PACCMIT/PACCMIT-CDS: identifying microRNA targets in 3' UTRs and coding sequences
Miroslav Šulc1, Ray M Marín1, Harlan S Robins2
1Laboratory of Theoretical Physical Chemistry, Institut des Sciences et Ingénierie Chimiques, Ecole Polytechnique Fédérale de Lausanne (EPFL), CH-1015 Lausanne, Switzerland.
Nucleic Acids Research
|May 8, 2015
Summary
This study introduces PACCMIT and PACCMIT-CDS, user-friendly web tools for predicting microRNA targets in messenger RNA (mRNA) 3' untranslated regions and coding sequences, respectively. These algorithms enhance microRNA target prediction accuracy, even for weakly conserved microRNAs.
Area of Science:
- Bioinformatics
- Computational Biology
- Genomics
Background:
- MicroRNAs (miRNAs) are key post-transcriptional regulators of gene expression.
- Identifying miRNA targets is crucial for understanding gene regulation.
- Existing tools often focus on conserved miRNA targets in 3' UTRs, neglecting other regions and non-conserved miRNAs.
Purpose of the Study:
- To present a user-friendly web server integrating two novel algorithms for miRNA target prediction.
- To provide accurate prediction of miRNA targets in both 3' untranslated regions (3' UTRs) and coding sequences (CDSs).
- To offer a tool for predicting targets of weakly conserved or non-conserved miRNAs.
Main Methods:
- Development of the PACCMIT algorithm for predicting accessible and/or conserved miRNA targets in 3' UTRs.
- Development of the PACCMIT-CDS algorithm for identifying miRNA targets within mRNA coding sequences.
- Implementation of a web server accessing precomputed P-values from a database, ranking predictions, and evaluating significance using false discovery rate.
Main Results:
- PACCMIT demonstrates high accuracy in predicting conserved miRNA targets in 3' UTRs.
- PACCMIT-CDS effectively identifies miRNA targets within CDS, addressing a gap in existing tools.
- The web server provides a comprehensive platform for analyzing miRNA-mRNA interactions with downloadable results.
Conclusions:
- The PACCMIT web server offers a valuable resource for miRNA target prediction, enhancing accuracy and scope.
- The tool facilitates research into gene regulation by both conserved and non-conserved microRNAs.
- This platform aids in understanding the functional roles of microRNAs in various biological processes.
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