The Role of Energy Cost on Accuracy, Sensitivity, Specificity, Speed and Adaptation of T Cell Foreign and Self Recognition
Gyubaek Shin (1), Jin Wang (1, 2) ((1) Department of Chemistry,, SUNY Stony Brook, NY, USA, (2) Department of Physics, Astronomy, SUNY, Stony Brook, NY, USA)

TL;DR
This paper investigates how energy consumption affects T cell recognition accuracy, sensitivity, speed, and adaptation, revealing energy's central role in optimizing immune response efficiency.
Contribution
It provides a quantitative analysis of energy cost impacts on T cell discrimination metrics using kinetic proofreading models with analytical and numerical methods.
Findings
Energy influences error rates, sensitivity, and speed in T cell recognition.
Optimal conditions for minimal errors and maximum sensitivity depend on energy dissipation levels.
The study offers a framework for understanding T cell dynamics through energy-dependent kinetic modeling.
Abstract
The critical role of energy consumption in biological systems including T cell discrimination process has been investigated in various ways. The kinetic proofreading(KPR) in T cell recognition involving different levels of energy dissipation influences functional outcomes such as error rates and specificity. In this work, we study quantitatively how the energy cost influences error fractions, sensitivity, specificity, kinetic speed in terms of Mean First Passage Time(MFPT) and adaption errors. These provide the background to adequately understand T cell dynamics. It is found that energy plays a central role in the system that aims to achieve minimum error fractions and maximum sensitivity and specificity with the fastest speed under our kinetic scheme for which numerical values of kinetic parameters are specially chosen, but such a condition can be broken with varying data. Starting…
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.
