A Nanopublication Framework for Biological Networks using Cytoscape.js
نویسندگان
چکیده
We leverage semantic technologies and Cytoscape.js to create a provenance-aware, probabilistic analysis platform for systems biology and evaluate its usefulness in discovering links between drugs and diseases. A number of databases have been developed that serve as a patchwork across the landscape of systems biology, each focused on different experimental methods, many species, and a wide diversity of inclusion criteria. Systems biology has been used in the past to generate hypotheses for drug effects, but has become fragmented under the large number of disparate and disconnected databases. In our efforts to create a systematic approach to discovering new uses for existing drugs, we have developed Repurposing Drugs with Semantics (ReDrugS). ReDrugS is a data curation and publication framework that can take data from nearly any database containing biological or chemical entity interactions and display it using Cytoscape.js. ReDrugS is able to infer probability of the assertions based on its provenance using experimental methods and data sources. A semantic web service API is provided that can search, traverse, and provide composite probabilities for the resulting graph of biological entities using the SADI web service framework and Nanopublications. We show how associations between a postive control, topiramate, allows us to independently reconstruct a positive control of epilepsy and migraine, and potential consequences on bone health. Future work will incorporate additional protein/disease associations, enabling hypothesis generation on indirect drug targets, and leading to testing the resulting hypotheses using high throughput drug screening.
منابع مشابه
Querying neXtProt nanopublications and their value for insights on sequence variants and tissue expression
Understanding how genetic di↵erences between individuals impact the regulation, expression, and ultimately function of proteins is an important step toward realizing the promise of personal medicine. There are several technical barriers hindering the transition of biological knowledge into the applications relevant to precision medicine. One important challenge for data integration is that new ...
متن کاملطراحی چارچوب معماری اطلاعاتی برای بهکارگیری شبکههای اجتماعی در نظام آموزش عالی ایران
Management of social networks, has become a strategic challenge for different applications including education due to its growing importance. Enterprise Architecture (EA), uses a holistic specification of information technology functions in organizations to decrease the complexity of using information technology and to increase its efficiency. As regards, using social networks in education in ...
متن کاملA centralized privacy-preserving framework for online social networks
There are some critical privacy concerns in the current online social networks (OSNs). Users' information is disclosed to different entities that they were not supposed to access. Furthermore, the notion of friendship is inadequate in OSNs since the degree of social relationships between users dynamically changes over the time. Additionally, users may define similar privacy settings for their f...
متن کاملCytoscape.js: a graph theory library for visualisation and analysis
UNLABELLED Cytoscape.js is an open-source JavaScript-based graph library. Its most common use case is as a visualization software component, so it can be used to render interactive graphs in a web browser. It also can be used in a headless manner, useful for graph operations on a server, such as Node.js. AVAILABILITY AND IMPLEMENTATION Cytoscape.js is implemented in JavaScript. Documentation,...
متن کاملData Publishing Using Nanopublications
Published data, whether in traditional publication formats such as research articles or in databases often lack a consensus structure (which slows search and reasoning) and provenance and citation models (which lowers incentive for publication [1]). Furthermore, in some disciplines the growing rate of data production exceeds the capacity of human comprehension. Together, these trends lead to th...
متن کامل