학술논문

Understanding the Systems Biology of Pathogen Virulence Using Semantic Methodologies
Document Type
Conference
Source
2016 IEEE Tenth International Conference on Semantic Computing (ICSC) Semantic Computing (ICSC), 2016 IEEE Tenth International Conference on. :314-320 Feb, 2016
Subject
Computing and Processing
Bioinformatics
Genomics
Data models
Systems biology
Ontologies
Databases
Semantics
data warehouse
genomics
proteomics
epigenomics
metabolomics
sequence ontology
integrative analysis
systems biology
InterMine
pathogen
toxoplasma gondii
Language
Abstract
Systems biology approaches to the integrative study of cells, organs and organisms offer the best means of understanding in a holistic manner the diversity of molecular assays that can be now be implemented in a high throughput manner. Such assays can sample the genome, epigenome, proteome, metabolome and microbiome contemporaneously, allowing us for the first time to perform a complete analysis of physiological activity. The central problem remains empowering the scientific community to actually implement such an integration, across seemingly diverse data types and measurements. One promising solution is to apply semantic techniques on a self-consistent and implicitly correct ontological representation of these data types. In this paper we describe how we have applied one such solution, based around the InterMine data warehouse platform which uses as its basis the Sequence Ontology, to facilitate a systems biology analysis of virulence in the apicomplexan pathogen Toxoplasma gondii, a common parasite that infects up to half the worlds population, with acute pathogenic risks for immuno-compromised individuals or pregnant mothers. Our solution, which we named 'toxoMine', has provided both a platform for our collaborators to perform such integrative analyses and also opportunities for such cyberinfrastructure to be further developed, particularly to take advantage of possible semantic similarities of value to knowledge discovery in the Omics enterprise. We discuss these opportunities in the context of further enhancing the capabilities of this powerful integrative platform.