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MULocDeep web service for protein localization prediction and visualization at subcellular and suborganellar levels
Predicting protein localization and understanding its mechanisms are critical in biology and pathology. In this context, we propose a new web application of MULocDeep with improved performance, result interpretation, and visualization. By transferring the original model into species-specific models,...
Autores principales: | , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Oxford University Press
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10320056/ https://www.ncbi.nlm.nih.gov/pubmed/37178004 http://dx.doi.org/10.1093/nar/gkad374 |
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author | Jiang, Yuexu Jiang, Lei Akhil, Chopparapu Sai Wang, Duolin Zhang, Ziyang Zhang, Weinan Xu, Dong |
author_facet | Jiang, Yuexu Jiang, Lei Akhil, Chopparapu Sai Wang, Duolin Zhang, Ziyang Zhang, Weinan Xu, Dong |
author_sort | Jiang, Yuexu |
collection | PubMed |
description | Predicting protein localization and understanding its mechanisms are critical in biology and pathology. In this context, we propose a new web application of MULocDeep with improved performance, result interpretation, and visualization. By transferring the original model into species-specific models, MULocDeep achieved competitive prediction performance at the subcellular level against other state-of-the-art methods. It uniquely provides a comprehensive localization prediction at the suborganellar level. Besides prediction, our web service quantifies the contribution of single amino acids to localization for individual proteins; for a group of proteins, common motifs or potential targeting-related regions can be derived. Furthermore, the visualizations of targeting mechanism analyses can be downloaded for publication-ready figures. The MULocDeep web service is available at https://www.mu-loc.org/. |
format | Online Article Text |
id | pubmed-10320056 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Oxford University Press |
record_format | MEDLINE/PubMed |
spelling | pubmed-103200562023-07-06 MULocDeep web service for protein localization prediction and visualization at subcellular and suborganellar levels Jiang, Yuexu Jiang, Lei Akhil, Chopparapu Sai Wang, Duolin Zhang, Ziyang Zhang, Weinan Xu, Dong Nucleic Acids Res Web Server Issue Predicting protein localization and understanding its mechanisms are critical in biology and pathology. In this context, we propose a new web application of MULocDeep with improved performance, result interpretation, and visualization. By transferring the original model into species-specific models, MULocDeep achieved competitive prediction performance at the subcellular level against other state-of-the-art methods. It uniquely provides a comprehensive localization prediction at the suborganellar level. Besides prediction, our web service quantifies the contribution of single amino acids to localization for individual proteins; for a group of proteins, common motifs or potential targeting-related regions can be derived. Furthermore, the visualizations of targeting mechanism analyses can be downloaded for publication-ready figures. The MULocDeep web service is available at https://www.mu-loc.org/. Oxford University Press 2023-05-13 /pmc/articles/PMC10320056/ /pubmed/37178004 http://dx.doi.org/10.1093/nar/gkad374 Text en © The Author(s) 2023. Published by Oxford University Press on behalf of Nucleic Acids Research. https://creativecommons.org/licenses/by-nc/4.0/This is an Open Access article distributed under the terms of the Creative Commons Attribution-NonCommercial License (https://creativecommons.org/licenses/by-nc/4.0/), which permits non-commercial re-use, distribution, and reproduction in any medium, provided the original work is properly cited. For commercial re-use, please contact journals.permissions@oup.com |
spellingShingle | Web Server Issue Jiang, Yuexu Jiang, Lei Akhil, Chopparapu Sai Wang, Duolin Zhang, Ziyang Zhang, Weinan Xu, Dong MULocDeep web service for protein localization prediction and visualization at subcellular and suborganellar levels |
title | MULocDeep web service for protein localization prediction and visualization at subcellular and suborganellar levels |
title_full | MULocDeep web service for protein localization prediction and visualization at subcellular and suborganellar levels |
title_fullStr | MULocDeep web service for protein localization prediction and visualization at subcellular and suborganellar levels |
title_full_unstemmed | MULocDeep web service for protein localization prediction and visualization at subcellular and suborganellar levels |
title_short | MULocDeep web service for protein localization prediction and visualization at subcellular and suborganellar levels |
title_sort | mulocdeep web service for protein localization prediction and visualization at subcellular and suborganellar levels |
topic | Web Server Issue |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10320056/ https://www.ncbi.nlm.nih.gov/pubmed/37178004 http://dx.doi.org/10.1093/nar/gkad374 |
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