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Mapping the effects of drugs on the immune system
Understanding how drugs affect the immune system has consequences for treating disease and minimizing unwanted side effects. Here we present an integrative computational approach for predicting interactions between drugs and immune cells in a system-wide manner. The approach matches gene sets betwee...
Autores principales: | , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
2015
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4706827/ https://www.ncbi.nlm.nih.gov/pubmed/26619012 http://dx.doi.org/10.1038/nbt.3367 |
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author | Kidd, Brian A Wroblewska, Aleksandra Boland, Mary R Agudo, Judith Merad, Miriam Tatonetti, Nicholas P Brown, Brian D Dudley, Joel T |
author_facet | Kidd, Brian A Wroblewska, Aleksandra Boland, Mary R Agudo, Judith Merad, Miriam Tatonetti, Nicholas P Brown, Brian D Dudley, Joel T |
author_sort | Kidd, Brian A |
collection | PubMed |
description | Understanding how drugs affect the immune system has consequences for treating disease and minimizing unwanted side effects. Here we present an integrative computational approach for predicting interactions between drugs and immune cells in a system-wide manner. The approach matches gene sets between transcriptional signatures to determine their similarity. We apply the method to model the interactions between 1,309 drugs and 221 immune cell types and predict 69,995 known and novel interactions. The resulting immune-cell pharmacology map is used to predict how 5 drugs influence 4 immune cell types in humans and mice. To validate the predictions, we analyzed patient records and examined cell population changes from in vivo experiments. Our method offers a tool for screening thousands of interactions to identify relationships between drugs and the immune system. |
format | Online Article Text |
id | pubmed-4706827 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2015 |
record_format | MEDLINE/PubMed |
spelling | pubmed-47068272016-05-30 Mapping the effects of drugs on the immune system Kidd, Brian A Wroblewska, Aleksandra Boland, Mary R Agudo, Judith Merad, Miriam Tatonetti, Nicholas P Brown, Brian D Dudley, Joel T Nat Biotechnol Article Understanding how drugs affect the immune system has consequences for treating disease and minimizing unwanted side effects. Here we present an integrative computational approach for predicting interactions between drugs and immune cells in a system-wide manner. The approach matches gene sets between transcriptional signatures to determine their similarity. We apply the method to model the interactions between 1,309 drugs and 221 immune cell types and predict 69,995 known and novel interactions. The resulting immune-cell pharmacology map is used to predict how 5 drugs influence 4 immune cell types in humans and mice. To validate the predictions, we analyzed patient records and examined cell population changes from in vivo experiments. Our method offers a tool for screening thousands of interactions to identify relationships between drugs and the immune system. 2015-11-30 2016-01 /pmc/articles/PMC4706827/ /pubmed/26619012 http://dx.doi.org/10.1038/nbt.3367 Text en http://www.nature.com/authors/editorial_policies/license.html#terms Users may view, print, copy, and download text and data-mine the content in such documents, for the purposes of academic research, subject always to the full Conditions of use:http://www.nature.com/authors/editorial_policies/license.html#terms |
spellingShingle | Article Kidd, Brian A Wroblewska, Aleksandra Boland, Mary R Agudo, Judith Merad, Miriam Tatonetti, Nicholas P Brown, Brian D Dudley, Joel T Mapping the effects of drugs on the immune system |
title | Mapping the effects of drugs on the immune system |
title_full | Mapping the effects of drugs on the immune system |
title_fullStr | Mapping the effects of drugs on the immune system |
title_full_unstemmed | Mapping the effects of drugs on the immune system |
title_short | Mapping the effects of drugs on the immune system |
title_sort | mapping the effects of drugs on the immune system |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4706827/ https://www.ncbi.nlm.nih.gov/pubmed/26619012 http://dx.doi.org/10.1038/nbt.3367 |
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