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Solubility-Weighted Index: fast and accurate prediction of protein solubility

MOTIVATION: Recombinant protein production is a widely used technique in the biotechnology and biomedical industries, yet only a quarter of target proteins are soluble and can therefore be purified. RESULTS: We have discovered that global structural flexibility, which can be modeled by normalized B-...

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Autores principales: Bhandari, Bikash K, Gardner, Paul P, Lim, Chun Shen
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Oxford University Press 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7750957/
https://www.ncbi.nlm.nih.gov/pubmed/32559287
http://dx.doi.org/10.1093/bioinformatics/btaa578
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author Bhandari, Bikash K
Gardner, Paul P
Lim, Chun Shen
author_facet Bhandari, Bikash K
Gardner, Paul P
Lim, Chun Shen
author_sort Bhandari, Bikash K
collection PubMed
description MOTIVATION: Recombinant protein production is a widely used technique in the biotechnology and biomedical industries, yet only a quarter of target proteins are soluble and can therefore be purified. RESULTS: We have discovered that global structural flexibility, which can be modeled by normalized B-factors, accurately predicts the solubility of 12 216 recombinant proteins expressed in Escherichia coli. We have optimized these B-factors, and derived a new set of values for solubility scoring that further improves prediction accuracy. We call this new predictor the ‘Solubility-Weighted Index’ (SWI). Importantly, SWI outperforms many existing protein solubility prediction tools. Furthermore, we have developed ‘SoDoPE’ (Soluble Domain for Protein Expression), a web interface that allows users to choose a protein region of interest for predicting and maximizing both protein expression and solubility. AVAILABILITY AND IMPLEMENTATION: The SoDoPE web server and source code are freely available at https://tisigner.com/sodope and https://github.com/Gardner-BinfLab/TISIGNER-ReactJS, respectively. The code and data for reproducing our analysis can be found at https://github.com/Gardner-BinfLab/SoDoPE_paper_2020. SUPPLEMENTARY INFORMATION: Supplementary data are available at Bioinformatics online.
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spelling pubmed-77509572020-12-28 Solubility-Weighted Index: fast and accurate prediction of protein solubility Bhandari, Bikash K Gardner, Paul P Lim, Chun Shen Bioinformatics Original Papers MOTIVATION: Recombinant protein production is a widely used technique in the biotechnology and biomedical industries, yet only a quarter of target proteins are soluble and can therefore be purified. RESULTS: We have discovered that global structural flexibility, which can be modeled by normalized B-factors, accurately predicts the solubility of 12 216 recombinant proteins expressed in Escherichia coli. We have optimized these B-factors, and derived a new set of values for solubility scoring that further improves prediction accuracy. We call this new predictor the ‘Solubility-Weighted Index’ (SWI). Importantly, SWI outperforms many existing protein solubility prediction tools. Furthermore, we have developed ‘SoDoPE’ (Soluble Domain for Protein Expression), a web interface that allows users to choose a protein region of interest for predicting and maximizing both protein expression and solubility. AVAILABILITY AND IMPLEMENTATION: The SoDoPE web server and source code are freely available at https://tisigner.com/sodope and https://github.com/Gardner-BinfLab/TISIGNER-ReactJS, respectively. The code and data for reproducing our analysis can be found at https://github.com/Gardner-BinfLab/SoDoPE_paper_2020. SUPPLEMENTARY INFORMATION: Supplementary data are available at Bioinformatics online. Oxford University Press 2020-06-19 /pmc/articles/PMC7750957/ /pubmed/32559287 http://dx.doi.org/10.1093/bioinformatics/btaa578 Text en © The Author(s) 2020. Published by Oxford University Press. https://creativecommons.org/licenses/by/4.0/This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) ), which permits unrestricted reuse, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Original Papers
Bhandari, Bikash K
Gardner, Paul P
Lim, Chun Shen
Solubility-Weighted Index: fast and accurate prediction of protein solubility
title Solubility-Weighted Index: fast and accurate prediction of protein solubility
title_full Solubility-Weighted Index: fast and accurate prediction of protein solubility
title_fullStr Solubility-Weighted Index: fast and accurate prediction of protein solubility
title_full_unstemmed Solubility-Weighted Index: fast and accurate prediction of protein solubility
title_short Solubility-Weighted Index: fast and accurate prediction of protein solubility
title_sort solubility-weighted index: fast and accurate prediction of protein solubility
topic Original Papers
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7750957/
https://www.ncbi.nlm.nih.gov/pubmed/32559287
http://dx.doi.org/10.1093/bioinformatics/btaa578
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