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MULocDeep web service for protein localization prediction and visualization at subcellular and suborganellar levels

Yuexu Jiang, Lei Jiang, Chopparapu Sai Akhil, Duolin Wang, Ziyang Zhang, Weinan Zhang, Dong Xu

2023Nucleic Acids Research44 citationsDOIOpen Access PDF

Abstract

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/.

Topics & Concepts

BiologyVisualizationContext (archaeology)Computational biologyWeb serviceService (business)Subcellular localizationProtein subcellular localization predictionBioinformaticsComputer scienceData miningWorld Wide WebGeneticsPaleontologyEconomyEconomicsGeneCytoplasmMachine Learning in BioinformaticsGenomics and Phylogenetic StudiesProtein Structure and Dynamics
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