Sources of Cell-to-cell Variability in Canonical Nuclear Factor-κB (NF-κB) Signaling Pathway Inferred from Single Cell Dynamic Images*

The canonical nuclear factor-κB (NF-κB) signaling pathway controls a gene network important in the cellular inflammatory response. Upon activation, NF-κB/RelA is released from cytoplasmic inhibitors, from where it translocates into the nucleus, subsequently activating negative feedback loops producing either monophasic or damped oscillatory nucleo-cytoplasmic dynamics. Although the population behavior of the NF-κB pathway has been extensively modeled, the sources of cell-to-cell variability are not well understood. We describe an integrated experimental-computational analysis of NF-κB/RelA translocation in a validated cell model exhibiting monophasic dynamics. Quantitative measures of cellular geometry and total cytoplasmic concentration and translocated RelA amounts were used as priors in Bayesian inference to estimate biophysically realistic parameter values based on dynamic live cell imaging studies of enhanced GFP-tagged RelA in stable transfectants. Bayesian inference was performed on multiple cells simultaneously, assuming identical reaction rate parameters, whereas cellular geometry and initial and total NF-κB concentration-related parameters were cell-specific. A subpopulation of cells exhibiting distinct kinetic profiles was identified that corresponded to differences in the IκBα translation rate. We conclude that cellular geometry, initial and total NF-κB concentration, IκBα translation, and IκBα degradation rates account for distinct cell-to-cell differences in canonical NF-κB translocation dynamics.

[1]  H. Najm,et al.  Uncertainty quantification in reacting-flow simulations through non-intrusive spectral projection , 2003 .

[2]  Allan R Brasier,et al.  A TNF-induced gene expression program under oscillatory NF-κB control , 2005, BMC Genomics.

[3]  A. Kurosky,et al.  Functional analysis of the nuclear proteome of human A549 alveolar epithelial cells by HPLC‐high resolution 2‐D gel electrophoresis , 2006, Proteomics.

[4]  Somasekar Seshagiri,et al.  De-ubiquitination and ubiquitin ligase domains of A20 downregulate NF-κB signalling , 2004, Nature.

[5]  Kui Li,et al.  Expression of an IKKγ Splice Variant Determines IRF3 and Canonical NF-κB Pathway Utilization in ssRNA Virus Infection , 2009, PloS one.

[6]  R. Naviaux,et al.  The pCL vector system: rapid production of helper-free, high-titer, recombinant retroviruses , 1996, Journal of virology.

[7]  S. Choudhary,et al.  RelA Ser276 Phosphorylation Is Required for Activation of a Subset of NF-κB-Dependent Genes by Recruiting Cyclin-Dependent Kinase 9/Cyclin T1 Complexes , 2008, Molecular and Cellular Biology.

[8]  A. Hoffmann,et al.  The I (cid:1) B –NF-(cid:1) B Signaling Module: Temporal Control and Selective Gene Activation , 2022 .

[9]  M. Sinha,et al.  Identification of NF-κB-Dependent Gene Networks in Respiratory Syncytial Virus-Infected Cells , 2002, Journal of Virology.

[10]  K. Sneppen,et al.  Minimal model of spiky oscillations in NF-κB signaling , 2006 .

[11]  R. Garofalo,et al.  The Major Component of IκBα Proteolysis Occurs Independently of the Proteasome Pathway in Respiratory Syncytial Virus-Infected Pulmonary Epithelial Cells , 1998, Journal of Virology.

[12]  W C Greene,et al.  NF-kappa B controls expression of inhibitor I kappa B alpha: evidence for an inducible autoregulatory pathway. , 1993, Science.

[13]  Norman W. Paton,et al.  Automated tracking of gene expression in individual cells and cell compartments , 2006, Journal of The Royal Society Interface.

[14]  Michael Karin,et al.  The Beginning of the End: IκB Kinase (IKK) and NF-κB Activation* , 1999, The Journal of Biological Chemistry.

[15]  Marek Kimmel,et al.  Mathematical model of NF- κB regulatory module , 2004 .

[16]  Zhijian J. Chen,et al.  Signal-induced ubiquitination of IκBα by the F-box protein Slimb/β-TrCP , 1999 .

[17]  Eva E. Qwarnstrom,et al.  Dynamic Shuttling of Nuclear Factor κB between the Nucleus and Cytoplasm as a Consequence of Inhibitor Dissociation* , 2000, The Journal of Biological Chemistry.

[18]  Claire V. Harper,et al.  Population robustness arising from cellular heterogeneity , 2010, Proceedings of the National Academy of Sciences.

[19]  S. Holgate,et al.  The airway epithelium: Structural and functional properties in health and disease , 2003, Respirology.

[20]  Marek Kimmel,et al.  Stochastic regulation in early immune response. , 2006, Biophysical journal.

[21]  A. Baldwin,et al.  The I kappa B proteins: multifunctional regulators of Rel/NF-kappa B transcription factors. , 1993, Genes & development.

[22]  A. Brasier,et al.  Mechanism for Biphasic Rel A· NF-κB1 Nuclear Translocation in Tumor Necrosis Factor α-stimulated Hepatocytes* , 1997, The Journal of Biological Chemistry.

[23]  J. Faulon,et al.  Sensitivity Analysis of a Computational Model of the IKK–NF‐κB–IκBα–A20 Signal Transduction Network , 2007, Annals of the New York Academy of Sciences.

[24]  H. Haario,et al.  An adaptive Metropolis algorithm , 2001 .

[25]  Allan R Brasier,et al.  Identification of a nuclear factor kappa B-dependent gene network. , 2003, Recent progress in hormone research.

[26]  Matthias Mann,et al.  IKK-1 and IKK-2: Cytokine-Activated IκB Kinases Essential for NF-κB Activation , 1997 .

[27]  K. Soman,et al.  Role of Peroxiredoxin 1 and Peroxiredoxin 4 in Protection of Respiratory Syncytial Virus-Induced Cysteinyl Oxidation of Nuclear Cytoskeletal Proteins , 2010, Journal of Virology.

[28]  M. Karin,et al.  p105 and p98 precursor proteins play an active role in NF-kappa B-mediated signal transduction. , 1993, Genes & development.

[29]  S. Widen,et al.  Quantification of Activated NF-κB/RelA Complexes Using ssDNA Aptamer Affinity – Stable Isotope Dilution—Selected Reaction Monitoring—Mass Spectrometry* , 2011, Molecular & Cellular Proteomics.

[30]  Allan R. Brasier,et al.  Identification of Direct Genomic Targets Downstream of the Nuclear Factor-κB Transcription Factor Mediating Tumor Necrosis Factor Signaling* , 2005, Journal of Biological Chemistry.

[31]  S. Srinivasula,et al.  Activation of the IκB Kinases by RIP via IKKγ/NEMO-mediated Oligomerization* , 2000, The Journal of Biological Chemistry.

[32]  A. Brasier The NF-κB regulatory network , 2007, Cardiovascular Toxicology.

[33]  James R. Johnson,et al.  Oscillations in NF-κB Signaling Control the Dynamics of Gene Expression , 2004, Science.

[34]  S. Lemon,et al.  Cellular signaling and innate immune responses to RNA virus infections , 2009 .

[35]  M. Sung,et al.  Sustained Oscillations of NF-κB Produce Distinct Genome Scanning and Gene Expression Profiles , 2009, PloS one.

[36]  David S. Broomhead,et al.  Interactions among oscillatory pathways in NF-kappa B signaling , 2011, BMC Systems Biology.