Identifying feasible operating regimes for early T-cell recognition: The speed, energy, accuracy trade-off in kinetic proofreading and adaptive sorting
Wenping Cui, Pankaj Mehta

TL;DR
This paper investigates the fundamental trade-offs between speed, energy consumption, and accuracy in kinetic proofreading mechanisms used by T cells for ligand discrimination, identifying a feasible operating regime where these processes are optimized.
Contribution
It introduces a numerical simulation framework to analyze the speed, accuracy, and energy trade-offs in KPR and adaptive sorting networks, revealing a generic feasible operating regime.
Findings
Existence of a feasible speed-energy-accuracy regime in T-cell recognition
KPR mechanisms can operate efficiently within this regime
Implications for understanding T cell receptor circuit design
Abstract
In the immune system, T cells can quickly discriminate between foreign and self ligands with high accuracy. There is evidence that T-cells achieve this remarkable performance utilizing a network architecture based on a generalization of kinetic proofreading (KPR). KPR-based mechanisms actively consume energy to increase the specificity beyond what is possible in equilibrium.An important theoretical question that arises is to understand the trade-offs and fundamental limits on accuracy, speed, and dissipation (energy consumption) in KPR and its generalization. Here, we revisit this question through numerical simulations where we simultaneously measure the speed, accuracy, and energy consumption of the KPR and adaptive sorting networks for different parameter choices. Our simulations highlight the existence of a 'feasible operating regime' in the speed-energy-accuracy plane where T-cells…
Peer Reviews
No public reviews on file for this paper yet. If you reviewed it on a platform where reviews are public (OpenReview, ICLR, NeurIPS, ICML), you can paste yours below so the community can read it here.
Videos
No videos yet. Explain this paper in a talk, walkthrough, or lecture? Add one.
