Network-based gene-disease prioritization using PROPHNET

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Network-based gene-disease prioritization using PROPHNET

Motivation and Objectives A major goal in biomedicine is to determine the underlying genetic causes of human diseases in order to better understand them and support their prevention and treatment. However, the genetic bases of many multifactorial diseases are still unclear, and high-throughput technologies typically report hundred or thousands of genes associated to a disease of interest. In th...

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Network-based drug-disease relation prioritization using ProphNet

Assisting drug repositioning processes can lead to a considerable reduction in cost and time in any drug development process. Recent in silico approaches have addressed the network-based nature of biological information to assess the possible new indications for a query drug. Here we present a new methodology based on network prioritization, that can aid researchers in the drug repositioning pr...

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Candidate Gene Prioritization Using Network Based Probabilistic Models

We present a new gene prioritization method that learns a probabilistic knowledge model from a knowledge base and free text research documents and exploits it to prioritize candidate genes. The knowledge model is represented by a network of associations among the domain entities (e.g., genes) and is extracted from a domain knowledge base (e.g., protein-protein interaction database) or a corpus ...

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Identification of the Causative Gene for Simmental Arachnomelia Syndrome Using a Network-Based Disease Gene Prioritization Approach

Arachnomelia syndrome (AS), mainly found in Brown Swiss and Simmental cattle, is a congenital lethal genetic malformation of the skeletal system. In this study, a network-based disease gene prioritization approach was implemented to rank genes in the previously reported ∼7 Mb region on chromosome 23 associated with AS in Simmental cattle. The top 6 ranked candidate genes were sequenced in four ...

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An extensive analysis of disease-gene associations using network integration and fast kernel-based gene prioritization methods

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ژورنال

عنوان ژورنال: EMBnet.journal

سال: 2012

ISSN: 2226-6089

DOI: 10.14806/ej.18.b.543