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DES-Mutation: System for Exploring Links of Mutations and Diseases

Authors :
Christophe Van Neste
Ameerah Bokhari
Faroug Tifratene
Rozaimi Mohamad Razali
Yu Li
Magbubah Essack
Adil Salhi
Mahmut Uludag
Aleksandar Radovanovic
Arwa Bin Raies
Vasiliki Kordopati
Vladimir B. Bajic
Ahdab AlSaieedi
Source :
Scientific Reports, Vol 8, Iss 1, Pp 1-14 (2018), Scientific Reports, SCIENTIFIC REPORTS
Publication Year :
2018
Publisher :
Nature Publishing Group, 2018.

Abstract

During cellular division DNA replicates and this process is the basis for passing genetic information to the next generation. However, the DNA copy process sometimes produces a copy that is not perfect, that is, one with mutations. The collection of all such mutations in the DNA copy of an organism makes it unique and determines the organism’s phenotype. However, mutations are often the cause of diseases. Thus, it is useful to have the capability to explore links between mutations and disease. We approached this problem by analyzing a vast amount of published information linking mutations to disease states. Based on such information, we developed the DES-Mutation knowledgebase which allows for exploration of not only mutation-disease links, but also links between mutations and concepts from 27 topic-specific dictionaries such as human genes/proteins, toxins, pathogens, etc. This allows for a more detailed insight into mutation-disease links and context. On a sample of 600 mutation-disease associations predicted and curated, our system achieves precision of 72.83%. To demonstrate the utility of DES-Mutation, we provide case studies related to known or potentially novel information involving disease mutations. To our knowledge, this is the first mutation-disease knowledgebase dedicated to the exploration of this topic through text-mining and data-mining of different mutation types and their associations with terms from multiple thematic dictionaries.

Details

Language :
English
ISSN :
20452322
Volume :
8
Issue :
1
Database :
OpenAIRE
Journal :
Scientific Reports
Accession number :
edsair.doi.dedup.....8f851a123a7308bfc4383aa48c5eba92