Cargando…

Rapid-SL identifies synthetic lethal sets with an arbitrary cardinality

The multidrug resistance of numerous pathogenic microorganisms is a serious challenge that raises global healthcare concerns. Multi-target medications and combinatorial therapeutics are much more effective than single-target drugs due to their synergistic impact on the systematic activities of micro...

Descripción completa

Detalles Bibliográficos
Autores principales: Dehghan Manshadi, Mehdi, Setoodeh, Payam, Zare, Habil
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9388495/
https://www.ncbi.nlm.nih.gov/pubmed/35982201
http://dx.doi.org/10.1038/s41598-022-18177-w
_version_ 1784770238055710720
author Dehghan Manshadi, Mehdi
Setoodeh, Payam
Zare, Habil
author_facet Dehghan Manshadi, Mehdi
Setoodeh, Payam
Zare, Habil
author_sort Dehghan Manshadi, Mehdi
collection PubMed
description The multidrug resistance of numerous pathogenic microorganisms is a serious challenge that raises global healthcare concerns. Multi-target medications and combinatorial therapeutics are much more effective than single-target drugs due to their synergistic impact on the systematic activities of microorganisms. Designing efficient combinatorial therapeutics can benefit from identification of synthetic lethals (SLs). An SL is a set of non-essential targets (i.e., reactions or genes) that prevent the proliferation of a microorganism when they are “knocked out” simultaneously. To facilitate the identification of SLs, we introduce Rapid-SL, a new multimodal implementation of the Fast-SL method, using the depth-first search algorithm. The advantages of Rapid-SL over Fast-SL include: (a) the enumeration of all SLs that have an arbitrary cardinality, (b) a shorter runtime due to search space reduction, (c) embarrassingly parallel computations, and (d) the targeted identification of SLs. Targeted identification is important because the enumeration of higher order SLs demands the examination of too many reaction sets. Accordingly, we present specific applications of Rapid-SL for the efficient targeted identification of SLs. In particular, we found up to 67% of all quadruple SLs by investigating about 1% of the search space. Furthermore, 307 sextuples, 476 septuples, and over 9000 octuples are found for Escherichia coli genome-scale model, iAF1260.
format Online
Article
Text
id pubmed-9388495
institution National Center for Biotechnology Information
language English
publishDate 2022
publisher Nature Publishing Group UK
record_format MEDLINE/PubMed
spelling pubmed-93884952022-08-20 Rapid-SL identifies synthetic lethal sets with an arbitrary cardinality Dehghan Manshadi, Mehdi Setoodeh, Payam Zare, Habil Sci Rep Article The multidrug resistance of numerous pathogenic microorganisms is a serious challenge that raises global healthcare concerns. Multi-target medications and combinatorial therapeutics are much more effective than single-target drugs due to their synergistic impact on the systematic activities of microorganisms. Designing efficient combinatorial therapeutics can benefit from identification of synthetic lethals (SLs). An SL is a set of non-essential targets (i.e., reactions or genes) that prevent the proliferation of a microorganism when they are “knocked out” simultaneously. To facilitate the identification of SLs, we introduce Rapid-SL, a new multimodal implementation of the Fast-SL method, using the depth-first search algorithm. The advantages of Rapid-SL over Fast-SL include: (a) the enumeration of all SLs that have an arbitrary cardinality, (b) a shorter runtime due to search space reduction, (c) embarrassingly parallel computations, and (d) the targeted identification of SLs. Targeted identification is important because the enumeration of higher order SLs demands the examination of too many reaction sets. Accordingly, we present specific applications of Rapid-SL for the efficient targeted identification of SLs. In particular, we found up to 67% of all quadruple SLs by investigating about 1% of the search space. Furthermore, 307 sextuples, 476 septuples, and over 9000 octuples are found for Escherichia coli genome-scale model, iAF1260. Nature Publishing Group UK 2022-08-18 /pmc/articles/PMC9388495/ /pubmed/35982201 http://dx.doi.org/10.1038/s41598-022-18177-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 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
Dehghan Manshadi, Mehdi
Setoodeh, Payam
Zare, Habil
Rapid-SL identifies synthetic lethal sets with an arbitrary cardinality
title Rapid-SL identifies synthetic lethal sets with an arbitrary cardinality
title_full Rapid-SL identifies synthetic lethal sets with an arbitrary cardinality
title_fullStr Rapid-SL identifies synthetic lethal sets with an arbitrary cardinality
title_full_unstemmed Rapid-SL identifies synthetic lethal sets with an arbitrary cardinality
title_short Rapid-SL identifies synthetic lethal sets with an arbitrary cardinality
title_sort rapid-sl identifies synthetic lethal sets with an arbitrary cardinality
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9388495/
https://www.ncbi.nlm.nih.gov/pubmed/35982201
http://dx.doi.org/10.1038/s41598-022-18177-w
work_keys_str_mv AT dehghanmanshadimehdi rapidslidentifiessyntheticlethalsetswithanarbitrarycardinality
AT setoodehpayam rapidslidentifiessyntheticlethalsetswithanarbitrarycardinality
AT zarehabil rapidslidentifiessyntheticlethalsetswithanarbitrarycardinality