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An Innovative AI-based primer design tool for precise and accurate detection of SARS-CoV-2 variants of concern

As the COVID-19 pandemic winds down, it leaves behind the serious concern that future, even more disruptive pandemics may eventually surface. One of the crucial steps in handling the SARS-CoV-2 pandemic was being able to detect the presence of the virus in an accurate and timely manner, to then deve...

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Autores principales: Perez-Romero, Carmina Angelica, Mendoza-Maldonado, Lucero, Tonda, Alberto, Coz, Etienne, Tabeling, Patrick, Vanhomwegen, Jessica, MacSharry, John, Szafran, Joanna, Bobadilla-Morales, Lucina, Corona-Rivera, Alfredo, Claassen, Eric, Garssen, Johan, Kraneveld, Aletta D., Lopez-Rincon, Alejandro
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10516913/
https://www.ncbi.nlm.nih.gov/pubmed/37737287
http://dx.doi.org/10.1038/s41598-023-42348-y
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author Perez-Romero, Carmina Angelica
Mendoza-Maldonado, Lucero
Tonda, Alberto
Coz, Etienne
Tabeling, Patrick
Vanhomwegen, Jessica
MacSharry, John
Szafran, Joanna
Bobadilla-Morales, Lucina
Corona-Rivera, Alfredo
Claassen, Eric
Garssen, Johan
Kraneveld, Aletta D.
Lopez-Rincon, Alejandro
author_facet Perez-Romero, Carmina Angelica
Mendoza-Maldonado, Lucero
Tonda, Alberto
Coz, Etienne
Tabeling, Patrick
Vanhomwegen, Jessica
MacSharry, John
Szafran, Joanna
Bobadilla-Morales, Lucina
Corona-Rivera, Alfredo
Claassen, Eric
Garssen, Johan
Kraneveld, Aletta D.
Lopez-Rincon, Alejandro
author_sort Perez-Romero, Carmina Angelica
collection PubMed
description As the COVID-19 pandemic winds down, it leaves behind the serious concern that future, even more disruptive pandemics may eventually surface. One of the crucial steps in handling the SARS-CoV-2 pandemic was being able to detect the presence of the virus in an accurate and timely manner, to then develop policies counteracting the spread. Nevertheless, as the pandemic evolved, new variants with potentially dangerous mutations appeared. Faced by these developments, it becomes clear that there is a need for fast and reliable techniques to create highly specific molecular tests, able to uniquely identify VOCs. Using an automated pipeline built around evolutionary algorithms, we designed primer sets for SARS-CoV-2 (main lineage) and for VOC, B.1.1.7 (Alpha) and B.1.1.529 (Omicron). Starting from sequences openly available in the GISAID repository, our pipeline was able to deliver the primer sets for the main lineage and each variant in a matter of hours. Preliminary in-silico validation showed that the sequences in the primer sets featured high accuracy. A pilot test in a laboratory setting confirmed the results: the developed primers were favorably compared against existing commercial versions for the main lineage, and the specific versions for the VOCs B.1.1.7 and B.1.1.529 were clinically tested successfully.
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spelling pubmed-105169132023-09-24 An Innovative AI-based primer design tool for precise and accurate detection of SARS-CoV-2 variants of concern Perez-Romero, Carmina Angelica Mendoza-Maldonado, Lucero Tonda, Alberto Coz, Etienne Tabeling, Patrick Vanhomwegen, Jessica MacSharry, John Szafran, Joanna Bobadilla-Morales, Lucina Corona-Rivera, Alfredo Claassen, Eric Garssen, Johan Kraneveld, Aletta D. Lopez-Rincon, Alejandro Sci Rep Article As the COVID-19 pandemic winds down, it leaves behind the serious concern that future, even more disruptive pandemics may eventually surface. One of the crucial steps in handling the SARS-CoV-2 pandemic was being able to detect the presence of the virus in an accurate and timely manner, to then develop policies counteracting the spread. Nevertheless, as the pandemic evolved, new variants with potentially dangerous mutations appeared. Faced by these developments, it becomes clear that there is a need for fast and reliable techniques to create highly specific molecular tests, able to uniquely identify VOCs. Using an automated pipeline built around evolutionary algorithms, we designed primer sets for SARS-CoV-2 (main lineage) and for VOC, B.1.1.7 (Alpha) and B.1.1.529 (Omicron). Starting from sequences openly available in the GISAID repository, our pipeline was able to deliver the primer sets for the main lineage and each variant in a matter of hours. Preliminary in-silico validation showed that the sequences in the primer sets featured high accuracy. A pilot test in a laboratory setting confirmed the results: the developed primers were favorably compared against existing commercial versions for the main lineage, and the specific versions for the VOCs B.1.1.7 and B.1.1.529 were clinically tested successfully. Nature Publishing Group UK 2023-09-22 /pmc/articles/PMC10516913/ /pubmed/37737287 http://dx.doi.org/10.1038/s41598-023-42348-y Text en © The Author(s) 2023 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 licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence 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 licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) .
spellingShingle Article
Perez-Romero, Carmina Angelica
Mendoza-Maldonado, Lucero
Tonda, Alberto
Coz, Etienne
Tabeling, Patrick
Vanhomwegen, Jessica
MacSharry, John
Szafran, Joanna
Bobadilla-Morales, Lucina
Corona-Rivera, Alfredo
Claassen, Eric
Garssen, Johan
Kraneveld, Aletta D.
Lopez-Rincon, Alejandro
An Innovative AI-based primer design tool for precise and accurate detection of SARS-CoV-2 variants of concern
title An Innovative AI-based primer design tool for precise and accurate detection of SARS-CoV-2 variants of concern
title_full An Innovative AI-based primer design tool for precise and accurate detection of SARS-CoV-2 variants of concern
title_fullStr An Innovative AI-based primer design tool for precise and accurate detection of SARS-CoV-2 variants of concern
title_full_unstemmed An Innovative AI-based primer design tool for precise and accurate detection of SARS-CoV-2 variants of concern
title_short An Innovative AI-based primer design tool for precise and accurate detection of SARS-CoV-2 variants of concern
title_sort innovative ai-based primer design tool for precise and accurate detection of sars-cov-2 variants of concern
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10516913/
https://www.ncbi.nlm.nih.gov/pubmed/37737287
http://dx.doi.org/10.1038/s41598-023-42348-y
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