Dynamical and combinatorial coding by MAPK p38 and NFκB in the inflammatory response of macrophages.
Stefanie LueckeXiaolu GuoKatherine M SheuApeksha SinghSarina C LoweMinhao HanJessica DiazFrancisco J P LopesRoy WollmanAlexander HoffmannPublished in: Molecular systems biology (2024)
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.
Keyphrases
- signaling pathway
- pi k akt
- lps induced
- induced apoptosis
- immune response
- inflammatory response
- oxidative stress
- cell cycle arrest
- gene expression
- nuclear factor
- single cell
- epithelial mesenchymal transition
- cell proliferation
- density functional theory
- poor prognosis
- healthcare
- dna methylation
- dendritic cells
- high resolution
- optical coherence tomography
- high throughput
- drinking water
- long non coding rna
- risk assessment
- endoplasmic reticulum stress
- big data
- candida albicans
- high speed
- gram negative
- climate change