STarMir Tools for Prediction of microRNA Binding Sites

Methods Mol Biol. 2016:1490:73-82. doi: 10.1007/978-1-4939-6433-8_6.


MicroRNAs (miRNAs) are a class of endogenous short noncoding RNAs that regulate gene expression by targeting messenger RNAs (mRNAs), which results in translational repression and/or mRNA degradation. As regulatory molecules, miRNAs are involved in many mammalian biological processes and also in the manifestation of certain human diseases. As miRNAs play central role in the regulation of gene expression, understanding miRNA-binding patterns is essential to gain an insight of miRNA mediated gene regulation and also holds promise for therapeutic applications. Computational prediction of miRNA binding sites on target mRNAs facilitates experimental investigation of miRNA functions. This chapter provides protocols for using the STarMir web server for improved predictions of miRNA binding sites on a target mRNA. As an application module of the Sfold RNA package, the current version of STarMir is an implementation of logistic prediction models developed with high-throughput miRNA binding data from cross-linking immunoprecipitation (CLIP) studies. The models incorporated comprehensive thermodynamic, structural, and sequence features, and were found to make improved predictions of both seed and seedless sites, in comparison to the established algorithms (Liu et al., Nucleic Acids Res 41:e138, 2013). Their broad applicability was indicated by their good performance in cross-species validation. STarMir is freely available at .

Keywords: CLIP; RNA secondary structure; Target mRNA; miRNA; miRNA binding site.

Publication types

  • Research Support, N.I.H., Extramural
  • Research Support, U.S. Gov't, Non-P.H.S.

MeSH terms

  • Base Pairing*
  • Binding Sites*
  • Computational Biology / methods
  • MicroRNAs / chemistry*
  • MicroRNAs / genetics
  • Nucleic Acid Conformation
  • RNA Folding
  • RNA, Messenger / chemistry*
  • RNA, Messenger / genetics
  • Software*
  • User-Computer Interface
  • Web Browser


  • MicroRNAs
  • RNA, Messenger