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How Many Parameters Does It Take to Describe Disease Tolerance?
The study of infectious disease has been aided by model organisms, which have helped to elucidate molecular mechanisms and contributed to the development of new treatments; however, the lack of a conceptual framework for unifying findings across models, combined with host variability, has impeded pr...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2016
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4835111/ https://www.ncbi.nlm.nih.gov/pubmed/27088212 http://dx.doi.org/10.1371/journal.pbio.1002435 |
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author | Louie, Alexander Song, Kyung Han Hotson, Alejandra Thomas Tate, Ann Schneider, David S. |
author_facet | Louie, Alexander Song, Kyung Han Hotson, Alejandra Thomas Tate, Ann Schneider, David S. |
author_sort | Louie, Alexander |
collection | PubMed |
description | The study of infectious disease has been aided by model organisms, which have helped to elucidate molecular mechanisms and contributed to the development of new treatments; however, the lack of a conceptual framework for unifying findings across models, combined with host variability, has impeded progress and translation. Here, we fill this gap with a simple graphical and mathematical framework to study disease tolerance, the dose response curve relating health to microbe load; this approach helped uncover parameters that were previously overlooked. Using a model experimental system in which we challenged Drosophila melanogaster with the pathogen Listeria monocytogenes, we tested this framework, finding that microbe growth, the immune response, and disease tolerance were all well represented by sigmoid models. As we altered the system by varying host or pathogen genetics, disease tolerance varied, as we would expect if it was indeed governed by parameters controlling the sensitivity of the system (the number of bacteria required to trigger a response) and maximal effect size according to a logistic equation. Though either the pathogen or host immune response or both together could theoretically be the proximal cause of pathology that killed the flies, we found that the pathogen, but not the immune response, drove damage in this model. With this new understanding of the circuitry controlling disease tolerance, we can now propose better ways of choosing, combining, and developing treatments. |
format | Online Article Text |
id | pubmed-4835111 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2016 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-48351112016-04-29 How Many Parameters Does It Take to Describe Disease Tolerance? Louie, Alexander Song, Kyung Han Hotson, Alejandra Thomas Tate, Ann Schneider, David S. PLoS Biol Research Article The study of infectious disease has been aided by model organisms, which have helped to elucidate molecular mechanisms and contributed to the development of new treatments; however, the lack of a conceptual framework for unifying findings across models, combined with host variability, has impeded progress and translation. Here, we fill this gap with a simple graphical and mathematical framework to study disease tolerance, the dose response curve relating health to microbe load; this approach helped uncover parameters that were previously overlooked. Using a model experimental system in which we challenged Drosophila melanogaster with the pathogen Listeria monocytogenes, we tested this framework, finding that microbe growth, the immune response, and disease tolerance were all well represented by sigmoid models. As we altered the system by varying host or pathogen genetics, disease tolerance varied, as we would expect if it was indeed governed by parameters controlling the sensitivity of the system (the number of bacteria required to trigger a response) and maximal effect size according to a logistic equation. Though either the pathogen or host immune response or both together could theoretically be the proximal cause of pathology that killed the flies, we found that the pathogen, but not the immune response, drove damage in this model. With this new understanding of the circuitry controlling disease tolerance, we can now propose better ways of choosing, combining, and developing treatments. Public Library of Science 2016-04-18 /pmc/articles/PMC4835111/ /pubmed/27088212 http://dx.doi.org/10.1371/journal.pbio.1002435 Text en © 2016 Louie et al http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are properly credited. |
spellingShingle | Research Article Louie, Alexander Song, Kyung Han Hotson, Alejandra Thomas Tate, Ann Schneider, David S. How Many Parameters Does It Take to Describe Disease Tolerance? |
title | How Many Parameters Does It Take to Describe Disease Tolerance? |
title_full | How Many Parameters Does It Take to Describe Disease Tolerance? |
title_fullStr | How Many Parameters Does It Take to Describe Disease Tolerance? |
title_full_unstemmed | How Many Parameters Does It Take to Describe Disease Tolerance? |
title_short | How Many Parameters Does It Take to Describe Disease Tolerance? |
title_sort | how many parameters does it take to describe disease tolerance? |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4835111/ https://www.ncbi.nlm.nih.gov/pubmed/27088212 http://dx.doi.org/10.1371/journal.pbio.1002435 |
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