1. Dynamical and combinatorial coding by MAPK p38 and NFκB in the inflammatory response of macrophages.
- Author
-
Luecke, Stefanie, Guo, Xiaolu, Sheu, Katherine, Singh, Apeksha, Lowe, Sarina, Han, Minhao, Diaz, Jessica, Lopes, Francisco, Wollman, Roy, and Hoffmann, Alexander
- Subjects
Combinatorial Signaling Dynamics ,Cytokine Control ,Inflammation ,Innate Immunity ,Signal Encoding ,p38 Mitogen-Activated Protein Kinases ,NF-kappa B ,Macrophages ,Signal Transduction ,Inflammation ,Animals ,Mice ,Cytokines ,Machine Learning ,Gene Expression Regulation ,Humans ,Tumor Necrosis Factor-alpha - 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.
- Published
- 2024