Phosphorylation is a biochemical reaction where a phosphate residue is transferred by a kinase to a substrate, often causing a change in function in the substrate. Phosphorylation involves direct physical interactions between kinases and their substrates as well as indirect functional associations that result from the changes in activity of the substrates. These types of interactions are often represented as directed graphs with labelled edges corresponding to different interaction types.
Role of phosphorylation in diseases can be significant as it regulates for instance cell growth, cell differentiation, and cell death. Disruptions of these regulatory processes are the main culprit of many serious diseases such as cancer. Therefore, phosphorylation is one of the key topics studied in system and molecular biology, as well as in pharmacology. The majority of targeted cancer therapies rely on drugs that block certain phosphorylation reactions that have gone rogue in cancer cells. Thus, phosphorylation is a major area for finding new drug targets. However, the research still faces substantial challenges in finding new phosphorylations and their functions. One of the reasons is the large number of possible phosphorylations - exploring this vast space is hard even with modern high-throughput technologies. Another reason is the tedious experimental work required to identify the key phosphorylation reactions that are involved in diseases.
Knowledge graphs are graph-structured knowledge bases that allow for large-scale and robust representation, integration, analysis and completion of real world knowledge. This framework has become increasingly popular in AI research in the last few years and and has already been heavily used in many industrial AI products.
Statistical relational learning is a subdiscipline of AI and machine learning that is concerned with domain models that exhibit both uncertainty (which can be dealt with using statistical methods) and complex, relational structure. This makes it a perfect vehicle for reasoning with knowledge graphs.
Systems Biology Ireland (SBI) is an institute based at University College Dublin. It specialises in cellular signal transduction investigation with a particular focus on development of new treatment strategies in cancer. The centre has expertise in phosphorylation network mapping, drug target and biomarker discovery; patient stratification and sub-population characterisation; combination therapy prediction and screening; drug target validation; and protein-protein interaction profiling. The experimental approach of the group combines traditional biological experimentation with advanced omics profiling technologies, and computational modelling and simulation. This combined approach allows important nodes in signalling networks to be identified quickly and at a lower cost than might otherwise be possible
The Insight Centre for Data Analytics is the largest of Science Foundation Ireland's research centres, with 400 researchers working across Ireland in areas including connected health, decisions analytics, media analytics, internet of things and recommender systems. The Centre also has more than forty commercial partners working with them on a range of industry projects. The research reported in this press release has been coordinated by the branch of Insight based at National University of Ireland Galway.
Fujitsu Ireland is part of the global Fujitsu Group, delivering IT-based business solutions to customers in 70 countries through a workforce of 170,000 employees. Our regional structure enables customers to share in best-practice approaches, knowledge and re-use from around the world whilst local operations ensure that solutions are delivered in line with local customer requirements. With some 800 people employed throughout the island of Ireland, we concentrate on our core strengths, delivering customer focused solutions. From keeping tills ringing, protecting our borders through to building mobile phone networks Fujitsu touches the lives of millions of people in Ireland every day. Fujitsu’s existing customer base includes some of the leading organisations in the public and private sector in Ireland, including Aer Lingus, Airtricity, Dublin Airport Authority, ESB, Road Safety Authority, Telefonica, The Courts Service and Institute of Art and Design Dun Laoghaire, and Topaz.
Fujitsu Laboratories Ltd. is the main global research division of Fujitsu Limited. The laboratories have a mission to contribute to the social innovation and the growth of Fujitsu Group. We are working on emerging technologies related to ICT from advanced materials, next-generation devices, networks and cloud systems to the creation of next-generation solutions and services. The AI branch of Fujitsu Laboratories involved in this project engages in R&D on the human-centric AI technology that provides the services based on the intelligent ICT system and that can understand the human emotions and affections.
Fujitsu is the leading Japanese information and communication technology (ICT) company offering a full range of technology products, solutions and services. Approximately 156,000 Fujitsu people support customers in more than 100 countries. We use our experience and the power of ICT to shape the future of society with our customers. Fujitsu Limited (TSE: 6702) reported consolidated revenues of 4.7 trillion yen (US$41 billion) for the fiscal year ended March 31, 2016. For more information, please see http://www.fujitsu.com.
Fujitsu is one of the world’s largest ICT companies, offering a complete range of products, services and solutions. With approximately 159,000 employees globally and 350 in Ireland, Fujitsu people support customers in more than 100 countries every day. We work with clients in the private and public sectors including retail, financial services, telecoms, government, and consumer sectors to harness the full range of our technology products, solutions and services. We use our experience and the power of ICT to shape the future of society with our customers.
We believe that true innovation comes from working with people to create solutions for people. Together with customers and partners, we are shaping a world where everyone, everywhere is empowered with digital technology. We call it Human Centric Innovation.
For further information please see http://www.fujitsu.com/ie/
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Date: 02 March, 2017
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