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Quantitative systems pharmacology in neuroscience: Novel methodologies and technologies

The development and application of quantitative systems pharmacology models in neuroscience have been modest relative to other fields, such as oncology and immunology, which may reflect the complexity of the brain. Technological and methodological advancements have enhanced the quantitative understa...

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Autores principales: Bloomingdale, Peter, Karelina, Tatiana, Cirit, Murat, Muldoon, Sarah F., Baker, Justin, McCarty, William J., Geerts, Hugo, Macha, Sreeraj
Formato: Online Artículo Texto
Lenguaje:English
Publicado: John Wiley and Sons Inc. 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8129713/
https://www.ncbi.nlm.nih.gov/pubmed/33719204
http://dx.doi.org/10.1002/psp4.12607
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author Bloomingdale, Peter
Karelina, Tatiana
Cirit, Murat
Muldoon, Sarah F.
Baker, Justin
McCarty, William J.
Geerts, Hugo
Macha, Sreeraj
author_facet Bloomingdale, Peter
Karelina, Tatiana
Cirit, Murat
Muldoon, Sarah F.
Baker, Justin
McCarty, William J.
Geerts, Hugo
Macha, Sreeraj
author_sort Bloomingdale, Peter
collection PubMed
description The development and application of quantitative systems pharmacology models in neuroscience have been modest relative to other fields, such as oncology and immunology, which may reflect the complexity of the brain. Technological and methodological advancements have enhanced the quantitative understanding of brain physiology and pathophysiology and the effects of pharmacological interventions. To maximize the knowledge gained from these novel data types, pharmacometrics modelers may need to expand their toolbox to include additional mathematical and statistical frameworks. A session was held at the 10th annual American Conference on Pharmacometrics (ACoP10) to highlight several recent advancements in quantitative and systems neuroscience. In this mini‐review, we provide a brief overview of technological and methodological advancements in the neuroscience therapeutic area that were discussed during the session and how these can be leveraged with quantitative systems pharmacology modeling to enhance our understanding of neurological diseases. Microphysiological systems using human induced pluripotent stem cells (IPSCs), digital biomarkers, and large‐scale imaging offer more clinically relevant experimental datasets, enhanced granularity, and a plethora of data to potentially improve the preclinical‐to‐clinical translation of therapeutics. Network neuroscience methodologies combined with quantitative systems models of neurodegenerative disease could help bridge the gap between cellular and molecular alterations and clinical end points through the integration of information on neural connectomics. Additional topics, such as the neuroimmune system, microbiome, single‐cell transcriptomic technologies, and digital device biomarkers, are discussed in brief.
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spelling pubmed-81297132021-05-21 Quantitative systems pharmacology in neuroscience: Novel methodologies and technologies Bloomingdale, Peter Karelina, Tatiana Cirit, Murat Muldoon, Sarah F. Baker, Justin McCarty, William J. Geerts, Hugo Macha, Sreeraj CPT Pharmacometrics Syst Pharmacol Reviews The development and application of quantitative systems pharmacology models in neuroscience have been modest relative to other fields, such as oncology and immunology, which may reflect the complexity of the brain. Technological and methodological advancements have enhanced the quantitative understanding of brain physiology and pathophysiology and the effects of pharmacological interventions. To maximize the knowledge gained from these novel data types, pharmacometrics modelers may need to expand their toolbox to include additional mathematical and statistical frameworks. A session was held at the 10th annual American Conference on Pharmacometrics (ACoP10) to highlight several recent advancements in quantitative and systems neuroscience. In this mini‐review, we provide a brief overview of technological and methodological advancements in the neuroscience therapeutic area that were discussed during the session and how these can be leveraged with quantitative systems pharmacology modeling to enhance our understanding of neurological diseases. Microphysiological systems using human induced pluripotent stem cells (IPSCs), digital biomarkers, and large‐scale imaging offer more clinically relevant experimental datasets, enhanced granularity, and a plethora of data to potentially improve the preclinical‐to‐clinical translation of therapeutics. Network neuroscience methodologies combined with quantitative systems models of neurodegenerative disease could help bridge the gap between cellular and molecular alterations and clinical end points through the integration of information on neural connectomics. Additional topics, such as the neuroimmune system, microbiome, single‐cell transcriptomic technologies, and digital device biomarkers, are discussed in brief. John Wiley and Sons Inc. 2021-03-29 2021-05 /pmc/articles/PMC8129713/ /pubmed/33719204 http://dx.doi.org/10.1002/psp4.12607 Text en © 2021 The Authors. CPT: Pharmacometrics & Systems Pharmacology published by Wiley Periodicals LLC on behalf of American Society for Clinical Pharmacology and Therapeutics. https://creativecommons.org/licenses/by-nc/4.0/This is an open access article under the terms of the http://creativecommons.org/licenses/by-nc/4.0/ (https://creativecommons.org/licenses/by-nc/4.0/) License, which permits use, distribution and reproduction in any medium, provided the original work is properly cited and is not used for commercial purposes.
spellingShingle Reviews
Bloomingdale, Peter
Karelina, Tatiana
Cirit, Murat
Muldoon, Sarah F.
Baker, Justin
McCarty, William J.
Geerts, Hugo
Macha, Sreeraj
Quantitative systems pharmacology in neuroscience: Novel methodologies and technologies
title Quantitative systems pharmacology in neuroscience: Novel methodologies and technologies
title_full Quantitative systems pharmacology in neuroscience: Novel methodologies and technologies
title_fullStr Quantitative systems pharmacology in neuroscience: Novel methodologies and technologies
title_full_unstemmed Quantitative systems pharmacology in neuroscience: Novel methodologies and technologies
title_short Quantitative systems pharmacology in neuroscience: Novel methodologies and technologies
title_sort quantitative systems pharmacology in neuroscience: novel methodologies and technologies
topic Reviews
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8129713/
https://www.ncbi.nlm.nih.gov/pubmed/33719204
http://dx.doi.org/10.1002/psp4.12607
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