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Theoretical basis for stabilizing messenger RNA through secondary structure design
RNA hydrolysis presents problems in manufacturing, long-term storage, world-wide delivery, and in vivo stability of messenger RNA (mRNA)-based vaccines and therapeutics. A largely unexplored strategy to reduce mRNA hydrolysis is to redesign RNAs to form double-stranded regions, which are protected f...
Autores principales: | , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Cold Spring Harbor Laboratory
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7457604/ https://www.ncbi.nlm.nih.gov/pubmed/32869022 http://dx.doi.org/10.1101/2020.08.22.262931 |
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author | Wayment-Steele, Hannah K. Kim, Do Soon Choe, Christian A. Nicol, John J. Wellington-Oguri, Roger Watkins, Andrew M. Sperberg, R. Andres Parra Huang, Po-Ssu Participants, Eterna Das, Rhiju |
author_facet | Wayment-Steele, Hannah K. Kim, Do Soon Choe, Christian A. Nicol, John J. Wellington-Oguri, Roger Watkins, Andrew M. Sperberg, R. Andres Parra Huang, Po-Ssu Participants, Eterna Das, Rhiju |
author_sort | Wayment-Steele, Hannah K. |
collection | PubMed |
description | RNA hydrolysis presents problems in manufacturing, long-term storage, world-wide delivery, and in vivo stability of messenger RNA (mRNA)-based vaccines and therapeutics. A largely unexplored strategy to reduce mRNA hydrolysis is to redesign RNAs to form double-stranded regions, which are protected from in-line cleavage and enzymatic degradation, while coding for the same proteins. The amount of stabilization that this strategy can deliver and the most effective algorithmic approach to achieve stabilization remain poorly understood. Here, we present simple calculations for estimating RNA stability against hydrolysis, and a model that links the average unpaired probability of an mRNA, or AUP, to its overall hydrolysis rate. To characterize the stabilization achievable through structure design, we compare AUP optimization by conventional mRNA design methods to results from more computationally sophisticated algorithms and crowdsourcing through the OpenVaccine challenge on the Eterna platform. These computational tests were carried out on both model mRNAs and COVID-19 mRNA vaccine candidates. We find that rational design on Eterna and the more sophisticated algorithms lead to constructs with low AUP, which we term ‘superfolder’ mRNAs. These designs exhibit wide diversity of sequence and structure features that may be desirable for translation, biophysical size, and immunogenicity, and their folding is robust to temperature, choice of flanking untranslated regions, and changes in target protein sequence, as illustrated by rapid redesign of superfolder mRNAs for B.1.351, P.1, and B.1.1.7 variants of the prefusion-stabilized SARS-CoV-2 spike protein. Increases in in vitro mRNA half-life by at least two-fold appear immediately achievable. |
format | Online Article Text |
id | pubmed-7457604 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Cold Spring Harbor Laboratory |
record_format | MEDLINE/PubMed |
spelling | pubmed-74576042020-09-01 Theoretical basis for stabilizing messenger RNA through secondary structure design Wayment-Steele, Hannah K. Kim, Do Soon Choe, Christian A. Nicol, John J. Wellington-Oguri, Roger Watkins, Andrew M. Sperberg, R. Andres Parra Huang, Po-Ssu Participants, Eterna Das, Rhiju bioRxiv Article RNA hydrolysis presents problems in manufacturing, long-term storage, world-wide delivery, and in vivo stability of messenger RNA (mRNA)-based vaccines and therapeutics. A largely unexplored strategy to reduce mRNA hydrolysis is to redesign RNAs to form double-stranded regions, which are protected from in-line cleavage and enzymatic degradation, while coding for the same proteins. The amount of stabilization that this strategy can deliver and the most effective algorithmic approach to achieve stabilization remain poorly understood. Here, we present simple calculations for estimating RNA stability against hydrolysis, and a model that links the average unpaired probability of an mRNA, or AUP, to its overall hydrolysis rate. To characterize the stabilization achievable through structure design, we compare AUP optimization by conventional mRNA design methods to results from more computationally sophisticated algorithms and crowdsourcing through the OpenVaccine challenge on the Eterna platform. These computational tests were carried out on both model mRNAs and COVID-19 mRNA vaccine candidates. We find that rational design on Eterna and the more sophisticated algorithms lead to constructs with low AUP, which we term ‘superfolder’ mRNAs. These designs exhibit wide diversity of sequence and structure features that may be desirable for translation, biophysical size, and immunogenicity, and their folding is robust to temperature, choice of flanking untranslated regions, and changes in target protein sequence, as illustrated by rapid redesign of superfolder mRNAs for B.1.351, P.1, and B.1.1.7 variants of the prefusion-stabilized SARS-CoV-2 spike protein. Increases in in vitro mRNA half-life by at least two-fold appear immediately achievable. Cold Spring Harbor Laboratory 2021-02-19 /pmc/articles/PMC7457604/ /pubmed/32869022 http://dx.doi.org/10.1101/2020.08.22.262931 Text en https://creativecommons.org/licenses/by/4.0/This work is licensed under a Creative Commons Attribution 4.0 International License (https://creativecommons.org/licenses/by/4.0/) , which allows reusers to distribute, remix, adapt, and build upon the material in any medium or format, so long as attribution is given to the creator. The license allows for commercial use. |
spellingShingle | Article Wayment-Steele, Hannah K. Kim, Do Soon Choe, Christian A. Nicol, John J. Wellington-Oguri, Roger Watkins, Andrew M. Sperberg, R. Andres Parra Huang, Po-Ssu Participants, Eterna Das, Rhiju Theoretical basis for stabilizing messenger RNA through secondary structure design |
title | Theoretical basis for stabilizing messenger RNA through secondary structure design |
title_full | Theoretical basis for stabilizing messenger RNA through secondary structure design |
title_fullStr | Theoretical basis for stabilizing messenger RNA through secondary structure design |
title_full_unstemmed | Theoretical basis for stabilizing messenger RNA through secondary structure design |
title_short | Theoretical basis for stabilizing messenger RNA through secondary structure design |
title_sort | theoretical basis for stabilizing messenger rna through secondary structure design |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7457604/ https://www.ncbi.nlm.nih.gov/pubmed/32869022 http://dx.doi.org/10.1101/2020.08.22.262931 |
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