DocumentCode
583235
Title
Drug-drug interaction analysis using heterogeneous biological information network
Author
Lee, Kyubum ; Lee, Sunwon ; Jeon, Minji ; Choi, Jaehoon ; Kang, Jaewoo
Author_Institution
Korea Univ., Seoul, South Korea
fYear
2012
fDate
4-7 Oct. 2012
Firstpage
1
Lastpage
5
Abstract
As the number of drugs increases, more prescription choices are available for physicians, and consequently the number of drugs administered together has increased. Researchers are working on finding multi-drug prescriptions that are effective and safe. An efficient method for finding DDIs plays a crucial role in this research. In order to address the problem, we construct a heterogeneous biological information network by combining multiple different databases and interaction information. Our network includes the information about genes, proteins, pathways, drugs, side effects, targets and their interactions. We propose a metric to measure the relation strength between two nodes in the network, which is based on the weighted sum of the numbers of paths containing different interaction types. We use the metric to score DDI candidates. We found that the drugs sharing a disease are more likely to have a DDI than the drugs sharing a biomolecular target, and the metric using the weighted sum of the path numbers is effective to rank the potential DDIs. We validated the result with the PharmGKB DDI dataset and the Drugs.com drug interaction checker.
Keywords
diseases; drugs; genetics; medical information systems; molecular biophysics; proteins; Drugs.com drug interaction checker; PharmGKB DDI dataset; biomolecular target; databases; disease; drug-drug interaction analysis; genes; heterogeneous biological information network; interaction information; multidrug prescriptions; proteins; Chemicals; Databases; Diseases; Drugs; Measurement; Proteins; DDI; biological network; drug interaction; systems pharmacology;
fLanguage
English
Publisher
ieee
Conference_Titel
Bioinformatics and Biomedicine (BIBM), 2012 IEEE International Conference on
Conference_Location
Philadelphia, PA
Print_ISBN
978-1-4673-2559-2
Electronic_ISBN
978-1-4673-2558-5
Type
conf
DOI
10.1109/BIBM.2012.6392634
Filename
6392634
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