Gene Ontology: Mapping to a Roche Controlled Vocabulary
نویسندگان
چکیده
The Gene Ontology (GO) consists of around 40,000 terms refering to classes of biological process, cell component and gene product activity. It has been used to annotate the functions and locations of several million gene products. Much pharmacological research focuses on understanding how disease conditions differ from physiological conditions in molecular terms with the aim of finding new drug targets for therapy. Gene set enrichment analysis using the GO and its annotations provides a powerful way to assess those differences. Roche has developed a bespoke controlled vocabulary (RCV) to support enrichment analysis. Each term is manually mapped to a list of Gene Ontology (GO) terms. The groupings are tailored to the research aims of Roche and as a result, many groupings are out-of-scope for GO classes. For example, many RCV terms group process and cell parts according to the cell type they occur in. The manual mapping strategy is labour intensive and hard to sustain as the GO evolves. We have automated mappings between RCV and the GO via OWL-EL queries. This is made possible by extensive axiomatisation linking the GO to ontologies of cells, anatomical entites and chemicals. We can fully automate mapping for approximately one third of the terms in the RCV, with another 40% having 10 or fewer GO terms requiring manual mapping. Automated mapping uncovers many missing mappings. GSEA using the resulting, semi-automated mapping of RCV to GO detects enrichment to gene sets missed with the manual-only mapping. The OWL query approach we describe can be used as the basis of new ways to query the GO, group annotations and carry out GSEA. Importantly, it allows the classifications used in enrichment analysis to be much more closely tailored to the needs of researchers and industry than was previously possible.
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تاریخ انتشار 2015