Journal article

Clarion is a multi-label problem transformation method for identifying mRNA subcellular localizations

Y Bi, F Li, X Guo, Z Wang, T Pan, Y Guo, GI Webb, J Yao, C Jia, J Song

Briefings in Bioinformatics | OXFORD UNIV PRESS | Published : 2022

Abstract

Subcellular localization of messenger RNAs (mRNAs) plays a key role in the spatial regulation of gene activity. The functions of mRNAs have been shown to be closely linked with their localizations. As such, understanding of the subcellular localizations of mRNAs can help elucidate gene regulatory networks. Despite several computational methods that have been developed to predict mRNA localizations within cells, there is still much room for improvement in predictive performance, especially for the multiple-location prediction. In this study, we proposed a novel multi-label multi-class predictor, termed Clarion, for mRNA subcellular localization prediction. Clarion was developed based on a man..

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University of Melbourne Researchers

Grants

Awarded by National Institutes of Health


Funding Acknowledgements

National Health and Medical Research Council of Australia (NHMRC) (APP1127948, APP1144652), Australian Research Council (ARC) (LP110200333, DP120104460), National Institute of Allergy and Infectious Diseases of the National Institutes of Health (R01AI111965), Major and Seed Inter-Disciplinary Research (IDR) projects awarded by Monash University.