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Updated: Jun 24, 2025

A Macrophage Reporter Cell Assay to Examine Toll-Like Receptor-Mediated NF-kB/AP-1 Signaling on Adsorbed Protein Layers on Polymeric Surfaces
Published on: January 7, 2020
Dynamical and combinatorial coding by MAPK p38 and NFκB in the inflammatory response of macrophages
Stefanie Luecke1,2, Xiaolu Guo1,2, Katherine M Sheu1,2
1Department of Microbiology, Immunology, and Molecular Genetics (MIMG), University of California Los Angeles, Los Angeles, CA, 90095, USA.
Abstract:
Macrophages sense pathogens and orchestrate specific immune responses. Stimulus specificity is thought to be achieved through combinatorial and dynamical coding by signaling pathways. While NFκB dynamics are known to encode stimulus information, dynamical coding in other signaling pathways and their combinatorial coordination remain unclear. Here, we established live-cell microscopy to investigate how NFκB and p38 dynamics interface in stimulated macrophages. Information theory and machine learning revealed that p38 dynamics distinguish cytokine TNF from pathogen-associated molecular patterns and high doses from low, but contributed little to information-rich NFκB dynamics when both pathways are considered. This suggests that immune response genes benefit from decoding immune signaling dynamics or combinatorics, but not both. We found that the heterogeneity of the two pathways is surprisingly uncorrelated. Mathematical modeling revealed potential sources of uncorrelated heterogeneity in the branched pathway network topology and predicted it to drive gene expression variability. Indeed, genes dependent on both p38 and NFκB showed high scRNAseq variability and bimodality. These results identify combinatorial signaling as a mechanism to restrict NFκB-AND-p38-responsive inflammatory cytokine expression to few cells.
Insights
Immune cells use signaling pathway dynamics to identify threats. This study reveals that while p38 signaling distinguishes stimuli, NFκB dynamics are key for encoding information, with combined pathway analysis highlighting specific immune responses.
Area of Science:
- Immunology
- Cellular Signaling
- Systems Biology
Background:
- Macrophages are crucial for immune responses, sensing pathogens and orchestrating defense mechanisms.
- Stimulus specificity in immune responses is believed to involve combinatorial and dynamical coding by signaling pathways.
- While Nuclear Factor kappa B (NFκB) dynamics are known to encode stimulus information, the role of other pathways and their combinatorial coordination remains less understood.
Purpose of the Study:
- To investigate the interplay between NFκB and p38 signaling pathway dynamics in macrophages upon stimulation.
- To determine how these dynamics contribute to stimulus specificity and immune response gene expression.
- To explore the sources and consequences of heterogeneity in these signaling pathways.
Main Methods:
- Live-cell microscopy was employed to monitor NFκB and p38 dynamics in stimulated macrophages.
- Information theory and machine learning approaches were used to analyze the signaling dynamics and information encoding.
- Mathematical modeling and single-cell RNA sequencing (scRNAseq) were utilized to investigate pathway heterogeneity and gene expression variability.
Main Results:
- p38 signaling dynamics could distinguish between different stimuli (e.g., TNF cytokine vs. pathogen-associated molecular patterns) and doses.
- p38 dynamics contributed minimally to the information encoded by NFκB dynamics when both pathways were analyzed together.
- Heterogeneity between NFκB and p38 pathways was largely uncorrelated, potentially arising from branched pathway network topology.
- Genes regulated by both NFκB and p38 exhibited high variability and bimodality in their expression, as observed in scRNAseq data.
Conclusions:
- Immune response genes may benefit from decoding either signaling dynamics or combinatorics, but not necessarily both.
- Uncorrelated heterogeneity in signaling pathways can drive significant gene expression variability.
- Combinatorial signaling, specifically the interplay of NFκB and p38, acts as a mechanism to restrict the expression of inflammatory cytokines responsive to both pathways to a limited subset of cells.
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