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Your search keyword '"Emmert-Streib, Frank"' showing total 7 results
Start Over Author "Emmert-Streib, Frank" Journal scientific reports
7 results on '"Emmert-Streib, Frank"'

6. Systems Pharmacogenomic Landscape of Drug Similarities from LINCS data: Drug Association Networks

Author

Musa, Aliyu, Tripathi, Shailesh, Dehmer, Matthias, Yli-Harja, Olli, Kauffman, Stuart A., Emmert-Streib, Frank, Tampere University, Computing Sciences, Research group: Predictive Society and Data Analytics (PSDA), and BioMediTech

Subjects
Mathematics and computing, Databases, Pharmaceutical, Gene Expression Profiling, Systems Biology, lcsh:R, Data Science, lcsh:Medicine, 217 Medical engineering, 113 Computer and information sciences, Article, Computational biology and bioinformatics, Pharmacogenetics, Databases, Genetic, Humans, lcsh:Q, Gene Regulatory Networks, lcsh:Science, Pharmacological Phenomena
Abstract

Modern research in the biomedical sciences is data-driven utilizing high-throughput technologies to generate big genomic data. The Library of Integrated Network-based Cellular Signatures (LINCS) is an example for a large-scale genomic data repository providing hundred thousands of high-dimensional gene expression measurements for thousands of drugs and dozens of cell lines. However, the remaining challenge is how to use these data effectively for pharmacogenomics. In this paper, we use LINCS data to construct drug association networks (DANs) representing the relationships between drugs. By using the Anatomical Therapeutic Chemical (ATC) classification of drugs we demonstrate that the DANs represent a systems pharmacogenomic landscape of drugs summarizing the entire LINCS repository on a genomic scale meaningfully. Here we identify the modules of the DANs as therapeutic attractors of the ATC drug classes. publishedVersion

Published
2019

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