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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...

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Autores principales: 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
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2022
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.
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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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