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A modular computational framework for medical digital twins
This paper presents a modular software design for the construction of computational modeling technology that will help implement precision medicine. In analogy to a common industrial strategy used for preventive maintenance of engineered products, medical digital twins are computational models of di...
Autores principales: | , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
National Academy of Sciences
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8157963/ https://www.ncbi.nlm.nih.gov/pubmed/33972437 http://dx.doi.org/10.1073/pnas.2024287118 |
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author | Masison, J. Beezley, J. Mei, Y. Ribeiro, HAL Knapp, A. C. Sordo Vieira, L. Adhikari, B. Scindia, Y. Grauer, M. Helba, B. Schroeder, W. Mehrad, B. Laubenbacher, R. |
author_facet | Masison, J. Beezley, J. Mei, Y. Ribeiro, HAL Knapp, A. C. Sordo Vieira, L. Adhikari, B. Scindia, Y. Grauer, M. Helba, B. Schroeder, W. Mehrad, B. Laubenbacher, R. |
author_sort | Masison, J. |
collection | PubMed |
description | This paper presents a modular software design for the construction of computational modeling technology that will help implement precision medicine. In analogy to a common industrial strategy used for preventive maintenance of engineered products, medical digital twins are computational models of disease processes calibrated to individual patients using multiple heterogeneous data streams. They have the potential to help improve diagnosis, prognosis, and personalized treatment for a wide range of medical conditions. Their large-scale development relies on both mechanistic and data-driven techniques and requires the integration and ongoing update of multiple component models developed across many different laboratories. Distributed model building and integration requires an open-source modular software platform for the integration and simulation of models that is scalable and supports a decentralized, community-based model building process. This paper presents such a platform, including a case study in an animal model of a respiratory fungal infection. |
format | Online Article Text |
id | pubmed-8157963 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | National Academy of Sciences |
record_format | MEDLINE/PubMed |
spelling | pubmed-81579632021-05-28 A modular computational framework for medical digital twins Masison, J. Beezley, J. Mei, Y. Ribeiro, HAL Knapp, A. C. Sordo Vieira, L. Adhikari, B. Scindia, Y. Grauer, M. Helba, B. Schroeder, W. Mehrad, B. Laubenbacher, R. Proc Natl Acad Sci U S A Physical Sciences This paper presents a modular software design for the construction of computational modeling technology that will help implement precision medicine. In analogy to a common industrial strategy used for preventive maintenance of engineered products, medical digital twins are computational models of disease processes calibrated to individual patients using multiple heterogeneous data streams. They have the potential to help improve diagnosis, prognosis, and personalized treatment for a wide range of medical conditions. Their large-scale development relies on both mechanistic and data-driven techniques and requires the integration and ongoing update of multiple component models developed across many different laboratories. Distributed model building and integration requires an open-source modular software platform for the integration and simulation of models that is scalable and supports a decentralized, community-based model building process. This paper presents such a platform, including a case study in an animal model of a respiratory fungal infection. National Academy of Sciences 2021-05-18 2021-05-10 /pmc/articles/PMC8157963/ /pubmed/33972437 http://dx.doi.org/10.1073/pnas.2024287118 Text en Copyright © 2021 the Author(s). Published by PNAS. https://creativecommons.org/licenses/by/4.0/This open access article is distributed under Creative Commons Attribution License 4.0 (CC BY) (https://creativecommons.org/licenses/by/4.0/) . |
spellingShingle | Physical Sciences Masison, J. Beezley, J. Mei, Y. Ribeiro, HAL Knapp, A. C. Sordo Vieira, L. Adhikari, B. Scindia, Y. Grauer, M. Helba, B. Schroeder, W. Mehrad, B. Laubenbacher, R. A modular computational framework for medical digital twins |
title | A modular computational framework for medical digital twins |
title_full | A modular computational framework for medical digital twins |
title_fullStr | A modular computational framework for medical digital twins |
title_full_unstemmed | A modular computational framework for medical digital twins |
title_short | A modular computational framework for medical digital twins |
title_sort | modular computational framework for medical digital twins |
topic | Physical Sciences |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8157963/ https://www.ncbi.nlm.nih.gov/pubmed/33972437 http://dx.doi.org/10.1073/pnas.2024287118 |
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