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A multi-scale approach reveals that NF-κB cRel enforces a B-cell decision to divide

Understanding the functions of multi-cellular organs in terms of the molecular networks within each cell is an important step in the quest to predict phenotype from genotype. B-lymphocyte population dynamics, which are predictive of immune response and vaccine effectiveness, are determined by indivi...

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Autores principales: Shokhirev, Maxim N, Almaden, Jonathan, Davis-Turak, Jeremy, Birnbaum, Harry A, Russell, Theresa M, Vargas, Jesse A D, Hoffmann, Alexander
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BlackWell Publishing Ltd 2015
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4358656/
https://www.ncbi.nlm.nih.gov/pubmed/25680807
http://dx.doi.org/10.15252/msb.20145554
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author Shokhirev, Maxim N
Almaden, Jonathan
Davis-Turak, Jeremy
Birnbaum, Harry A
Russell, Theresa M
Vargas, Jesse A D
Hoffmann, Alexander
author_facet Shokhirev, Maxim N
Almaden, Jonathan
Davis-Turak, Jeremy
Birnbaum, Harry A
Russell, Theresa M
Vargas, Jesse A D
Hoffmann, Alexander
author_sort Shokhirev, Maxim N
collection PubMed
description Understanding the functions of multi-cellular organs in terms of the molecular networks within each cell is an important step in the quest to predict phenotype from genotype. B-lymphocyte population dynamics, which are predictive of immune response and vaccine effectiveness, are determined by individual cells undergoing division or death seemingly stochastically. Based on tracking single-cell time-lapse trajectories of hundreds of B cells, single-cell transcriptome, and immunofluorescence analyses, we constructed an agent-based multi-modular computational model to simulate lymphocyte population dynamics in terms of the molecular networks that control NF-κB signaling, the cell cycle, and apoptosis. Combining modeling and experimentation, we found that NF-κB cRel enforces the execution of a cellular decision between mutually exclusive fates by promoting survival in growing cells. But as cRel deficiency causes growing B cells to die at similar rates to non-growing cells, our analysis reveals that the phenomenological decision model of wild-type cells is rooted in a biased race of cell fates. We show that a multi-scale modeling approach allows for the prediction of dynamic organ-level physiology in terms of intra-cellular molecular networks.
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spelling pubmed-43586562015-03-20 A multi-scale approach reveals that NF-κB cRel enforces a B-cell decision to divide Shokhirev, Maxim N Almaden, Jonathan Davis-Turak, Jeremy Birnbaum, Harry A Russell, Theresa M Vargas, Jesse A D Hoffmann, Alexander Mol Syst Biol Articles Understanding the functions of multi-cellular organs in terms of the molecular networks within each cell is an important step in the quest to predict phenotype from genotype. B-lymphocyte population dynamics, which are predictive of immune response and vaccine effectiveness, are determined by individual cells undergoing division or death seemingly stochastically. Based on tracking single-cell time-lapse trajectories of hundreds of B cells, single-cell transcriptome, and immunofluorescence analyses, we constructed an agent-based multi-modular computational model to simulate lymphocyte population dynamics in terms of the molecular networks that control NF-κB signaling, the cell cycle, and apoptosis. Combining modeling and experimentation, we found that NF-κB cRel enforces the execution of a cellular decision between mutually exclusive fates by promoting survival in growing cells. But as cRel deficiency causes growing B cells to die at similar rates to non-growing cells, our analysis reveals that the phenomenological decision model of wild-type cells is rooted in a biased race of cell fates. We show that a multi-scale modeling approach allows for the prediction of dynamic organ-level physiology in terms of intra-cellular molecular networks. BlackWell Publishing Ltd 2015-02-13 /pmc/articles/PMC4358656/ /pubmed/25680807 http://dx.doi.org/10.15252/msb.20145554 Text en © 2015 The Authors. Published under the terms of the CC BY 4.0 license http://creativecommons.org/licenses/by/4.0/ This is an open access article under the terms of the Creative Commons Attribution 4.0 License, which permits use, distribution and reproduction in any medium, provided the original work is properly cited.
spellingShingle Articles
Shokhirev, Maxim N
Almaden, Jonathan
Davis-Turak, Jeremy
Birnbaum, Harry A
Russell, Theresa M
Vargas, Jesse A D
Hoffmann, Alexander
A multi-scale approach reveals that NF-κB cRel enforces a B-cell decision to divide
title A multi-scale approach reveals that NF-κB cRel enforces a B-cell decision to divide
title_full A multi-scale approach reveals that NF-κB cRel enforces a B-cell decision to divide
title_fullStr A multi-scale approach reveals that NF-κB cRel enforces a B-cell decision to divide
title_full_unstemmed A multi-scale approach reveals that NF-κB cRel enforces a B-cell decision to divide
title_short A multi-scale approach reveals that NF-κB cRel enforces a B-cell decision to divide
title_sort multi-scale approach reveals that nf-κb crel enforces a b-cell decision to divide
topic Articles
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4358656/
https://www.ncbi.nlm.nih.gov/pubmed/25680807
http://dx.doi.org/10.15252/msb.20145554
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