Multi-strain dynamics Flashcards
strain
the genetic loci that encode the antigens against which immunity acts
allelic sequence
allele at each locus
cross immunity assumptions
reduces transmission of strains that share immune targets
Why do multi-strains behave similarly in SIR-like models ?
- same epidemiological parameters
- yamma = 0 (no strain structure)
- all strains have similar success/dyanmics
- their differences are attributable to their starting conditions
- extract prevalence statistics to check
Increasing beta in one strain when gamma = low
- changes R0
- higher, more frequent epidemics initially
- higher prevalence at eqm
- behaviour is quantitatively different, but qualitatively the same
measuring strain diversity per time step [when?]
- diversity is higher when strains are co-circulating at a similar prevalence
- diversity increases with epidemics
- plateus at eqm
If gamma is high, but beta is the same [check this]
- discrete strain structure
- strains transmit the same
prevalence data high-gamma classifications
high dominant prevalence, intermediate subdominant prevalence, low exclusion/extinction level
Why do high-gamma multi-strain dynamics lead to segregation?
- initial chaotic epidemic period is unpredictable
- cross-immunity forces system to self-organise after dominance is established
Predictions of a multi-strain dynamical system with high gamma
1) strains that share alleles with the dominant strain will be driven to extinction via herd immunity
2) different alleles co-circulate at intermediate prevalence, but compete with each other for susceptible, limiting their growth
editing beta in high gamma models
high beta becomes dominant
Measuring strain diversity per time step in high gamma models
1) initial diversity oscillations
2) diversity and systems converge on eqm
3) extinction = low diversity
intermediate gamma, same beta systems
- chaotic strain structure
- intermediate dynamics avoid eqm
- SIR framework delivers recurrent epidemics
- epidemic establishment creates herd immunity for other strains, suppressing them
- interference from similar strains limits immunity in pop; susceptible retained
chaotic strain structure and influenza
- many sequential strains
- next epidemic unpredictable
- impacts vaccines
Differences in host reservoir lifespan?
shorter lifespan leads to:
- higher peaks more regularly
- faster cycling due to host turnover
- higher diversity