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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...
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/PMC9388495/ https://www.ncbi.nlm.nih.gov/pubmed/35982201 http://dx.doi.org/10.1038/s41598-022-18177-w |
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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 |
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