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Multivalent pneumococcal vaccines can increase the transmissibility and virulence of non-vaccine strains Eleanor Watkins, Caroline Buckee, Bridget Penman, Martin Maiden, Sunetra Gupta Methods for Mathematical and Empirical Analysis of Microbial Communities Isaac Newton Institute for Mathematical Sciences, Cambridge 28th October 2014 Developing a model of pneumococcal population structure Streptococcus pneumoniae disease and control INI, Cambridge | 28th October 2014 Simulating vaccination | [email protected] Streptococcus pneumoniae • Gram Positive • Carried in nasopharynx • Invasive infections: pneumonia, meningitis, sepsis • 1.6 million deaths annually Nasopharynx INI, Cambridge | 28th October 2014 | [email protected] capsule INI, Cambridge | 28th October 2014 | [email protected] Serotypes and Vaccines • >95 capsule types • only ~15 cause most disease globally •Design a vaccine which targets the most virulent serotypes Heptavalent Pneumococcal Conjugate Vaccine (PCV7) • 4, 6B, 9V, 14, 18C, 19F, and 23F INI, Cambridge | 28th October 2014 | [email protected] Vaccine Induced Strain Replacement INI, Cambridge | 28th October 2014 | [email protected] Vaccine Induced Strain Replacement PCV7 All disease Non vaccine type disease Vaccine type disease Miller et al. (2011) Herd immunity and serotype replacement 4 years after seven-valent pneumococcal conjugate vaccination in England and Wales: an observational cohort study. Lancet Infect Dis. INI, Cambridge | 28th October 2014 | [email protected] Vaccine Induced Strain Replacement Previous frameworks: • Strong competition between strains • Vaccination releases competition • Inter-strain competitive interactions: > Immunological competition > Ecological competition INI, Cambridge | 28th October 2014 | [email protected] Vaccine Induced Strain Replacement Previous frameworks: • Strong competition between strains • Vaccination releases competition • Inter-strain competitive interactions: > Immunological competition > Ecological competition Lipsitch (1998) Vaccination against colonizing bacteria with multiple serotypes. PNAS. 94 6571 Cobey & Lipsitch (2012) Niche and Neutral Effects of Acquired Immunity Permit Coexistence of Pneumococcal Serotypes. Science 335: 1576. INI, Cambridge | 28th October 2014 | [email protected] Vaccine Induced Strain Replacement Previous frameworks: • Strong competition between strains • Vaccination releases competition • Inter-strain competitive interactions: > Immunological competition > Ecological competition Lipsitch (1998) Vaccination against colonizing bacteria with multiple serotypes. PNAS. 94 6571 Cobey & Lipsitch (2012) Niche and Neutral Effects of Acquired Immunity Permit Coexistence of Pneumococcal Serotypes. Science 335: 1576. INI, Cambridge | 28th October 2014 | [email protected] Vaccine Induced Strain Replacement Previous frameworks: • Strong competition between strains • Vaccination releases competition • Inter-strain competitive interactions: > Immunological competition > Ecological competition Lipsitch (1998) Vaccination against colonizing bacteria with multiple serotypes. PNAS. 94 6571 Cobey & Lipsitch (2012) Niche and Neutral Effects of Acquired Immunity Permit Coexistence of Pneumococcal Serotypes. Science 335: 1576. INI, Cambridge | 28th October 2014 | [email protected] Vaccine Induced Strain Replacement Previous frameworks: • Strong competition between strains • Vaccination releases competition • Inter-strain competitive interactions: > Immunological competition > Ecological competition Lipsitch (1998) Vaccination against colonizing bacteria with multiple serotypes. PNAS. 94 6571 Cobey & Lipsitch (2012) Niche and Neutral Effects of Acquired Immunity Permit Coexistence of Pneumococcal Serotypes. Science 335: 1576. INI, Cambridge | 28th October 2014 | [email protected] Antigens Metabolism Virulence Antigens Metabolism Capsule Carbohydrate Amino acid Lipid Nucleotide Transport Virulence Pili (type I and II) Pneumolysin variants Antigens Metabolism Carbohydrate Amino acid Lipid Nucleotide Transport Capsule a Antigenic Type (AT) Antigenic Type (AT) Metabolic Type (MT) Virulence Type (VT) Virulence Pili (type I and II) Pneumolysin variants Antigens Metabolism 1, 2, 3 Carbohydrate Amino acid 1>2>3 Lipid Nucleotide Ecological Transport competition a,b,c a Antigenic Type (AT) Antigenic Type (AT) Metabolic Type (MT) Virulence Type (VT) Virulence +- Pili (type I and II) Pneumolysin Costvariants Ecological competition Immunological competition a a1+ + INI, Cambridge | 28th October 2014 | [email protected] b2- b3+ b3- a3- a2- c2c2+ c1- c1+ a1+ a2+ a3+ c3+ a1c3- b2+ INI, Cambridge | b1+ 28th October 2014 b1- | [email protected] c3 b2 a1 INI, Cambridge | 28th October 2014 | [email protected] c3 b2 ST typing (MLST) Multi locus sequence a1+ Serotype • Non-overlapping combinations of antigenic and metabolic types • Only a minority of strains cause invasive disease, associated with the fittest metabolic types. Bruggemann et al. (2003). Clonal Relationships between Invasive and Carriage Streptococcus pneumoniae and Serotype- and Clone-Specific Sequence type (ST) Differences in Invasive Disease Potential. JID. 187:1424. INI, Cambridge | 28th October 2014 | [email protected] Metabolic Analysis of Pneumococcal Genomes • 616 pneumococcal genomes from Massachussetts • Identified all loci involved with metabolism and transport (890 in total) • Analysed allelic diversity of each metabolic/transport locus (Genome Comparator) Allele numbers Isolates Locus 1 Locus 2 Locus 3 Locus 4 www.pubmlst.org Jolley & Maiden (2010).Population BIGSdb: Scalable analysis of bacterialchanges genomeinvariation at the population level. BMC Bioinformatics 11:595 Croucher et al. (2013). genomics of post-vaccine pneumococcal epidemiology. Nature Genetics. INI, Cambridge | 28th October 2014 | [email protected] INI, Cambridge | 28th October 2014 | [email protected] Vaccination INI, Cambridge | 28th October 2014 | [email protected] Vaccine Induced Metabolic Shift A B C Antigenic type 2 3 Metabolic type _ _ Virulence type Vaccination could lead to increases in transmissibility and virulence INI, Cambridge | 28th October 2014 | [email protected] Metabolic Shift in S. pneumoniae: Serotype 19A United States Vaccine serotype 4 Vaccine serotype 19F Non vaccine serotype 19A Beall et al (2010) Shifting Genetic Structure of Invasive Serotype 19A Pneumococci in the United States. JID. 203:1360. INI, Cambridge | 28th October 2014 | [email protected] Metabolic Shift in S. pneumoniae at the genomic level 19A (ST199) 19F (ST320) 19A Vaccination INI, Cambridge | 28th October 2014 | [email protected] Virulence Shift in S. pneumoniae Type I and II Pili • Mediate adhesion to host cells • Present in 30% (TI) and 16% (TII) of invasive pneumococci • Bind to host extra-cellular matrix • Interference between piliated strains and Staphylococcus aureus Regev-Yochay et al (2009) The pneumococcal pilus predicts the absence of Staphylococcus aureus co-colonization in pneumococcal carriers. Clin. Inf. Dis. 15: 760. INI, Cambridge | 28th October 2014 | [email protected] Virulence Shift in S. pneumoniae Type I Pili Increase in Type I pili among NVT strains (9% -> 30%) Role of ecological competition? Regev-Yochay et al (2010) Re-emergence of the Type I Pilus among Steptococcus pneumoniae isolates in Massachusetts, USA. Vaccine. 5: 28. 155. INI, Cambridge | 28th October 2014 | [email protected] Virulence Shift in S. pneumoniae Type II Pili Increase in Type II pili among 19A strains (1.5% -> 40%) Zahner et al (2010) Increase in Pilus Islet 2–encoded Pili among Streptococcus pneumoniae Isolates, Atlanta, Georgia, USA. Emerging Infectious Diseases. 16: 155. INI, Cambridge | 28th October 2014 | [email protected] Summary • Multilocus models allow us to examine different types of competition acting on different loci. • Model predicts non-overlapping associations between antigenic and metabolic types, with a minority causing disease. c • Vaccination can lead to the emergence of the fittest metabolic type and high virulence trait with a nonvaccine serotype. • Vaccine-induced metabolic shift can be observed at the whole genome level. • Rapid increases have been observed in pilins in non-vaccine serotypes. INI, Cambridge | 28th October 2014 | [email protected] Acknowledgements Professor Sunetra Gupta Dr Bridget Penman Dr Caroline Buckee Professor Martin Maiden INI, Cambridge | 28th October 2014 | [email protected] Effects of Cross-Immunity Vaccination No vaccine-induced cross-immunity Weak vaccine-induced crossimmunity Princeton University | 10th October 2014 | [email protected]