Fixed-parameter tractable sampling for RNA design with multiple target structures.

BMC Bioinformatics

CNRS UMR 7161 LIX, Ecole Polytechnique, Bat. Alan Turing, Palaiseau, 91120, France.

Published: April 2019

AI Article Synopsis

  • The study presents a new method for designing multi-stable RNA molecules, crucial for advancements in various scientific fields.
  • This method uses constraint networks and Boltzmann-weighted sampling, enabling the creation of RNA sequences tailored to specific structural and compositional requirements.
  • The findings reveal the method's effectiveness both empirically and theoretically, confirming its potential for practical applications in RNA design and providing accessible software for further research.

Article Abstract

Background: The design of multi-stable RNA molecules has important applications in biology, medicine, and biotechnology. Synthetic design approaches profit strongly from effective in-silico methods, which substantially reduce the need for costly wet-lab experiments.

Results: We devise a novel approach to a central ingredient of most in-silico design methods: the generation of sequences that fold well into multiple target structures. Based on constraint networks, our approach supports generic Boltzmann-weighted sampling, which enables the positive design of RNA sequences with specific free energies (for each of multiple, possibly pseudoknotted, target structures) and GC-content. Moreover, we study general properties of our approach empirically and generate biologically relevant multi-target Boltzmann-weighted designs for an established design benchmark. Our results demonstrate the efficacy and feasibility of the method in practice as well as the benefits of Boltzmann sampling over the previously best multi-target sampling strategy-even for the case of negative design of multi-stable RNAs. Besides empirically studies, we finally justify the algorithmic details due to a fundamental theoretic result about multi-stable RNA design, namely the #P-hardness of the counting of designs.

Conclusion: introduces a novel, flexible, and effective approach to multi-target RNA design, which promises broad applicability and extensibility. Our free software is available at: https://github.com/yannponty/RNARedPrint Supplementary data are available online.

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Source
http://www.ncbi.nlm.nih.gov/pmc/articles/PMC6482512PMC
http://dx.doi.org/10.1186/s12859-019-2784-7DOI Listing

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