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Taking Bioinformatics to Systems Medicine

Systems medicine promotes a range of approaches and strategies to study human health and disease at a systems level with the aim of improving the overall well-being of (healthy) individuals, and preventing, diagnosing, or curing disease. In this chapter we discuss how bioinformatics critically contr...

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Autores principales: van Kampen, Antoine H. C., Moerland, Perry D.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: 2015
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7120931/
https://www.ncbi.nlm.nih.gov/pubmed/26677177
http://dx.doi.org/10.1007/978-1-4939-3283-2_2
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author van Kampen, Antoine H. C.
Moerland, Perry D.
author_facet van Kampen, Antoine H. C.
Moerland, Perry D.
author_sort van Kampen, Antoine H. C.
collection PubMed
description Systems medicine promotes a range of approaches and strategies to study human health and disease at a systems level with the aim of improving the overall well-being of (healthy) individuals, and preventing, diagnosing, or curing disease. In this chapter we discuss how bioinformatics critically contributes to systems medicine. First, we explain the role of bioinformatics in the management and analysis of data. In particular we show the importance of publicly available biological and clinical repositories to support systems medicine studies. Second, we discuss how the integration and analysis of multiple types of omics data through integrative bioinformatics may facilitate the determination of more predictive and robust disease signatures, lead to a better understanding of (patho)physiological molecular mechanisms, and facilitate personalized medicine. Third, we focus on network analysis and discuss how gene networks can be constructed from omics data and how these networks can be decomposed into smaller modules. We discuss how the resulting modules can be used to generate experimentally testable hypotheses, provide insight into disease mechanisms, and lead to predictive models. Throughout, we provide several examples demonstrating how bioinformatics contributes to systems medicine and discuss future challenges in bioinformatics that need to be addressed to enable the advancement of systems medicine.
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spelling pubmed-71209312020-04-06 Taking Bioinformatics to Systems Medicine van Kampen, Antoine H. C. Moerland, Perry D. Systems Medicine Article Systems medicine promotes a range of approaches and strategies to study human health and disease at a systems level with the aim of improving the overall well-being of (healthy) individuals, and preventing, diagnosing, or curing disease. In this chapter we discuss how bioinformatics critically contributes to systems medicine. First, we explain the role of bioinformatics in the management and analysis of data. In particular we show the importance of publicly available biological and clinical repositories to support systems medicine studies. Second, we discuss how the integration and analysis of multiple types of omics data through integrative bioinformatics may facilitate the determination of more predictive and robust disease signatures, lead to a better understanding of (patho)physiological molecular mechanisms, and facilitate personalized medicine. Third, we focus on network analysis and discuss how gene networks can be constructed from omics data and how these networks can be decomposed into smaller modules. We discuss how the resulting modules can be used to generate experimentally testable hypotheses, provide insight into disease mechanisms, and lead to predictive models. Throughout, we provide several examples demonstrating how bioinformatics contributes to systems medicine and discuss future challenges in bioinformatics that need to be addressed to enable the advancement of systems medicine. 2015-08-13 /pmc/articles/PMC7120931/ /pubmed/26677177 http://dx.doi.org/10.1007/978-1-4939-3283-2_2 Text en © Springer Science+Business Media New York 2016 This article is made available via the PMC Open Access Subset for unrestricted research re-use and secondary analysis in any form or by any means with acknowledgement of the original source. These permissions are granted for the duration of the World Health Organization (WHO) declaration of COVID-19 as a global pandemic.
spellingShingle Article
van Kampen, Antoine H. C.
Moerland, Perry D.
Taking Bioinformatics to Systems Medicine
title Taking Bioinformatics to Systems Medicine
title_full Taking Bioinformatics to Systems Medicine
title_fullStr Taking Bioinformatics to Systems Medicine
title_full_unstemmed Taking Bioinformatics to Systems Medicine
title_short Taking Bioinformatics to Systems Medicine
title_sort taking bioinformatics to systems medicine
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7120931/
https://www.ncbi.nlm.nih.gov/pubmed/26677177
http://dx.doi.org/10.1007/978-1-4939-3283-2_2
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