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

Authors :
Jeremy Davis-Turak
Alexander Hoffmann
Jesse D. Vargas
Maxim N. Shokhirev
Jonathan Almaden
Harry Birnbaum
Theresa M Russell
Source :
Molecular Systems Biology, Molecular systems biology, vol 11, iss 1
Publication Year :
2015
Publisher :
BlackWell Publishing Ltd, 2015.

Abstract

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-κBcRel 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.

Details

Language :
English
ISSN :
17444292
Volume :
11
Issue :
2
Database :
OpenAIRE
Journal :
Molecular Systems Biology
Accession number :
edsair.doi.dedup.....33baae10988ac428f9808ddaea6385f8