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Concepts and Applications of Information Theory to Immuno-Oncology
- 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.
- Subjects :
- 0301 basic medicine
Cancer Research
Computer science
media_common.quotation_subject
Information Theory
Information theory
Medical Oncology
03 medical and health sciences
Channel capacity
0302 clinical medicine
Human–computer interaction
Encoding (memory)
Allergy and Immunology
Neoplasms
Entropy (information theory)
Animals
Humans
Information flow (information theory)
Function (engineering)
media_common
Mutual information
030104 developmental biology
Oncology
Transmission (telecommunications)
030220 oncology & carcinogenesis
Signal Transduction
Subjects
Details
- ISSN :
- 24058025
- Volume :
- 7
- Issue :
- 4
- Database :
- OpenAIRE
- Journal :
- Trends in cancer
- Accession number :
- edsair.doi.dedup.....ccdcb94a3a83edbc5630b9fe1b1c7fdb