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

Mol Syst Biol. 2015 Feb 13;11(1):783. doi: 10.15252/msb.20145554.

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-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.

Keywords: B‐lymphocyte; NF‐κB cRel; apoptosis; cell cycle; cell fate decision.

Publication types

  • Research Support, N.I.H., Extramural
  • Research Support, U.S. Gov't, Non-P.H.S.

MeSH terms

  • Animals
  • Apoptosis
  • B-Lymphocytes / cytology*
  • B-Lymphocytes / metabolism
  • Cell Division*
  • Cell Proliferation
  • Mice
  • Models, Molecular
  • NF-kappa B / metabolism*
  • Proto-Oncogene Proteins c-rel / metabolism*
  • Sequence Analysis, RNA
  • Signal Transduction
  • Spleen / cytology

Substances

  • NF-kappa B
  • Proto-Oncogene Proteins c-rel

Associated data

  • GEO/GSE64156