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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
- Faculty of Earth and Life Sciences, Institute of Biological, Environmental & Rural Sciences (IBERS) - Reader
Person: Teaching And Research
Projects
- 1 Finished
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Bioinformatics and genomic and phenomic platform development
Armstead, I., Boyle, R., Doonan, J., Fernandez Fuentes, N., Gay, A., Hegarty, M., Huang, L., Neal, M., Swain, M. & Thomas, I.
Biotechnology and Biological Sciences Research Council
01 Apr 2012 → 31 Mar 2017
Project: Externally funded research