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Quantitative network signal combinations downstream of TCR activation can predict IL-2 production response
Melissa L Kemp1, Lucia Wille, Christina L Lewis
1Biological Engineering Division, Massachusetts Institute of Technology, Cambridge, USA.
Abstract:
Proximal signaling events activated by TCR-peptide/MHC (TCR-pMHC) binding have been the focus of intense ongoing study, but understanding how the consequent downstream signaling networks integrate to govern ultimate avidity-appropriate TCR-pMHC T cell responses remains a crucial next challenge. We hypothesized that a quantitative combination of key downstream network signals across multiple pathways must encode the information generated by TCR activation, providing the basis for a quantitative model capable of interpreting and predicting T cell functional responses. To this end, we measured 11 protein nodes across six downstream pathways, along five time points from 10 min to 4 h, in a 1B6 T cell hybridoma stimulated by a set of three myelin proteolipid protein 139-151 altered peptide ligands. A multivariate regression model generated from this data compendium successfully comprehends the various IL-2 production responses and moreover successfully predicts a priori the response to an additional peptide treatment, demonstrating that TCR binding information is quantitatively encoded in the downstream network. Individual node and/or time point measurements less effectively accounted for the IL-2 responses, indicating that signals must be integrated dynamically across multiple pathways to adequately represent the encoded TCR signaling information. Of further importance, the model also successfully predicted a priori direct experimental tests of the effects of individual and combined inhibitors of the MEK/ERK and PI3K/Akt pathways on this T cell response. Together, our findings show how multipathway network signals downstream of TCR activation quantitatively integrate to translate pMHC stimuli into functional cell responses.
Insights
T-cell activation relies on quantitatively integrating signals from multiple pathways, not just individual ones. This study developed a model to predict T-cell responses based on these integrated downstream signals, advancing our understanding of immune cell communication.
Area of Science:
- Immunology
- Systems Biology
- Computational Biology
Background:
- T-cell receptor (TCR) signaling is crucial for adaptive immunity.
- Understanding how TCR-peptide/MHC (pMHC) binding translates into T-cell responses requires deciphering complex downstream signaling networks.
Purpose of the Study:
- To investigate if quantitative integration of downstream signaling nodes across multiple pathways encodes T-cell activation information.
- To develop a predictive model for T-cell functional responses based on integrated signaling data.
Main Methods:
- Measured 11 protein nodes across six signaling pathways at five time points in a T-cell hybridoma stimulated with altered peptide ligands.
- Developed a multivariate regression model using the collected signaling data.
Main Results:
- The multivariate regression model successfully predicted Interleukin-2 (IL-2) production responses.
- Individual signaling node or time point measurements were less effective predictors compared to the integrated model.
- The model accurately predicted the effects of MEK/ERK and PI3K/Akt pathway inhibitors.
Conclusions:
- T-cell activation information is quantitatively encoded through the dynamic integration of signals across multiple downstream pathways.
- A systems-level approach integrating multipathway signaling is essential for predicting T-cell functional outcomes.
- This quantitative framework advances the understanding of how pMHC stimuli are translated into T-cell responses.
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