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RNA Secondary Structure Prediction Using High-throughput SHAPE
Published on: May 31, 2013
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Theoretical basis for stabilizing messenger RNA through secondary structure design.
Hannah K Wayment-Steele1,2, Do Soon Kim2,3,4, Christian A Choe2,5
1Department of Chemistry, Stanford University, Stanford, CA 94305, USA.
Nucleic Acids Research
|September 14, 2021
Summary
Redesigning messenger RNA (mRNA) to form stable double-stranded regions protects against hydrolysis. This strategy, termed "superfolder" mRNA, significantly enhances RNA stability for vaccines and therapeutics.
Area of Science:
- Biochemistry
- Molecular Biology
- Bioinformatics
Background:
- Messenger RNA (mRNA) hydrolysis poses significant challenges for vaccine and therapeutic manufacturing, storage, delivery, and in vivo stability.
- Reducing mRNA degradation is crucial for the efficacy and practicality of mRNA-based technologies.
- Current strategies for enhancing mRNA stability are limited, necessitating novel approaches.
Purpose of the Study:
- To explore RNA redesign as a strategy to mitigate mRNA hydrolysis by forming protective double-stranded regions.
- To develop methods for estimating RNA stability and linking it to structural properties like average unpaired probability (AUP).
- To compare the effectiveness of different algorithmic approaches and crowdsourcing in optimizing mRNA structure for stability.
Main Methods:
- Developed calculations to estimate RNA stability against hydrolysis.
- Introduced a model correlating average unpaired probability (AUP) with mRNA hydrolysis rate.
- Compared AUP optimization using conventional methods, sophisticated algorithms, and crowdsourcing (OpenVaccine on Eterna).
Main Results:
- Identified 'superfolder' mRNAs, generated through rational design and advanced algorithms, exhibiting significantly low AUP.
- Demonstrated that superfolder mRNAs possess diverse sequence and structure features potentially beneficial for translation, size, and immunogenicity.
- Showcased the robustness of superfolder mRNA folding across various conditions and its adaptability to new target protein sequences, including SARS-CoV-2 variants.
Conclusions:
- RNA redesign into stable structures ('superfolder' mRNAs) is an effective strategy to combat hydrolysis.
- Advanced computational algorithms and rational design approaches, including crowdsourcing, can yield highly stabilized mRNA constructs.
- Superfolder mRNAs offer a promising avenue for improving the stability and applicability of mRNA-based therapeutics and vaccines, with potential for at least a two-fold increase in in vitro half-life.
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