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Advances and gaps in vaccine modelling
Richard Reeve
Boyd Orr Centre for Population and Ecosystem Health
University of Glasgow
Should I vaccinate?
Porphyre et al. PLOS ONE (2013)
In disease-free countries, the decision may be difficult…
Should I have vaccinated?
Knight-Jones et al. Scientific Reports (2016)
And in endemic countries the problem is often no easier…
Overview
• Vaccine models that investigate:
–Vaccine efficacy
–Vaccine selection
Vaccine efficacy
How well will my vaccine work?
• What do vaccines do?
– Increase protection against infection / disease
– At herd level, reduce individual exposure to FMDV
because of fewer infected individuals
– At a metapopulation level, reduce herd exposure
to FMDV because of reduced virus excretion from
vaccinated herds
Will the vaccine protect against disease?
Spearman Brit J Psych (1908)
Kärber, N-S Arch Ex Path Ph (1931)
PD50 test: 5 animals at a full dose, 5 at 1/4 dose, 5 at 1/16 dose
Will the vaccine protect against disease?
Reeve et al. Vaccine (2011)
Will the vaccine protect against disease?
Will the vaccine protect against disease?
Predicting protection for a titre of 1
Expected
Percentage
Protection
Predicting protection for a titre of 1
Willems et al. Vaccine (2012)
Will the vaccine protect against disease?
Will the vaccine protect against disease?
Jamaliah Senawi, UoG/Pirbright PhD student
Will the vaccine protect against disease?
Will the vaccine protect against disease?
But what about (sub-clinical) infection?
Gonzales et al. Vaccine (2014)
But what about (sub-clinical) infection?
Miriam Casey PhD Thesis (2016)
Date of reported
outbreak
Spring 2011 August 2011 July 2012 June 2013
Herd managers’
perception of
outbreak severity
Mild Severe Less severe Unknown
Number of animals
in herd at time
100 96 96 51
Number of animals
with photographic
evidence of lesions
or lesion material
submitted to WRL
NA 18 10 7
Serotype O SAT2 SAT1 A
Predicted infection
status model 2B
Uninfected = 35
Infected = 65
Uninfected = 6
Infected = 90
Uninfected = 23
Infected =73
Uninfected = 16
Infected = 35
Why should we care?
Matthews et al. PNAS (2013)
How do we induce it?
Rate of infection per FMDV infectious (TCID50) aerosol
Rate LCL UCL
Infection 0.027 0.016 0.045
Disease 0.005 0.003 0.009
50% cow infectious dose (TCID50)
Dose LCL UCL
Infection 1.4 1.1 1.6
Disease 2.1 1.8 2.3
Gonzales et al. EUFMD (2014)
Does it help when we do?
Chis Ster et al. Epidemics (2012)
Gonzales et al. Vaccine (2014)
Does it help when we do?
Colenutt et al. Vet Microbiol (2016)
Willems et al. Vaccine (2012)
Does it help when we do?
Vaccine selection
What vaccine should I use?
• Cross-protection challenge trials
• r1 values to measure cross-reactivity
– or just VNT / LPBE / CFT titres
• Sequence-based prediction
What vaccine should I use?
Brehm et al. Vaccine (2008)
What vaccine should I use?
Reeve et al. PLOS Comp Biol (2010)
What vaccine should I use?
Reeve et al. PLOS ONE (2016)
What vaccine should I use?
Harvey et al. PLOS Pathogens (2016)
What vaccine should I use?
Łuksza and Lässig Nature (2014)
What vaccine should I use?
Łuksza et al. WHO Influenza VCM technical report (Sept 2016)
What vaccine should I use?
Łuksza et al. WHO Influenza VCM technical report (Sept 2016)
Gaps?
• A better understanding of:
– the serological assays themselves
• and their relationship to protection
• especially in the sense of cross-protection
– the importance of sub-clinical infection in the
epidemiology of endemic disease
– factors affecting viral clade survival
• and their implications for vaccine choice
• More sequence (and serological) data on
circulating strains, especially in Africa
Acknowledgements
University of Glasgow (UK)
• Miriam Casey, Tiziana Lembo, Sarah Cleaveland, Will
Harvey, Dan Haydon
The Pirbright Institute (UK)
• Daryl Borley, Sasmita Upadhyaya, Fufa Bari, Mana
Mahapatra, David Paton, Satya Parida, Paul Barnett
Onderstepoort Veterinary Institute (South Africa)
• Francois Maree, Azwidowi Lukhwareni, Jan Esterhuysen,
Belinda Blignaut
MRC National Institute for Medical Research (UK)
• John McCauley, Alan Hay, Rod Daniels, Victoria Gregory,
Donald Benton
Institute for Advanced Study (USA)
• Marta Łuksza
University of Cologne (Germany)
• Michael Lässig
Acknowledgements
Boyd Orr Centre for
Population and Ecosystem
Health
EUFMD East Africa Regional Laboratory Network
Vaccine matching: why should it be considered
an important tool for the control of foot-and-
mouth disease
• https://eufmd.rvc.ac.uk/course/view.php?id=87
Vaccine performance: how to evaluate
effectiveness of FMD vaccines in the field?
• Wednesday 9th November - 4.00 pm (EAT)/3 pm (CEST)
• http://fao.adobeconnect.com/earln_vaccineperformance/

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OS16 - 2.P2.a Advances and Gaps in Vaccine Modelling - R. Reeve

  • 1. 1 Advances and gaps in vaccine modelling Richard Reeve Boyd Orr Centre for Population and Ecosystem Health University of Glasgow
  • 2. Should I vaccinate? Porphyre et al. PLOS ONE (2013) In disease-free countries, the decision may be difficult…
  • 3. Should I have vaccinated? Knight-Jones et al. Scientific Reports (2016) And in endemic countries the problem is often no easier…
  • 4. Overview • Vaccine models that investigate: –Vaccine efficacy –Vaccine selection
  • 6. How well will my vaccine work? • What do vaccines do? – Increase protection against infection / disease – At herd level, reduce individual exposure to FMDV because of fewer infected individuals – At a metapopulation level, reduce herd exposure to FMDV because of reduced virus excretion from vaccinated herds
  • 7. Will the vaccine protect against disease? Spearman Brit J Psych (1908) Kärber, N-S Arch Ex Path Ph (1931) PD50 test: 5 animals at a full dose, 5 at 1/4 dose, 5 at 1/16 dose
  • 8. Will the vaccine protect against disease? Reeve et al. Vaccine (2011)
  • 9. Will the vaccine protect against disease?
  • 10. Will the vaccine protect against disease?
  • 11. Predicting protection for a titre of 1 Expected Percentage Protection
  • 12. Predicting protection for a titre of 1 Willems et al. Vaccine (2012)
  • 13. Will the vaccine protect against disease?
  • 14. Will the vaccine protect against disease? Jamaliah Senawi, UoG/Pirbright PhD student
  • 15. Will the vaccine protect against disease?
  • 16. Will the vaccine protect against disease?
  • 17. But what about (sub-clinical) infection? Gonzales et al. Vaccine (2014)
  • 18. But what about (sub-clinical) infection? Miriam Casey PhD Thesis (2016) Date of reported outbreak Spring 2011 August 2011 July 2012 June 2013 Herd managers’ perception of outbreak severity Mild Severe Less severe Unknown Number of animals in herd at time 100 96 96 51 Number of animals with photographic evidence of lesions or lesion material submitted to WRL NA 18 10 7 Serotype O SAT2 SAT1 A Predicted infection status model 2B Uninfected = 35 Infected = 65 Uninfected = 6 Infected = 90 Uninfected = 23 Infected =73 Uninfected = 16 Infected = 35
  • 19. Why should we care? Matthews et al. PNAS (2013)
  • 20. How do we induce it? Rate of infection per FMDV infectious (TCID50) aerosol Rate LCL UCL Infection 0.027 0.016 0.045 Disease 0.005 0.003 0.009 50% cow infectious dose (TCID50) Dose LCL UCL Infection 1.4 1.1 1.6 Disease 2.1 1.8 2.3 Gonzales et al. EUFMD (2014)
  • 21. Does it help when we do? Chis Ster et al. Epidemics (2012) Gonzales et al. Vaccine (2014)
  • 22. Does it help when we do? Colenutt et al. Vet Microbiol (2016)
  • 23. Willems et al. Vaccine (2012) Does it help when we do?
  • 25. What vaccine should I use? • Cross-protection challenge trials • r1 values to measure cross-reactivity – or just VNT / LPBE / CFT titres • Sequence-based prediction
  • 26. What vaccine should I use? Brehm et al. Vaccine (2008)
  • 27. What vaccine should I use? Reeve et al. PLOS Comp Biol (2010)
  • 28. What vaccine should I use? Reeve et al. PLOS ONE (2016)
  • 29. What vaccine should I use? Harvey et al. PLOS Pathogens (2016)
  • 30. What vaccine should I use? Łuksza and Lässig Nature (2014)
  • 31. What vaccine should I use? Łuksza et al. WHO Influenza VCM technical report (Sept 2016)
  • 32. What vaccine should I use? Łuksza et al. WHO Influenza VCM technical report (Sept 2016)
  • 33. Gaps? • A better understanding of: – the serological assays themselves • and their relationship to protection • especially in the sense of cross-protection – the importance of sub-clinical infection in the epidemiology of endemic disease – factors affecting viral clade survival • and their implications for vaccine choice • More sequence (and serological) data on circulating strains, especially in Africa
  • 34. Acknowledgements University of Glasgow (UK) • Miriam Casey, Tiziana Lembo, Sarah Cleaveland, Will Harvey, Dan Haydon The Pirbright Institute (UK) • Daryl Borley, Sasmita Upadhyaya, Fufa Bari, Mana Mahapatra, David Paton, Satya Parida, Paul Barnett Onderstepoort Veterinary Institute (South Africa) • Francois Maree, Azwidowi Lukhwareni, Jan Esterhuysen, Belinda Blignaut MRC National Institute for Medical Research (UK) • John McCauley, Alan Hay, Rod Daniels, Victoria Gregory, Donald Benton Institute for Advanced Study (USA) • Marta Łuksza University of Cologne (Germany) • Michael Lässig
  • 35. Acknowledgements Boyd Orr Centre for Population and Ecosystem Health
  • 36. EUFMD East Africa Regional Laboratory Network Vaccine matching: why should it be considered an important tool for the control of foot-and- mouth disease • https://eufmd.rvc.ac.uk/course/view.php?id=87 Vaccine performance: how to evaluate effectiveness of FMD vaccines in the field? • Wednesday 9th November - 4.00 pm (EAT)/3 pm (CEST) • http://fao.adobeconnect.com/earln_vaccineperformance/