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Updated: Feb 5, 2026

Daily Transfers, Archiving Populations, and Measuring Fitness in the Long-Term Evolution Experiment with Escherichia coli
Published on: August 18, 2023
Antigenic evolution of viruses in host populations
Igor M Rouzine1,2, Ganna Rozhnova2,3,4
1Sorbonne Université, Institute de Biologie Paris-Seine, Laboratoire de Biologie Computationelle et Quantitative, LCQB, F-75004 Paris, France.
Viruses evolve to evade immunity, leading to new infections. This study reveals a simple relationship between immune memory, viral evolution speed, and infection rates, crucial for understanding pathogen dynamics.
Area of Science:
- Virology
- Epidemiology
- Evolutionary Biology
Background:
- Viruses evolve to escape host immune recognition, prompting the immune system to generate new memory cells.
- The complex interplay between viral evolution, host immunity, and epidemiology remains incompletely understood.
Purpose of the Study:
- To establish a general relationship between cross-immunity, genetic diversity, evolution speed, and infection incidence.
- To develop an analytical method integrating epidemiological models with virus evolution theory.
Main Methods:
- Developed an analytical model fusing susceptible-infected-recovered (SIR) epidemiology with virus evolution theory.
- Incorporated factors like immune memory, genetic drift, and clonal interference.
- Modeled viral evolution on a moving fitness landscape driven by immune memory serotypes.
Main Results:
- Predicted that the evolution rate is proportional to the fitness slope (driven by cross-immunity distance) and logarithmic to mutation rate and population size.
- Estimated annual infection incidence for influenza A (H3N2 and H1N1) at 4-7%.
- Quantified the antigenic mutation rate (Ub) and cross-immunity distance (a) for influenza strains.
Conclusions:
- The distribution of immune memory creates a dynamic fitness landscape, driving viral antigenic escape.
- The developed model accurately predicts epidemiological and evolutionary parameters for influenza viruses.
- Findings provide a framework for understanding pathogen evolution and informing public health strategies.
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