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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...

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Detalles Bibliográficos
Autores principales: 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.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: National Academy of Sciences 2021
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.
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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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