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Concepts and Applications of Information Theory to Immuno-Oncology

Authors :
Peter P. Lee
Jeannine S. McCune
Russell C. Rockne
Andrei S. Rodin
Sergio Branciamore
Aleksandra Karolak
Source :
Trends in cancer. 7(4)
Publication Year :
2020

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.

Details

ISSN :
24058025
Volume :
7
Issue :
4
Database :
OpenAIRE
Journal :
Trends in cancer
Accession number :
edsair.doi.dedup.....ccdcb94a3a83edbc5630b9fe1b1c7fdb