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Abstract
Motivation: Two-component systems (TCS) are the main signalling pathways of prokaryotes, and control a wide range of biological phenomena. Their functioning depends on interactions between TCS proteins, the specificity of which is poorly understood.
Results: The MetaPred2CS web-server interfaces a sequence-based meta-predictor specifically designed to predict pairing of the histidine kinase and response-regulator proteins forming TCSs. MetaPred2CS integrates six sequence-based methods using a support vector machine classifier and has been intensively tested under different benchmarking conditions: (i) species specific gene sets; (ii) neighbouring vs. orphan pairs; and (iii) k-fold cross validation on experimentally validated datasets.
Availability: Web server at: http://metapred2cs.ibers.aber.ac.uk/, Source code: https://github.com/martinjvickers/MetaPred2CS or implemented as Virtual Machine at: http://metapred2cs.ibers.aber.ac.uk/download
Results: The MetaPred2CS web-server interfaces a sequence-based meta-predictor specifically designed to predict pairing of the histidine kinase and response-regulator proteins forming TCSs. MetaPred2CS integrates six sequence-based methods using a support vector machine classifier and has been intensively tested under different benchmarking conditions: (i) species specific gene sets; (ii) neighbouring vs. orphan pairs; and (iii) k-fold cross validation on experimentally validated datasets.
Availability: Web server at: http://metapred2cs.ibers.aber.ac.uk/, Source code: https://github.com/martinjvickers/MetaPred2CS or implemented as Virtual Machine at: http://metapred2cs.ibers.aber.ac.uk/download
Original language | English |
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Pages (from-to) | 3339-3341 |
Number of pages | 3 |
Journal | Bioinformatics |
Volume | 32 |
Issue number | 21 |
Early online date | 04 Jul 2016 |
DOIs | |
Publication status | Published - 01 Nov 2016 |
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Narcis Fernandez Fuentes
Person: Research
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Projects
- 1 Finished
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Bioinformatics and genomic and phenomic platform development
Armstead, I. (PI), Boyle, R. (PI), Doonan, J. (PI), Fernandez Fuentes, N. (PI), Gay, A. (PI), Hegarty, M. (PI), Huang, L. (PI), Neal, M. (PI), Swain, M. (PI) & Thomas, I. (PI)
01 Apr 2012 → 31 Mar 2017
Project: Externally funded research