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Building digital twins of the human immune system: toward a roadmap
Digital twins, customized simulation models pioneered in industry, are beginning to be deployed in medicine and healthcare, with some major successes, for instance in cardiovascular diagnostics and in insulin pump control. Personalized computational models are also assisting in applications ranging...
Autores principales: | , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9122990/ https://www.ncbi.nlm.nih.gov/pubmed/35595830 http://dx.doi.org/10.1038/s41746-022-00610-z |
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author | Laubenbacher, R. Niarakis, A. Helikar, T. An, G. Shapiro, B. Malik-Sheriff, R. S. Sego, T. J. Knapp, A. Macklin, P. Glazier, J. A. |
author_facet | Laubenbacher, R. Niarakis, A. Helikar, T. An, G. Shapiro, B. Malik-Sheriff, R. S. Sego, T. J. Knapp, A. Macklin, P. Glazier, J. A. |
author_sort | Laubenbacher, R. |
collection | PubMed |
description | Digital twins, customized simulation models pioneered in industry, are beginning to be deployed in medicine and healthcare, with some major successes, for instance in cardiovascular diagnostics and in insulin pump control. Personalized computational models are also assisting in applications ranging from drug development to treatment optimization. More advanced medical digital twins will be essential to making precision medicine a reality. Because the immune system plays an important role in such a wide range of diseases and health conditions, from fighting pathogens to autoimmune disorders, digital twins of the immune system will have an especially high impact. However, their development presents major challenges, stemming from the inherent complexity of the immune system and the difficulty of measuring many aspects of a patient’s immune state in vivo. This perspective outlines a roadmap for meeting these challenges and building a prototype of an immune digital twin. It is structured as a four-stage process that proceeds from a specification of a concrete use case to model constructions, personalization, and continued improvement. |
format | Online Article Text |
id | pubmed-9122990 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-91229902022-05-22 Building digital twins of the human immune system: toward a roadmap Laubenbacher, R. Niarakis, A. Helikar, T. An, G. Shapiro, B. Malik-Sheriff, R. S. Sego, T. J. Knapp, A. Macklin, P. Glazier, J. A. NPJ Digit Med Perspective Digital twins, customized simulation models pioneered in industry, are beginning to be deployed in medicine and healthcare, with some major successes, for instance in cardiovascular diagnostics and in insulin pump control. Personalized computational models are also assisting in applications ranging from drug development to treatment optimization. More advanced medical digital twins will be essential to making precision medicine a reality. Because the immune system plays an important role in such a wide range of diseases and health conditions, from fighting pathogens to autoimmune disorders, digital twins of the immune system will have an especially high impact. However, their development presents major challenges, stemming from the inherent complexity of the immune system and the difficulty of measuring many aspects of a patient’s immune state in vivo. This perspective outlines a roadmap for meeting these challenges and building a prototype of an immune digital twin. It is structured as a four-stage process that proceeds from a specification of a concrete use case to model constructions, personalization, and continued improvement. Nature Publishing Group UK 2022-05-20 /pmc/articles/PMC9122990/ /pubmed/35595830 http://dx.doi.org/10.1038/s41746-022-00610-z Text en © The Author(s) 2022 https://creativecommons.org/licenses/by/4.0/Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . |
spellingShingle | Perspective Laubenbacher, R. Niarakis, A. Helikar, T. An, G. Shapiro, B. Malik-Sheriff, R. S. Sego, T. J. Knapp, A. Macklin, P. Glazier, J. A. Building digital twins of the human immune system: toward a roadmap |
title | Building digital twins of the human immune system: toward a roadmap |
title_full | Building digital twins of the human immune system: toward a roadmap |
title_fullStr | Building digital twins of the human immune system: toward a roadmap |
title_full_unstemmed | Building digital twins of the human immune system: toward a roadmap |
title_short | Building digital twins of the human immune system: toward a roadmap |
title_sort | building digital twins of the human immune system: toward a roadmap |
topic | Perspective |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9122990/ https://www.ncbi.nlm.nih.gov/pubmed/35595830 http://dx.doi.org/10.1038/s41746-022-00610-z |
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