Cargando…

Modeling immune cell behavior across scales in cancer

Detailed, mechanistic models of immune cell behavior across multiple scales in the context of cancer provide clinically relevant insights needed to understand existing immunotherapies and develop more optimal treatment strategies. We highlight mechanistic models of immune cells and their ability to...

Descripción completa

Detalles Bibliográficos
Autores principales: Makaryan, Sahak Z., Cess, Colin G., Finley, Stacey D.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: John Wiley & Sons, Inc. 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7317398/
https://www.ncbi.nlm.nih.gov/pubmed/32129950
http://dx.doi.org/10.1002/wsbm.1484
_version_ 1783550618398359552
author Makaryan, Sahak Z.
Cess, Colin G.
Finley, Stacey D.
author_facet Makaryan, Sahak Z.
Cess, Colin G.
Finley, Stacey D.
author_sort Makaryan, Sahak Z.
collection PubMed
description Detailed, mechanistic models of immune cell behavior across multiple scales in the context of cancer provide clinically relevant insights needed to understand existing immunotherapies and develop more optimal treatment strategies. We highlight mechanistic models of immune cells and their ability to become activated and promote tumor cell killing. These models capture various aspects of immune cells: (a) single‐cell behavior by predicting the dynamics of intracellular signaling networks in individual immune cells, (b) multicellular interactions between tumor and immune cells, and (c) multiscale dynamics across space and different levels of biological organization. Computational modeling is shown to provide detailed quantitative insight into immune cell behavior and immunotherapeutic strategies. However, there are gaps in the literature, and we suggest areas where additional modeling efforts should be focused to more prominently impact our understanding of the complexities of the immune system in the context of cancer. This article is categorized under: Biological Mechanisms > Cell Signaling. Models of Systems Properties and Processes > Mechanistic Models. Models of Systems Properties and Processes > Cellular Models.
format Online
Article
Text
id pubmed-7317398
institution National Center for Biotechnology Information
language English
publishDate 2020
publisher John Wiley & Sons, Inc.
record_format MEDLINE/PubMed
spelling pubmed-73173982020-06-30 Modeling immune cell behavior across scales in cancer Makaryan, Sahak Z. Cess, Colin G. Finley, Stacey D. Wiley Interdiscip Rev Syst Biol Med Advanced Reviews Detailed, mechanistic models of immune cell behavior across multiple scales in the context of cancer provide clinically relevant insights needed to understand existing immunotherapies and develop more optimal treatment strategies. We highlight mechanistic models of immune cells and their ability to become activated and promote tumor cell killing. These models capture various aspects of immune cells: (a) single‐cell behavior by predicting the dynamics of intracellular signaling networks in individual immune cells, (b) multicellular interactions between tumor and immune cells, and (c) multiscale dynamics across space and different levels of biological organization. Computational modeling is shown to provide detailed quantitative insight into immune cell behavior and immunotherapeutic strategies. However, there are gaps in the literature, and we suggest areas where additional modeling efforts should be focused to more prominently impact our understanding of the complexities of the immune system in the context of cancer. This article is categorized under: Biological Mechanisms > Cell Signaling. Models of Systems Properties and Processes > Mechanistic Models. Models of Systems Properties and Processes > Cellular Models. John Wiley & Sons, Inc. 2020-03-04 2020 /pmc/articles/PMC7317398/ /pubmed/32129950 http://dx.doi.org/10.1002/wsbm.1484 Text en © 2020 The Authors. WIREs Systems Biology and Medicine published by Wiley Periodicals, Inc. This is an open access article under the terms of the http://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 Advanced Reviews
Makaryan, Sahak Z.
Cess, Colin G.
Finley, Stacey D.
Modeling immune cell behavior across scales in cancer
title Modeling immune cell behavior across scales in cancer
title_full Modeling immune cell behavior across scales in cancer
title_fullStr Modeling immune cell behavior across scales in cancer
title_full_unstemmed Modeling immune cell behavior across scales in cancer
title_short Modeling immune cell behavior across scales in cancer
title_sort modeling immune cell behavior across scales in cancer
topic Advanced Reviews
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7317398/
https://www.ncbi.nlm.nih.gov/pubmed/32129950
http://dx.doi.org/10.1002/wsbm.1484
work_keys_str_mv AT makaryansahakz modelingimmunecellbehavioracrossscalesincancer
AT cesscoling modelingimmunecellbehavioracrossscalesincancer
AT finleystaceyd modelingimmunecellbehavioracrossscalesincancer