Information-Theoretic Analysis of a Model of CAR-4-1BB-Mediated NFκB Activation.


Journal

Bulletin of mathematical biology
ISSN: 1522-9602
Titre abrégé: Bull Math Biol
Pays: United States
ID NLM: 0401404

Informations de publication

Date de publication:
01 Dec 2023
Historique:
received: 09 06 2023
accepted: 01 11 2023
medline: 4 12 2023
pubmed: 1 12 2023
entrez: 1 12 2023
Statut: epublish

Résumé

Systems biology utilizes computational approaches to examine an array of biological processes, such as cell signaling, metabolomics and pharmacology. This includes mathematical modeling of CAR T cells, a modality of cancer therapy by which genetically engineered immune cells recognize and combat a cancerous target. While successful against hematologic malignancies, CAR T cells have shown limited success against other cancer types. Thus, more research is needed to understand their mechanisms of action and leverage their full potential. In our work, we set out to apply information theory on a mathematical model of NFκB signaling initiated by the CAR following antigen encounter. First, we estimated channel capacity for CAR-4-1BB-mediated NFκB signal transduction. Next, we evaluated the pathway's ability to distinguish contrasting "low" and "high" antigen concentration levels, depending on the amount of variability in protein concentrations. Finally, we assessed the fidelity by which NFκB activation reflects the encountered antigen concentration, depending on the prevalence of antigen-positive targets in tumor population. We found that in most scenarios, fold change in the nuclear concentration of NFκB carries a higher channel capacity for the pathway than NFκB's absolute response. Additionally, we found that most errors in transducing the antigen signal through the pathway skew towards underestimating the concentration of encountered antigen. Finally, we found that disabling IKKβ deactivation could increase signaling fidelity against targets with antigen-negative cells. Our information-theoretic analysis of signal transduction can provide novel perspectives on biological signaling, as well as enable a more informed path to cell engineering.Kindly check and confirm whether the corresponding affiliation is correctly identified.this is correct.

Identifiants

pubmed: 38038772
doi: 10.1007/s11538-023-01232-6
pii: 10.1007/s11538-023-01232-6
pmc: PMC10691998
doi:

Substances chimiques

Receptors, Antigen, T-Cell 0

Types de publication

Journal Article

Langues

eng

Sous-ensembles de citation

IM

Pagination

5

Subventions

Organisme : NCI NIH HHS
ID : U01 CA275808
Pays : United States
Organisme : NCI NIH HHS
ID : 1U01CA275808
Pays : United States

Commentaires et corrections

Type : UpdateOf

Informations de copyright

© 2023. The Author(s).

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Auteurs

Vardges Tserunyan (V)

Department of Quantitative and Computational Biology, University of Southern California, Los Angeles, CA, USA.

Stacey Finley (S)

Department of Quantitative and Computational Biology, University of Southern California, Los Angeles, CA, USA. sfinley@usc.edu.
Alfred E. Mann Department of Biomedical Engineering, University of Southern California, Los Angeles, CA, USA. sfinley@usc.edu.
Mork Family Department of Chemical Engineering and Materials Science, University of Southern California, Los Angeles, CA, USA. sfinley@usc.edu.

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Classifications MeSH