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RNALocate v3.0: Advancing the Repository of RNA Subcellular Localization with Dynamic Analysis and Prediction.
Le Wu1, Luqi Wang1, Shijie Hu1,2
1Department of Bioinformatics, School of Basic Medical Sciences, Southern Medical University, No.1023, South Shatai Road, Baiyun District, Guangzhou 510515, China.
Nucleic Acids Research
|October 15, 2024
Summary
RNALocate v3.0 enhances understanding of RNA subcellular localization dynamics. This updated repository and prediction tool provide comprehensive data for exploring RNA
Area of Science:
- Cell Biology
- Genomics
- Bioinformatics
Background:
- Subcellular localization of RNA regulates critical cellular processes.
- Dynamic RNA distribution is vital for cellular homeostasis but poorly understood during development and differentiation.
Purpose of the Study:
- To comprehensively analyze and present dynamic RNA subcellular localization patterns.
- To provide an updated, expanded resource for RNA localization data and prediction.
Main Methods:
- Upgraded RNALocate repository to version 3.0, incorporating over 850 RNA localization sequencing samples.
- Expanded species coverage to include mammals, non-mammals, plants, and microbes.
- Developed an integrated prediction algorithm using convolutional neural networks (CNNs) and transformer models for RNA localization.
Main Results:
- RNALocate v3.0 contains over 1.8 million RNA localization entries across 26 RNA types, 242 species, and 177 subcellular localizations.
- The resource focuses on dynamic changes in subcellular localization under various conditions.
- An integrated prediction tool for RNA subcellular localization is now available.
Conclusions:
- RNALocate v3.0 is a comprehensive resource for RNA subcellular localization data.
- Facilitates research into cellular function, development, and disease pathogenesis.
- Enables deeper investigation into dynamic RNA distribution within cells.
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