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Constraints and tunability of antigen-agnostic memory durability
Shubham Tripathi1, Can Liu1, William W Lau2,3
1Yale Center for Systems and Engineering Immunology and Department of Immunobiology, Yale School of Medicine, New Haven, CT, USA.
Antigen-agnostic immune memory, like trained immunity, can be long-lasting. Mathematical models reveal cytokine feedback loops enable tunable, durable memory beyond cell turnover limits.
Area of Science:
- Immunology
- Systems Biology
- Computational Biology
Background:
- Infection and vaccination induce antigen-specific immune memory.
- Antigen-agnostic memory, including trained immunity, also forms but its durability is poorly understood.
- Factors limiting the persistence of trained immunity are key research questions.
Purpose of the Study:
- To investigate the determinants of antigen-agnostic immune memory durability.
- To explore mechanisms that can overcome limitations imposed by cell turnover and epigenetic stability.
- To identify how immune cell interactions contribute to long-lasting immunological memory.
Main Methods:
- Development of mathematical models of immune memory dynamics.
- Utilizing computer simulations to explore model behavior.
- Employing machine learning for parameter-phenotype mapping.
- Proposing specific experimental validation strategies.
Main Results:
- Antigen-agnostic memory durability is constrained by immune cell turnover and cytokine dependence.
- Trained immunity persistence is further limited by epigenetic state transmission fidelity.
- Positive feedback via cytokine signaling creates tunable memory with excitable responses and slow relaxation.
Conclusions:
- Cytokine-mediated positive feedback offers a cell-extrinsic mechanism for durable, tunable antigen-agnostic memory.
- This mechanism can overcome inherent constraints of cell turnover and epigenetic inheritance.
- Findings provide a framework for understanding and potentially enhancing long-lasting immune memory.
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