Article (Scientific journals)
Community-Reviewed Biological Network Models for Toxicology and Drug Discovery Applications.
Alex Namasivayam, Aishwarya; Morales, Alejandro Ferreiro; Lacave, Angela Maria Fajardo et al.
2016In Gene Regulation and Systems Biology, 10, p. 51-66
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Keywords :
COPD; biological network; crowdsourcing; drug discovery; toxicology
Abstract :
[en] Biological network models offer a framework for understanding disease by describing the relationships between the mechanisms involved in the regulation of biological processes. Crowdsourcing can efficiently gather feedback from a wide audience with varying expertise. In the Network Verification Challenge, scientists verified and enhanced a set of 46 biological networks relevant to lung and chronic obstructive pulmonary disease. The networks were built using Biological Expression Language and contain detailed information for each node and edge, including supporting evidence from the literature. Network scoring of public transcriptomics data inferred perturbation of a subset of mechanisms and networks that matched the measured outcomes. These results, based on a computable network approach, can be used to identify novel mechanisms activated in disease, quantitatively compare different treatments and time points, and allow for assessment of data with low signal. These networks are periodically verified by the crowd to maintain an up-to-date suite of networks for toxicology and drug discovery applications.
Disciplines :
Microbiology
Author, co-author :
Alex Namasivayam, Aishwarya ;  University of Luxembourg > Luxembourg Centre for Systems Biomedicine (LCSB)
Morales, Alejandro Ferreiro
Lacave, Angela Maria Fajardo
Tallam, Aravind
Simovic, Borislav
Alfaro, David Garrido
Bobbili, Dheeraj Reddy ;  University of Luxembourg > Luxembourg Centre for Systems Biomedicine (LCSB)
Martin, Florian
Androsova, Ganna ;  University of Luxembourg > Luxembourg Centre for Systems Biomedicine (LCSB)
Shvydchenko, Irina
Park, Jennifer
Calvo, Jorge Val
Hoeng, Julia
Peitsch, Manuel C.
Racero, Manuel Gonzalez Velez
Biryukov, Maria ;  University of Luxembourg > Luxembourg Centre for Systems Biomedicine (LCSB)
Talikka, Marja
Perez, Modesto Berraquero
Rohatgi, Neha
Diaz-Diaz, Noberto
Mandarapu, Rajesh
Ruiz, Ruben Amian
Davidyan, Sergey
Narayanasamy, Shaman ;  University of Luxembourg > Luxembourg Centre for Systems Biomedicine (LCSB)
Boue, Stephanie
Guryanova, Svetlana
Arbas, Susana Martinez
Menon, Swapna
Xiang, Yang
More authors (19 more) Less
External co-authors :
no
Language :
English
Title :
Community-Reviewed Biological Network Models for Toxicology and Drug Discovery Applications.
Publication date :
2016
Journal title :
Gene Regulation and Systems Biology
ISSN :
1177-6250
Publisher :
SAGE, Thousand Oaks, United States - California
Volume :
10
Pages :
51-66
Peer reviewed :
Peer Reviewed verified by ORBi
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