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mirMachine: A One-Stop Shop for Plant miRNA Annotation
Published on: May 1, 2021
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Inference of miRNA targets using evolutionary conservation and pathway analysis.
Dimos Gaidatzis1, Erik van Nimwegen, Jean Hausser
1Biozentrum, University of Basel, Basel, Switzerland. d.gaidatzis@unibas.ch <d.gaidatzis@unibas.ch>
BMC Bioinformatics
|March 3, 2007
Summary
We developed a Bayesian method to predict microRNA (miRNA) target sites across species, identifying their evolutionary patterns and functions in cellular processes. This tool enhances understanding of miRNA regulation and function.
Area of Science:
- Genomics
- Bioinformatics
- Molecular Biology
Background:
- MicroRNAs (miRNAs) are crucial regulatory genes with hundreds discovered in animals.
- Functional annotations for most miRNAs are limited, hindering a full understanding of their roles.
Purpose of the Study:
- To develop a general Bayesian method for inferring miRNA target sites across diverse species.
- To predict functional annotations and evolutionary patterns of miRNA targeting.
Main Methods:
- A Bayesian approach modeling the evolution of orthologous miRNA target sites in related species.
- Prediction of target sites for all known miRNAs in flies, worms, fish, and mammals.
- Pathway analysis to associate predicted miRNA targets with biochemical pathways (e.g., KEGG).
Main Results:
- The method accurately predicts miRNA target sites, performing comparably to existing specialized tools.
- Inferred phylogenetic distribution of functional target sites, enabling species- and clade-specific targeting insights.
- Identified preferential locations of miRNA target sites in human 3' UTRs and proposed novel miRNA functions in cell growth and development.
Conclusions:
- A parameter-free Bayesian algorithm for miRNA target prediction applicable across species.
- The method provides insights into miRNA target site evolution and functional roles.
- Predicted miRNA functions in nervous system development, intercellular communication, and cell growth, accessible via the ElMMo web server.
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