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The relative resistance of children to sepsis mortality: from pathways to drug candidates
Attempts to develop drugs that address sepsis based on leads developed in animal models have failed. We sought to identify leads based on human data by exploiting a natural experiment: the relative resistance of children to mortality from severe infections and sepsis. Using public datasets, we ident...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
John Wiley and Sons Inc.
2018
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5974511/ https://www.ncbi.nlm.nih.gov/pubmed/29773677 http://dx.doi.org/10.15252/msb.20177998 |
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author | Joachim, Rose B Altschuler, Gabriel M Hutchinson, John N Wong, Hector R Hide, Winston A Kobzik, Lester |
author_facet | Joachim, Rose B Altschuler, Gabriel M Hutchinson, John N Wong, Hector R Hide, Winston A Kobzik, Lester |
author_sort | Joachim, Rose B |
collection | PubMed |
description | Attempts to develop drugs that address sepsis based on leads developed in animal models have failed. We sought to identify leads based on human data by exploiting a natural experiment: the relative resistance of children to mortality from severe infections and sepsis. Using public datasets, we identified key differences in pathway activity (Pathprint) in blood transcriptome profiles of septic adults and children. To find drugs that could promote beneficial (child) pathways or inhibit harmful (adult) ones, we built an in silico pathway drug network (PDN) using expression correlation between drug, disease, and pathway gene signatures across 58,475 microarrays. Specific pathway clusters from children or adults were assessed for correlation with drug‐based signatures. Validation by literature curation and by direct testing in an endotoxemia model of murine sepsis of the most correlated drug candidates demonstrated that the Pathprint‐PDN methodology is more effective at generating positive drug leads than gene‐level methods (e.g., CMap). Pathway‐centric Pathprint‐PDN is a powerful new way to identify drug candidates for intervention against sepsis and provides direct insight into pathways that may determine survival. |
format | Online Article Text |
id | pubmed-5974511 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2018 |
publisher | John Wiley and Sons Inc. |
record_format | MEDLINE/PubMed |
spelling | pubmed-59745112018-06-05 The relative resistance of children to sepsis mortality: from pathways to drug candidates Joachim, Rose B Altschuler, Gabriel M Hutchinson, John N Wong, Hector R Hide, Winston A Kobzik, Lester Mol Syst Biol Articles Attempts to develop drugs that address sepsis based on leads developed in animal models have failed. We sought to identify leads based on human data by exploiting a natural experiment: the relative resistance of children to mortality from severe infections and sepsis. Using public datasets, we identified key differences in pathway activity (Pathprint) in blood transcriptome profiles of septic adults and children. To find drugs that could promote beneficial (child) pathways or inhibit harmful (adult) ones, we built an in silico pathway drug network (PDN) using expression correlation between drug, disease, and pathway gene signatures across 58,475 microarrays. Specific pathway clusters from children or adults were assessed for correlation with drug‐based signatures. Validation by literature curation and by direct testing in an endotoxemia model of murine sepsis of the most correlated drug candidates demonstrated that the Pathprint‐PDN methodology is more effective at generating positive drug leads than gene‐level methods (e.g., CMap). Pathway‐centric Pathprint‐PDN is a powerful new way to identify drug candidates for intervention against sepsis and provides direct insight into pathways that may determine survival. John Wiley and Sons Inc. 2018-05-17 /pmc/articles/PMC5974511/ /pubmed/29773677 http://dx.doi.org/10.15252/msb.20177998 Text en © 2018 The Authors. Published under the terms of the CC BY 4.0 license This is an open access article under the terms of the http://creativecommons.org/licenses/by/4.0/ License, which permits use, distribution and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Articles Joachim, Rose B Altschuler, Gabriel M Hutchinson, John N Wong, Hector R Hide, Winston A Kobzik, Lester The relative resistance of children to sepsis mortality: from pathways to drug candidates |
title | The relative resistance of children to sepsis mortality: from pathways to drug candidates |
title_full | The relative resistance of children to sepsis mortality: from pathways to drug candidates |
title_fullStr | The relative resistance of children to sepsis mortality: from pathways to drug candidates |
title_full_unstemmed | The relative resistance of children to sepsis mortality: from pathways to drug candidates |
title_short | The relative resistance of children to sepsis mortality: from pathways to drug candidates |
title_sort | relative resistance of children to sepsis mortality: from pathways to drug candidates |
topic | Articles |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5974511/ https://www.ncbi.nlm.nih.gov/pubmed/29773677 http://dx.doi.org/10.15252/msb.20177998 |
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