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A Data Fusion Pipeline for Generating and Enriching Adverse Outcome Pathway Descriptions.
- Source :
-
Toxicological sciences : an official journal of the Society of Toxicology [Toxicol Sci] 2018 Mar 01; Vol. 162 (1), pp. 264-275. - Publication Year :
- 2018
-
Abstract
- Increasing amounts of systems toxicology data, including omics results, are becoming publically available and accessible in databases. Data-driven and informatics-tool supported pipeline schemas for fitting such data into Adverse Outcome Pathway (AOP) descriptions could potentially aid the development of nonanimal-based hazard and risk assessment methods. We devised a 6-step workflow that integrated diverse types of toxicology data into a novel AOP scheme for pulmonary fibrosis. Mining of literature references and diverse data sources covering previous pathway descriptions and molecular results were coupled in a stepwise manner with informatics tools applications that enabled gene linkage and pathway identification in molecular interaction maps. Ultimately, a network of functional elements coupled 64 pulmonary fibrosis-associated genes into a novel, open-source AOP-linked molecular pathway, now available for commenting and improvements in WikiPathways (WP3624). Applying in silico-based knowledge extraction and modeling, the pipeline enabled screening and fusion of many different complex data types, including the integration of omics results. Overall, the taken, stepwise approach should be generally useful to construct novel AOP descriptions as well as to enrich developing AOP descriptions in progress.
- Subjects :
- Biomedical Research statistics & numerical data
Biomedical Research trends
Computer Simulation
Data Mining statistics & numerical data
Data Mining trends
Databases, Factual statistics & numerical data
Drug-Related Side Effects and Adverse Reactions genetics
Ecotoxicology statistics & numerical data
Ecotoxicology trends
Hazardous Substances toxicity
Humans
Pulmonary Fibrosis genetics
Adverse Outcome Pathways trends
Biomedical Research methods
Databases, Factual trends
Ecotoxicology methods
Subjects
Details
- Language :
- English
- ISSN :
- 1096-0929
- Volume :
- 162
- Issue :
- 1
- Database :
- MEDLINE
- Journal :
- Toxicological sciences : an official journal of the Society of Toxicology
- Publication Type :
- Academic Journal
- Accession number :
- 29149350
- Full Text :
- https://doi.org/10.1093/toxsci/kfx252