Theoretical basis for stabilizing messenger RNA through secondary structure design.

Biophysics Computational biology RNA degradation RNA structure mRNA therapeutics mRNA vaccines

Journal

bioRxiv : the preprint server for biology
Titre abrégé: bioRxiv
Pays: United States
ID NLM: 101680187

Informations de publication

Date de publication:
19 Feb 2021
Historique:
pubmed: 2 9 2020
medline: 2 9 2020
entrez: 2 9 2020
Statut: epublish

Résumé

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.

Identifiants

pubmed: 32869022
doi: 10.1101/2020.08.22.262931
pmc: PMC7457604
pii:
doi:

Types de publication

Preprint

Langues

eng

Commentaires et corrections

Type : UpdateIn

Déclaration de conflit d'intérêts

Conflict of Interest. Stanford University is filing a patent application based on concepts and design methods described in this paper.

Références

Bioinformatics. 2016 Mar 15;32(6):828-34
pubmed: 26589279
Biochem J. 1952 Dec;52(4):552-7
pubmed: 13018277
Nucleic Acids Res. 1987 Feb 11;15(3):1281-95
pubmed: 3547335
J Biol Chem. 2004 Mar 26;279(13):12542-50
pubmed: 14729660
Proc Natl Acad Sci U S A. 2019 Nov 26;116(48):24075-24083
pubmed: 31712433
Inhal Toxicol. 2015 Jan;27(1):74-82
pubmed: 25600141
Mol Ther. 2020 Jul 8;28(7):1559-1560
pubmed: 32579882
Bioinformatics. 2006 Jul 15;22(14):e90-8
pubmed: 16873527
Chem Rev. 1998 May 7;98(3):961-990
pubmed: 11848921
Proc Natl Acad Sci U S A. 2008 Oct 21;105(42):16153-8
pubmed: 18845685
Science. 2020 Mar 13;367(6483):1260-1263
pubmed: 32075877
Proc Natl Acad Sci U S A. 2012 Sep 4;109(36):14604-9
pubmed: 22908294
J Hypertens. 1990 Apr;8(4):303-6
pubmed: 2160486
Biochemistry. 2018 Jul 3;57(26):3537-3539
pubmed: 29894169
BMC Bioinformatics. 2010 Mar 15;11:129
pubmed: 20230624
Algorithms Mol Biol. 2011 Nov 24;6:26
pubmed: 22115189
Methods Enzymol. 2013;530:101-14
pubmed: 24034317
J Comput Chem. 2011 Jan 15;32(1):170-3
pubmed: 20645303
Sci Rep. 2020 Nov 24;10(1):20465
pubmed: 33235258
Virus Res. 2017 Feb 2;229:9-16
pubmed: 27993624
Viruses. 2020 Feb 25;12(3):
pubmed: 32106567
Genome Med. 2017 Jun 27;9(1):60
pubmed: 28655327
PLoS One. 2014 Sep 04;9(9):e105875
pubmed: 25188030
ACS Nano. 2020 Jul 28;14(7):7760-7782
pubmed: 32571007
Proc Natl Acad Sci U S A. 1990 Nov;87(21):8301-5
pubmed: 2236042
J Comput Biol. 2003;10(3-4):419-32
pubmed: 12935336
J Mater Chem C Mater. 2016 Apr 14;4(14):2925-2930
pubmed: 27087967
Mol Cell. 2020 Dec 17;80(6):980-995.e13
pubmed: 33202249
Proc Natl Acad Sci U S A. 2014 Feb 11;111(6):2122-7
pubmed: 24469816
PLoS One. 2020 Dec 22;15(12):e0244176
pubmed: 33351863
Cell. 2006 Jul 28;126(2):309-20
pubmed: 16859740
Nucleic Acids Res. 2002 Jan 15;30(2):468-74
pubmed: 11788709
Cell Biochem Biophys. 2001;34(1):95-119
pubmed: 11394443
J Anal Methods Chem. 2013;2013:581093
pubmed: 24490106
Annu Rev Immunol. 2019 Apr 26;37:349-375
pubmed: 30673536
Methods Mol Biol. 2008;419:53-67
pubmed: 18369975
Nat Commun. 2020 Jul 9;11(1):3523
pubmed: 32647131
Nat Methods. 2022 Oct;19(10):1234-1242
pubmed: 36192461
Bioact Mater. 2020 Mar 18;5(2):358-363
pubmed: 32206737
Nature. 2020 Mar;579(7798):265-269
pubmed: 32015508
Cell. 2020 Sep 3;182(5):1271-1283.e16
pubmed: 32795413
Annu Rev Biophys. 2008;37:197-214
pubmed: 18573079

Auteurs

Hannah K Wayment-Steele (HK)

Department of Chemistry, Stanford University, Stanford, CA, 94305.
Eterna Massive Open Laboratory. Consortium authors listed in Table S1.

Do Soon Kim (DS)

Eterna Massive Open Laboratory. Consortium authors listed in Table S1.
Department of Chemical and Biological Engineering, Northwestern University, Evanston, IL, 60208.
Department of Biochemistry, Stanford University, Stanford, CA, 94305.

Christian A Choe (CA)

Eterna Massive Open Laboratory. Consortium authors listed in Table S1.
Department of Bioengineering, Stanford University, Stanford, CA, 94305.

John J Nicol (JJ)

Eterna Massive Open Laboratory. Consortium authors listed in Table S1.

Roger Wellington-Oguri (R)

Eterna Massive Open Laboratory. Consortium authors listed in Table S1.

Andrew M Watkins (AM)

Eterna Massive Open Laboratory. Consortium authors listed in Table S1.
Department of Biochemistry, Stanford University, Stanford, CA, 94305.

R Andres Parra Sperberg (RAP)

Department of Bioengineering, Stanford University, Stanford, CA, 94305.

Po-Ssu Huang (PS)

Department of Bioengineering, Stanford University, Stanford, CA, 94305.

Eterna Participants (E)

Eterna Massive Open Laboratory. Consortium authors listed in Table S1.

Rhiju Das (R)

Eterna Massive Open Laboratory. Consortium authors listed in Table S1.
Department of Biochemistry, Stanford University, Stanford, CA, 94305.
Department of Physics, Stanford University, Stanford, CA, 94305.

Classifications MeSH