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How Implementation of Systems Biology into Clinical Trials Accelerates Understanding of Diseases

Systems biology comprises a series of concepts and approaches that have been used successfully both to delineate novel biological mechanisms and to drive translational advances. The goal of systems biology is to re-integrate putatively critical elements extracted from multi-modality datasets in orde...

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Autores principales: Bielekova, Bibiana, Vodovotz, Yoram, An, Gary, Hallenbeck, John
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2014
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4073421/
https://www.ncbi.nlm.nih.gov/pubmed/25018747
http://dx.doi.org/10.3389/fneur.2014.00102
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author Bielekova, Bibiana
Vodovotz, Yoram
An, Gary
Hallenbeck, John
author_facet Bielekova, Bibiana
Vodovotz, Yoram
An, Gary
Hallenbeck, John
author_sort Bielekova, Bibiana
collection PubMed
description Systems biology comprises a series of concepts and approaches that have been used successfully both to delineate novel biological mechanisms and to drive translational advances. The goal of systems biology is to re-integrate putatively critical elements extracted from multi-modality datasets in order to understand how interactions among multiple components form functional networks at the organism/patient-level, and how dysfunction of these networks underlies a particular disease. Due to the genetic and environmental diversity of human subjects, identification of critical elements related to a particular disease process from cross-sectional studies requires prohibitively large cohorts. Alternatively, implementation of systems biology principles to interventional clinical trials represents a unique opportunity to gain predictive understanding of complex diseases in comparatively small cohorts of patients. This paper reviews systems biology principles applicable to translational research, focusing on lessons from systems approaches to inflammation applied to multiple sclerosis. We suggest that employing systems biology methods in the design and execution of biomarker-supported, proof-of-principle clinical trials provides a singular opportunity to merge therapeutic development with a basic understanding of disease processes. The ultimate goal is to develop predictive computational models of the disease, which will revolutionize diagnostic process and provide mechanistic understanding necessary for personalized therapeutic approaches. Added, biologically meaningful information can be derived from diagnostic tests, if they are interpreted in functional relationships, rather than as independent measurements. Such systems biology based diagnostics will transform disease taxonomies from phenotypical to molecular and will allow physicians to select optimal therapeutic regimens for individual patients.
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spelling pubmed-40734212014-07-11 How Implementation of Systems Biology into Clinical Trials Accelerates Understanding of Diseases Bielekova, Bibiana Vodovotz, Yoram An, Gary Hallenbeck, John Front Neurol Neuroscience Systems biology comprises a series of concepts and approaches that have been used successfully both to delineate novel biological mechanisms and to drive translational advances. The goal of systems biology is to re-integrate putatively critical elements extracted from multi-modality datasets in order to understand how interactions among multiple components form functional networks at the organism/patient-level, and how dysfunction of these networks underlies a particular disease. Due to the genetic and environmental diversity of human subjects, identification of critical elements related to a particular disease process from cross-sectional studies requires prohibitively large cohorts. Alternatively, implementation of systems biology principles to interventional clinical trials represents a unique opportunity to gain predictive understanding of complex diseases in comparatively small cohorts of patients. This paper reviews systems biology principles applicable to translational research, focusing on lessons from systems approaches to inflammation applied to multiple sclerosis. We suggest that employing systems biology methods in the design and execution of biomarker-supported, proof-of-principle clinical trials provides a singular opportunity to merge therapeutic development with a basic understanding of disease processes. The ultimate goal is to develop predictive computational models of the disease, which will revolutionize diagnostic process and provide mechanistic understanding necessary for personalized therapeutic approaches. Added, biologically meaningful information can be derived from diagnostic tests, if they are interpreted in functional relationships, rather than as independent measurements. Such systems biology based diagnostics will transform disease taxonomies from phenotypical to molecular and will allow physicians to select optimal therapeutic regimens for individual patients. Frontiers Media S.A. 2014-06-27 /pmc/articles/PMC4073421/ /pubmed/25018747 http://dx.doi.org/10.3389/fneur.2014.00102 Text en Copyright © 2014 Bielekova, Vodovotz, An and Hallenbeck. http://creativecommons.org/licenses/by/3.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) or licensor are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.
spellingShingle Neuroscience
Bielekova, Bibiana
Vodovotz, Yoram
An, Gary
Hallenbeck, John
How Implementation of Systems Biology into Clinical Trials Accelerates Understanding of Diseases
title How Implementation of Systems Biology into Clinical Trials Accelerates Understanding of Diseases
title_full How Implementation of Systems Biology into Clinical Trials Accelerates Understanding of Diseases
title_fullStr How Implementation of Systems Biology into Clinical Trials Accelerates Understanding of Diseases
title_full_unstemmed How Implementation of Systems Biology into Clinical Trials Accelerates Understanding of Diseases
title_short How Implementation of Systems Biology into Clinical Trials Accelerates Understanding of Diseases
title_sort how implementation of systems biology into clinical trials accelerates understanding of diseases
topic Neuroscience
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4073421/
https://www.ncbi.nlm.nih.gov/pubmed/25018747
http://dx.doi.org/10.3389/fneur.2014.00102
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