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Combinatorial optimization of mRNA structure, stability, and translation for RNA-based therapeutics
Therapeutic mRNAs and vaccines are being developed for a broad range of human diseases, including COVID-19. However, their optimization is hindered by mRNA instability and inefficient protein expression. Here, we describe design principles that overcome these barriers. We develop an RNA sequencing-b...
Autores principales: | , , , , , , , , , , , , , , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8940940/ https://www.ncbi.nlm.nih.gov/pubmed/35318324 http://dx.doi.org/10.1038/s41467-022-28776-w |
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author | Leppek, Kathrin Byeon, Gun Woo Kladwang, Wipapat Wayment-Steele, Hannah K. Kerr, Craig H. Xu, Adele F. Kim, Do Soon Topkar, Ved V. Choe, Christian Rothschild, Daphna Tiu, Gerald C. Wellington-Oguri, Roger Fujii, Kotaro Sharma, Eesha Watkins, Andrew M. Nicol, John J. Romano, Jonathan Tunguz, Bojan Diaz, Fernando Cai, Hui Guo, Pengbo Wu, Jiewei Meng, Fanyu Shi, Shuai Participants, Eterna Dormitzer, Philip R. Solórzano, Alicia Barna, Maria Das, Rhiju |
author_facet | Leppek, Kathrin Byeon, Gun Woo Kladwang, Wipapat Wayment-Steele, Hannah K. Kerr, Craig H. Xu, Adele F. Kim, Do Soon Topkar, Ved V. Choe, Christian Rothschild, Daphna Tiu, Gerald C. Wellington-Oguri, Roger Fujii, Kotaro Sharma, Eesha Watkins, Andrew M. Nicol, John J. Romano, Jonathan Tunguz, Bojan Diaz, Fernando Cai, Hui Guo, Pengbo Wu, Jiewei Meng, Fanyu Shi, Shuai Participants, Eterna Dormitzer, Philip R. Solórzano, Alicia Barna, Maria Das, Rhiju |
author_sort | Leppek, Kathrin |
collection | PubMed |
description | Therapeutic mRNAs and vaccines are being developed for a broad range of human diseases, including COVID-19. However, their optimization is hindered by mRNA instability and inefficient protein expression. Here, we describe design principles that overcome these barriers. We develop an RNA sequencing-based platform called PERSIST-seq to systematically delineate in-cell mRNA stability, ribosome load, as well as in-solution stability of a library of diverse mRNAs. We find that, surprisingly, in-cell stability is a greater driver of protein output than high ribosome load. We further introduce a method called In-line-seq, applied to thousands of diverse RNAs, that reveals sequence and structure-based rules for mitigating hydrolytic degradation. Our findings show that highly structured “superfolder” mRNAs can be designed to improve both stability and expression with further enhancement through pseudouridine nucleoside modification. Together, our study demonstrates simultaneous improvement of mRNA stability and protein expression and provides a computational-experimental platform for the enhancement of mRNA medicines. |
format | Online Article Text |
id | pubmed-8940940 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-89409402022-04-08 Combinatorial optimization of mRNA structure, stability, and translation for RNA-based therapeutics Leppek, Kathrin Byeon, Gun Woo Kladwang, Wipapat Wayment-Steele, Hannah K. Kerr, Craig H. Xu, Adele F. Kim, Do Soon Topkar, Ved V. Choe, Christian Rothschild, Daphna Tiu, Gerald C. Wellington-Oguri, Roger Fujii, Kotaro Sharma, Eesha Watkins, Andrew M. Nicol, John J. Romano, Jonathan Tunguz, Bojan Diaz, Fernando Cai, Hui Guo, Pengbo Wu, Jiewei Meng, Fanyu Shi, Shuai Participants, Eterna Dormitzer, Philip R. Solórzano, Alicia Barna, Maria Das, Rhiju Nat Commun Article Therapeutic mRNAs and vaccines are being developed for a broad range of human diseases, including COVID-19. However, their optimization is hindered by mRNA instability and inefficient protein expression. Here, we describe design principles that overcome these barriers. We develop an RNA sequencing-based platform called PERSIST-seq to systematically delineate in-cell mRNA stability, ribosome load, as well as in-solution stability of a library of diverse mRNAs. We find that, surprisingly, in-cell stability is a greater driver of protein output than high ribosome load. We further introduce a method called In-line-seq, applied to thousands of diverse RNAs, that reveals sequence and structure-based rules for mitigating hydrolytic degradation. Our findings show that highly structured “superfolder” mRNAs can be designed to improve both stability and expression with further enhancement through pseudouridine nucleoside modification. Together, our study demonstrates simultaneous improvement of mRNA stability and protein expression and provides a computational-experimental platform for the enhancement of mRNA medicines. Nature Publishing Group UK 2022-03-22 /pmc/articles/PMC8940940/ /pubmed/35318324 http://dx.doi.org/10.1038/s41467-022-28776-w Text en © The Author(s) 2022 https://creativecommons.org/licenses/by/4.0/Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . |
spellingShingle | Article Leppek, Kathrin Byeon, Gun Woo Kladwang, Wipapat Wayment-Steele, Hannah K. Kerr, Craig H. Xu, Adele F. Kim, Do Soon Topkar, Ved V. Choe, Christian Rothschild, Daphna Tiu, Gerald C. Wellington-Oguri, Roger Fujii, Kotaro Sharma, Eesha Watkins, Andrew M. Nicol, John J. Romano, Jonathan Tunguz, Bojan Diaz, Fernando Cai, Hui Guo, Pengbo Wu, Jiewei Meng, Fanyu Shi, Shuai Participants, Eterna Dormitzer, Philip R. Solórzano, Alicia Barna, Maria Das, Rhiju Combinatorial optimization of mRNA structure, stability, and translation for RNA-based therapeutics |
title | Combinatorial optimization of mRNA structure, stability, and translation for RNA-based therapeutics |
title_full | Combinatorial optimization of mRNA structure, stability, and translation for RNA-based therapeutics |
title_fullStr | Combinatorial optimization of mRNA structure, stability, and translation for RNA-based therapeutics |
title_full_unstemmed | Combinatorial optimization of mRNA structure, stability, and translation for RNA-based therapeutics |
title_short | Combinatorial optimization of mRNA structure, stability, and translation for RNA-based therapeutics |
title_sort | combinatorial optimization of mrna structure, stability, and translation for rna-based therapeutics |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8940940/ https://www.ncbi.nlm.nih.gov/pubmed/35318324 http://dx.doi.org/10.1038/s41467-022-28776-w |
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