Talks and presentations

Bulletin of the American Physical Society: How the T cell signaling network processes information to discriminate between self and agonist ligands

March 15, 2021

T cells exhibit remarkable sensitivity and selectivity in detecting and responding to agonist peptides (p) bound to MHC molecules in a sea of self pMHC molecules. Despite much work, understanding of the underlying mechanisms of distinguishing such ligands remains incomplete. Here, we quantify T cell discriminatory capacity using channel capacity, a direct measure of the signaling network’s ability to discriminate between antigen-presenting cells (APCs) displaying either self ligands or a mixture of self and agonist ligands. This metric shows how differences in information content between these two types of peptidomes are decoded by network topology, feedback loops, and rates of kinetic proofreading signaling steps inside T cells. Using channel capacity, we constructed numerically substantiated hypotheses to explain the discriminatory role of a recently identified slow LAT Y132 phosphorylation step. Biochemical and imaging experiments support these findings.

Bulletin of the American Physical Society: Minimal model reveals key features of vaccination protocols that optimally elicit broadly neutralizing antibodies

March 05, 2020

During affinity maturation, B cell populations evolve in response to time-varying environments within germinal centers (GC). Recent simulations and experiments have shown that controlling the temporal application and degree of “frustration” (i.e. conflicting selection forces) within the GC crucially determines the successful production of broadly neutralizing antibodies (bnAbs). A one-dimensional fitness landscape enables us to quantify frustration as the change in entropy of the imposed fitness distribution as the selection forces change with time. Using a simple birth-death model, we then find that an optimal temporal profile of frustration maximizes bnAb production and determines the mechanisms underlying this result. The vaccination protocol requires a relatively low optimal level of frustration during GC priming to maintain the correct level of B cell diversity so that the surviving B cells have a high chance of evolving into bnAbs upon subsequently increasing the frustration by choosing appropriately designed vaccine immunogens. Our results also illustrate the importance of clonal interference in bnAb evolution due to time-varying environments.