Cargando…

Concepts and Applications of Information Theory to Immuno-Oncology

Recent successes of immune-modulating therapies for cancer have stimulated research on information flow within the immune system and, in turn, clinical applications of concepts from information theory. Through information theory, one can describe and formalize, in a mathematically rigorous fashion,...

Descripción completa

Detalles Bibliográficos
Autores principales: Karolak, Aleksandra, Branciamore, Sergio, McCune, Jeannine S., Lee, Peter P., Rodin, Andrei S., Rockne, Russell C.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8156485/
https://www.ncbi.nlm.nih.gov/pubmed/33618998
http://dx.doi.org/10.1016/j.trecan.2020.12.013
_version_ 1783699456812646400
author Karolak, Aleksandra
Branciamore, Sergio
McCune, Jeannine S.
Lee, Peter P.
Rodin, Andrei S.
Rockne, Russell C.
author_facet Karolak, Aleksandra
Branciamore, Sergio
McCune, Jeannine S.
Lee, Peter P.
Rodin, Andrei S.
Rockne, Russell C.
author_sort Karolak, Aleksandra
collection PubMed
description Recent successes of immune-modulating therapies for cancer have stimulated research on information flow within the immune system and, in turn, clinical applications of concepts from information theory. Through information theory, one can describe and formalize, in a mathematically rigorous fashion, the function of interconnected components of the immune system in health and disease. Specifically, using concepts including entropy, mutual information, and channel capacity, one can quantify the storage, transmission, encoding, and flow of information within and between cellular components of the immune system on multiple temporal and spatial scales. To understand, at the quantitative level, immune signaling function and dysfunction in cancer, we present a methodology-oriented review of information-theoretic treatment of biochemical signal transduction and transmission coupled with mathematical modeling.
format Online
Article
Text
id pubmed-8156485
institution National Center for Biotechnology Information
language English
publishDate 2021
record_format MEDLINE/PubMed
spelling pubmed-81564852022-04-01 Concepts and Applications of Information Theory to Immuno-Oncology Karolak, Aleksandra Branciamore, Sergio McCune, Jeannine S. Lee, Peter P. Rodin, Andrei S. Rockne, Russell C. Trends Cancer Article Recent successes of immune-modulating therapies for cancer have stimulated research on information flow within the immune system and, in turn, clinical applications of concepts from information theory. Through information theory, one can describe and formalize, in a mathematically rigorous fashion, the function of interconnected components of the immune system in health and disease. Specifically, using concepts including entropy, mutual information, and channel capacity, one can quantify the storage, transmission, encoding, and flow of information within and between cellular components of the immune system on multiple temporal and spatial scales. To understand, at the quantitative level, immune signaling function and dysfunction in cancer, we present a methodology-oriented review of information-theoretic treatment of biochemical signal transduction and transmission coupled with mathematical modeling. 2021-02-20 2021-04 /pmc/articles/PMC8156485/ /pubmed/33618998 http://dx.doi.org/10.1016/j.trecan.2020.12.013 Text en https://creativecommons.org/licenses/by/4.0/This is an open access article under the CC BY license (http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) ).
spellingShingle Article
Karolak, Aleksandra
Branciamore, Sergio
McCune, Jeannine S.
Lee, Peter P.
Rodin, Andrei S.
Rockne, Russell C.
Concepts and Applications of Information Theory to Immuno-Oncology
title Concepts and Applications of Information Theory to Immuno-Oncology
title_full Concepts and Applications of Information Theory to Immuno-Oncology
title_fullStr Concepts and Applications of Information Theory to Immuno-Oncology
title_full_unstemmed Concepts and Applications of Information Theory to Immuno-Oncology
title_short Concepts and Applications of Information Theory to Immuno-Oncology
title_sort concepts and applications of information theory to immuno-oncology
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8156485/
https://www.ncbi.nlm.nih.gov/pubmed/33618998
http://dx.doi.org/10.1016/j.trecan.2020.12.013
work_keys_str_mv AT karolakaleksandra conceptsandapplicationsofinformationtheorytoimmunooncology
AT branciamoresergio conceptsandapplicationsofinformationtheorytoimmunooncology
AT mccunejeannines conceptsandapplicationsofinformationtheorytoimmunooncology
AT leepeterp conceptsandapplicationsofinformationtheorytoimmunooncology
AT rodinandreis conceptsandapplicationsofinformationtheorytoimmunooncology
AT rocknerussellc conceptsandapplicationsofinformationtheorytoimmunooncology