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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,...

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Detalles Bibliográficos
Autores principales: Jiang, Yuexu, Jiang, Lei, Akhil, Chopparapu Sai, Wang, Duolin, Zhang, Ziyang, Zhang, Weinan, Xu, Dong
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Oxford University Press 2023
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/.
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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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