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Facing the challenges of multiscale modelling of bacterial and fungal pathogen–host interactions

Recent and rapidly evolving progress on high-throughput measurement techniques and computational performance has led to the emergence of new disciplines, such as systems medicine and translational systems biology. At the core of these disciplines lies the desire to produce multiscale models: mathema...

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Autores principales: Schleicher, Jana, Conrad, Theresia, Gustafsson, Mika, Cedersund, Gunnar, Guthke, Reinhard, Linde, Jörg
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Oxford University Press 2017
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5439285/
https://www.ncbi.nlm.nih.gov/pubmed/26857943
http://dx.doi.org/10.1093/bfgp/elv064
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author Schleicher, Jana
Conrad, Theresia
Gustafsson, Mika
Cedersund, Gunnar
Guthke, Reinhard
Linde, Jörg
author_facet Schleicher, Jana
Conrad, Theresia
Gustafsson, Mika
Cedersund, Gunnar
Guthke, Reinhard
Linde, Jörg
author_sort Schleicher, Jana
collection PubMed
description Recent and rapidly evolving progress on high-throughput measurement techniques and computational performance has led to the emergence of new disciplines, such as systems medicine and translational systems biology. At the core of these disciplines lies the desire to produce multiscale models: mathematical models that integrate multiple scales of biological organization, ranging from molecular, cellular and tissue models to organ, whole-organism and population scale models. Using such models, hypotheses can systematically be tested. In this review, we present state-of-the-art multiscale modelling of bacterial and fungal infections, considering both the pathogen and host as well as their interaction. Multiscale modelling of the interactions of bacteria, especially Mycobacterium tuberculosis, with the human host is quite advanced. In contrast, models for fungal infections are still in their infancy, in particular regarding infections with the most important human pathogenic fungi, Candida albicans and Aspergillus fumigatus. We reflect on the current availability of computational approaches for multiscale modelling of host–pathogen interactions and point out current challenges. Finally, we provide an outlook for future requirements of multiscale modelling.
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spelling pubmed-54392852017-05-25 Facing the challenges of multiscale modelling of bacterial and fungal pathogen–host interactions Schleicher, Jana Conrad, Theresia Gustafsson, Mika Cedersund, Gunnar Guthke, Reinhard Linde, Jörg Brief Funct Genomics Papers Recent and rapidly evolving progress on high-throughput measurement techniques and computational performance has led to the emergence of new disciplines, such as systems medicine and translational systems biology. At the core of these disciplines lies the desire to produce multiscale models: mathematical models that integrate multiple scales of biological organization, ranging from molecular, cellular and tissue models to organ, whole-organism and population scale models. Using such models, hypotheses can systematically be tested. In this review, we present state-of-the-art multiscale modelling of bacterial and fungal infections, considering both the pathogen and host as well as their interaction. Multiscale modelling of the interactions of bacteria, especially Mycobacterium tuberculosis, with the human host is quite advanced. In contrast, models for fungal infections are still in their infancy, in particular regarding infections with the most important human pathogenic fungi, Candida albicans and Aspergillus fumigatus. We reflect on the current availability of computational approaches for multiscale modelling of host–pathogen interactions and point out current challenges. Finally, we provide an outlook for future requirements of multiscale modelling. Oxford University Press 2017-03 2016-02-08 /pmc/articles/PMC5439285/ /pubmed/26857943 http://dx.doi.org/10.1093/bfgp/elv064 Text en © The Author 2016. Published by Oxford University Press. http://creativecommons.org/licenses/by-nc/4.0/ This is an Open Access article distributed under the terms of the Creative Commons Attribution Non-Commercial License (http://creativecommons.org/licenses/by-nc/4.0/), which permits non-commercial re-use, distribution, and reproduction in any medium, provided the original work is properly cited. For commercial re-use, please contact journals.permissions@oup.com
spellingShingle Papers
Schleicher, Jana
Conrad, Theresia
Gustafsson, Mika
Cedersund, Gunnar
Guthke, Reinhard
Linde, Jörg
Facing the challenges of multiscale modelling of bacterial and fungal pathogen–host interactions
title Facing the challenges of multiscale modelling of bacterial and fungal pathogen–host interactions
title_full Facing the challenges of multiscale modelling of bacterial and fungal pathogen–host interactions
title_fullStr Facing the challenges of multiscale modelling of bacterial and fungal pathogen–host interactions
title_full_unstemmed Facing the challenges of multiscale modelling of bacterial and fungal pathogen–host interactions
title_short Facing the challenges of multiscale modelling of bacterial and fungal pathogen–host interactions
title_sort facing the challenges of multiscale modelling of bacterial and fungal pathogen–host interactions
topic Papers
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5439285/
https://www.ncbi.nlm.nih.gov/pubmed/26857943
http://dx.doi.org/10.1093/bfgp/elv064
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