Vaccines to combat infectious diseases
Slides: https://www.andreashandel.com/presentations/
2024-11-06
Question
What is the main mechanism by which a vaccine protects from infection:
- It induces a protective metabolic state
- It induces a protective immune response
- It induces a protective disease avoidance state
- All of A) - C)
- None of A) - C)
About me
- Professor of Epidemiology and Biostatistics in the College of Public Health at the University of Georgia.
- Modeling and analysis of infectious diseases, mainly influenza and norovirus.
- Work on better understanding the spread and control of infectious diseases.
- Teach courses on infectious diseases, data analysis/biostatistics and epidemiology.
More about me
- Originally from Germany, I moved to the US for graduate school. I have now lived in the US longer than in Germany.
- I trained as a physicist, I have never taken an epidemiology or biostatistics class in my life.
- If I don’t work, I grow, cook and eat, and mountain bike.
Vaccines are pretty good
xkcd.com
Vaccines are pretty good
Pollard et al 2021
The idea behind vaccines
Infection
Healthy \(\rightarrow\) Infected \(\rightarrow\) Symptomatic (often) \(\rightarrow\) Recovered and Immune (good!) or dead (bad!)
The idea behind vaccines
Infection
Healthy \(\rightarrow\) Infected \(\rightarrow\) Symptomatic (often) \(\rightarrow\) Recovered and Immune (good!) or dead (bad!)
Vaccination
Healthy \(\rightarrow\) Get Vaccine \(\rightarrow\) Symptomatic (sometimes) \(\rightarrow\) Immune (often)
What are vaccines
https://gladstone.org/news/how-do-vaccines-work - see also Fig 2 of Pollard et al.
How do vaccines work
- Induction of a protective, long-lived memory immune response
Pollard et al 2021, Figure 3
Challenges to make good vaccines
If you recover from measles, how long are you immune for?
If you get a measles vaccine, for how long are you protected?
If you recover from chlamydia, how long are you immune for?
If you get a chlamydia vaccine, for how long are you protected?
Evaluation of vaccines
How do we determine if vaccines are good?
- Safety
- Immunogenicity
- Efficacy/Effectiveness
- Cost-effectiveness
Vaccine Development
Knipe et al Science 2020
Outcomes of interest
Vaccines (partially) protect those who receive them (direct/individual effect):
- Reduction in risk of infection/symptoms/hospitalization/death.
- Reduction in strength of symptoms.
Outcomes of interest
Vaccines (partially) protect those who receive them (direct/individual effect):
- Reduction in risk of infection/symptoms/hospitalization/death.
- Reduction in strength of symptoms.
Vaccines can also protect non-vaccinated contacts (indirect effect).
- Reduction of susceptibles in the population leads to overall reduced spread (contagion effect).
- Reduction of infectiousness/transmission potential leads to reduced spread (infectiousness effect).
Indirect effect example
- Vaccine 1 reduces risk of clinical infection by 70%, reduces infectiousness by 30%.
- Vaccine 2 reduces risk of clinical infection by 30%, reduces infectiousness by 70%.
Gallagher et al, medRxiv 2020
Ways to evaluate vaccine impact
Measure it:
- Challenge studies
- Clinical trials
- Observational studies
Estimate it:
Measuring vaccine impact
Challenge studies
- One group receives the vaccine, the other placebo.
- Both groups are challenged with the pathogen under consideration.
- Measures vaccine efficacy (VE).
- Well-controlled, can use small(ish) sample size.
- Somewhat unrealistic (e.g., high challenge doses).
- Direct effect only.
- Sometimes not feasible/ethical.
Clinical trials
- One group receives the vaccine, the other placebo.
- Groups are followed and outcome (infection/disease/etc.) recorded.
- Measures vaccine efficacy (VE).
- Good balance between controlled and real-world setting.
- Usually needed for FDA approval.
- Only works if infections are high (not good for emerging pathogens).
- Can measure direct and indirect effects (but usually only direct).
- Expensive.
Observational studies
- Taking vaccine is up to individuals (so must be licensed).
- Cohort and case-control (e.g., test-negative) design.
- Measures vaccine effectiveness (VE).
- Most “real”, least controlled.
- Can lead to biased estimates.
- Can measure direct and indirect effects.
- Can be fairly inexpensive.
Estimating vaccine impact
xkcd.com
Correlates of protection (CoP)
- Determining an immunological quantity that correlates with protection can make vaccine assessment easier.
- Finding correlates of protection (for vaccines) is very valuable (but can be tricky).
xkcd.com
CoP - SARS-CoV-2 Example
Khoury et al 2021 Nat Med
CoP - Influenza Example
Coudeville et al 2010 BMC MRM
Summary
- Vaccines are one of the best public health tools we have
- Vaccines work by inducing protective immunity
- Vaccines can provide direct and indirect protection.
- There are different ways to measure vaccine effectiveness.
Questions?
https://phdcomics.com/
- Slides: https://www.andreashandel.com/presentations/
- Contact: https://www.andreashandel.com