Optimal evolutionary decision-making to store immune memory
Oskar H Schnaack, Armita Nourmohammad

TL;DR
This paper presents a mathematical framework for optimal immune memory storage, balancing specificity and cross-reactivity to enhance immune response effectiveness over an organism's lifetime.
Contribution
It introduces a novel mathematical model to determine optimal immune memory strategies considering organism lifespan and pathogen evolution.
Findings
Memory production should be actively regulated for optimal protection.
Shorter-lived organisms should store more cross-reactive memory.
The framework helps evaluate immune memory efficacy based on evolutionary history.
Abstract
The adaptive immune system provides a diverse set of molecules that can mount specific responses against a multitude of pathogens. Memory is a key feature of adaptive immunity, which allows organisms to respond more readily upon re-infections. However, differentiation of memory cells is still one of the least understood cell fate decisions. Here, we introduce a mathematical framework to characterize optimal strategies to store memory to maximize the utility of immune response over an organism's lifetime. We show that memory production should be actively regulated to balance between affinity and cross-reactivity of immune receptors for an effective protection against evolving pathogens. Moreover, we predict that specificity of memory should depend on the organism's lifespan, and shorter-lived organisms with fewer pathogenic encounters should store more cross-reactive memory. Our…
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.
Taxonomy
TopicsEvolution and Genetic Dynamics · T-cell and B-cell Immunology · Mathematical and Theoretical Epidemiology and Ecology Models
