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Concepts and Applications of Information Theory to Immuno-Oncology.

Authors :
Karolak A
Branciamore S
McCune JS
Lee PP
Rodin AS
Rockne RC
Source :
Trends in cancer [Trends Cancer] 2021 Apr; Vol. 7 (4), pp. 335-346. Date of Electronic Publication: 2021 Feb 20.
Publication Year :
2021

Abstract

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.<br /> (Copyright © 2020 The Author(s). Published by Elsevier Inc. All rights reserved.)

Details

Language :
English
ISSN :
2405-8025
Volume :
7
Issue :
4
Database :
MEDLINE
Journal :
Trends in cancer
Publication Type :
Academic Journal
Accession number :
33618998
Full Text :
https://doi.org/10.1016/j.trecan.2020.12.013