B cells, antibodies, and vaccination
Antibodies co-evolve with pathogens
B cells determine antibody diversity
Structure of a B cell receptor
Origins of B cell receptor diversity
VDJ recombination
Affinity maturation
VDJ loci
VDJ recombination
Selection on naive repertoire
Stability
Autoreactivity
Germinal centers
Affinity maturation
GC B cells evolve
AID induces somatic hypermutation
Mutation rate varies over the variable region
GCs produce plasma and memory cells
In humans, memory cells evolve further
Evidence from sampling lymph nodes
Clones can be long-lived
Broadly neutralizing antibodies are often highly diverged
Broadly neutralizing antibodies to flu elusive
Stalk might not be "evolution-proof"
Historically conserved sites might not be constrained
Why do some people develop more bnAbs?
Can we induce high levels in everyone?
How can we guarantee they will dominate?
"Restricted" responses to epitopes
Genotype affects response to H5N1 vaccination
Allele copy number affects clone frequency
Ethnic differences in copy number
Response to 2009 H1N1 vaccine
Stalk responses can fade
Stalk antibodies bind with lower avidity
Stalk antibodies are more polyreactive
Birth year differences in stalk targeting
Early infections affect vaccine response
A general model of sin
In 2013, H1N1 acquired K166Q
Uneven recognition
Homology with childhood strain
Recapitulation in ferrets
"Antigenic seniority"
Broad cohort-specific effects
What determines Ab immunodominance?
Host genotype
Order (Age?) of infection
Immunogenicity of antigen (e.g., adjuvanted vaccine vs. mild infection)
Immunogenicity of epitopes
Autoreactivity
Measuring the impacts of vaccination
Potential impacts of vaccination
"Direct effects" - on the recipient
"Indirect effects" - on non-recipients
Immunological, infection-related, clinical, epidemiological, and evolutionary
In RCT, vaccine provides indirect protection
Definitions of "VE"
Vaccine efficacy: derived from clinical trial with randomization
Vaccine effectiveness: derived from observational data (no control over who's vaccinated)
This distinction is critical
Voluntary vaccinees are very different from non-vaccinees
(also, people who enroll in clinical trials are different from those who don't)
Efficacy (or effectiveness) against what?
VE often comes from observational studies
Trials can be unethical if recommendation in place
Trials can be very expensive
Outpatient and hospitalization data are "convenient"
Common observational study approach: test-negative design
Prospective vs. test-negative design
Some implicit assumptions of TND
Vaccine is not "leaky" (all-or-nothing protection)
Decision to vaccinate is random
We can mitigate a few problems by statistically adjusting for or stratifying by comorbidities, age, risky behavior, etc., so we can estimate their effects (purely associational) separately---but we still can’t measure critical things, and we don’t know everything we need to measure.
What is the reference group?
Intuitively, "you" without vaccination, but we can't measure that!
Practically, an unvaccinated person (of the same age, health status, risk appetite...)
... who was recently infected?
... an "average" unvaccinated person?
Influenza vaccine effectiveness is low
H3N2: 33% (95% CI: 26-39)
B: 54% (46-61)
pH1N1: 61% (57-65)
H1N1: 67% (29-85)
What's going on?
Poor strain selection (antigenic mismatch)
Egg adaptations (antigenic mismatch)
Interaction with pre-existing immune responses
Mismatch does not drive low VE
OAS might "hide" strain updates
VE can be erratic by birth year
Unexpected drop in VE in middle-aged in 2015-2016 in the U.S. and Canada
Vaccine effectiveness tracks cohorts
Another curiosity: low VE in repeat vaccinees
In U.S., flu vaccine coverage is high(-ish)
In U.S., most vaccinees are repeat vaccinees
(Vaccinated this year and last year)
Potential explanations for apparent increase in infection risk in repeat vaccinees
- Failure to adjust for timing of vaccination + waning: modest effect
- Failure to account for nonrandom switching: modest effect, wrong direction.
Prior infection influences vaccine responses
Impact of recent infections in Ha Nam
Past infections could explain increased infection risk in repeat vaccinees
Could this explain differences in immunogenicity?
Innate immune signatures of vaccine responses