Gene regulatory network expansion is a task of the foremost importance in computational biology that aims at finding new genes to expand a given known gene regulatory network. To this end we present OneGenE, a novel framework for gene regulatory network expansion that relies on the BOINC platform. OneGenE is an evolution of the NES2RA algorithm, with the aim to overcome its main criticality, i.e. long response time for the final user. To achieve this goal, candidate expansion lists are pre-computed for each gene in the organism and then aggregated at runtime to produce the the final expansion list for a given known gene regulatory network. We validated OneGenE on the expression data of Pseudomonas aeruginosa, comparing its results with the one obtained by NES2RA and through a biological literature review.

OneGenE: Regulatory Gene Network Expansion via Distributed Volunteer Computing on BOINC

Cavecchia Valter;
2019

Abstract

Gene regulatory network expansion is a task of the foremost importance in computational biology that aims at finding new genes to expand a given known gene regulatory network. To this end we present OneGenE, a novel framework for gene regulatory network expansion that relies on the BOINC platform. OneGenE is an evolution of the NES2RA algorithm, with the aim to overcome its main criticality, i.e. long response time for the final user. To achieve this goal, candidate expansion lists are pre-computed for each gene in the organism and then aggregated at runtime to produce the the final expansion list for a given known gene regulatory network. We validated OneGenE on the expression data of Pseudomonas aeruginosa, comparing its results with the one obtained by NES2RA and through a biological literature review.
2019
Istituto dei Materiali per l'Elettronica ed il Magnetismo - IMEM
Inglese
IEEE
27th Euromicro International Conference on Parallel, Distributed and Network-Based Processing PDP 2019
27th Euromicro International Conference on Parallel, Distributed and Network-Based Processing, PDP 2019
315
322
8
978-1-7281-1644-0
https://ieeexplore.ieee.org/document/8671629
IEEE-INSTITUTE OF ELECTRICAL AND ELECTRONICS ENGINEERS INC.
345 E 47TH ST, NEW YORK, NY 10017-2394
STATI UNITI D'AMERICA
Sì, ma tipo non specificato
13-15/2/2019
Pavia, Italy
distributed volunteer computing
gene regulatory network expansion
BOINC
6
none
Asnicar, Francesco; Masera, Luca; Pistore, Davide; Valentini, Samuel; Cavecchia, Valter; Blanzieri, Enrico
273
info:eu-repo/semantics/conferenceObject
04 Contributo in convegno::04.01 Contributo in Atti di convegno
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Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/20.500.14243/377044
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