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Relations between pathogens, hosts and environment:
joining up the dots
Prof. Matthew Baylis
Liverpool University Climate and Infectious Diseases of Animals
Department of Epidemiology and Population Health
Institute of Infection and Global Health, University of Liverpool
matthew.baylis@liv.ac.uk
EFSA workshop, EXPO 2015, Milan 16/10/2015
SOURCES OF NOVEL PATHOGENS
The bottom-up approachBottom-up approach
ERANET ENVHEALTH PROJECT - ENHANCE
Taxonomy DB (NCBI)
580566 ‘organisms’
Pubmed DB (NLM)
> 18 million publications
Mesh 2010 (NLM)
25588 terms
Other sources (e.g. Scopus, WOS etc.)
Programmes
Humans
ENHanCEd Infectious
Diseases (EID2)
database
ENHanCed Infectious
Diseases Database
WWW.ZOONOSIS.AC.UK/EID2
cat, dog,
cattle,
horse,
sheep, pig,
24 year old
male
la crosse virus
- united states
aedes
albopictus -
united states
la crosse virus
- aedes
albopictus
Data mining from NCBI
Big Data!
• 224,751 species in NCBI taxonomy database
• 39,238,061 sequences in NCBI nucleotide sequence
database
• 19,717,726 sequences linked to 171,967 species
• 2,706,620 had Host tag
• 6,714,520 had Country tag
• 6,473,167 publications in PubMed database
• 6,028,487 linked to 7,463 species
Pathogen network
Scientific Data 2, Article number: 150049 (2015) ​doi:10.1038/sdata.2015.4
Why are pathogens shared?
birds
rodents
Large mammals
Are pathogens shared because:
hosts live together?
hosts are closely related?
one host eats the other?
Transmission routes
environment
Transmission routes
ingestion
Transmission routes
sexual
It’s a funny old world
Zoonotic pathogens
[1] 1,415 human pathogens, of which
868 (61%) HUMAN PATHOGENS ARE ZOONOTIC
[2] 706 pathogens of livestock and 456 of domestic carnivores
LIVESTOCK PATHOGENS: 46% INFECT HUMANS [EID2, 40%]
DOMESTIC CARNIVORE PATHOGENS: 70% INFECT HUMANS [EID2, 65%]
EID2 finds 43% of livestock/carnivore pathogens to infect humans
[1] Taylor et al (2001). Phil Trans Roy Soc B, 356, 983-989
[2] Cleaveland et al (2001). Phil Trans Roy Soc B, 356, 991-999
DRIVERS OF DISEASE EMERGENCE
Global richness
Map of geographic origins of EID events, 1940-2004 (Jones et al, 2008, Nature)
Drivers of [human viral] disease emergence
(Based on Jones et al., 2008. Nature)
Some drivers of animal virus re-emergence
Example Drivers
Foot-and-
mouth, 2001
Feeding food waste to pigs; delayed detection of index farm; Extensive
animal movements; lack of standstills; no vaccination
Avian
influenza,
H5N1
Viral spread from wildlife to domestic animals; extensive mixing of
poultry species; extensive movements of poultry; reassortment of
viruses; bird migration
Chikungunya Spread of insect vector; viral evolution; tourism & travel
Tick-borne
encephalitis
Political change leading to Socioeconomic decline leading to Behavioural
change; climate change?
Ebola Viral dispersal in bats; bushmeat consumption; spread by health
workers; slow response time
African swine
fever
Global trade and travel; Feeding food waste to pigs; extensive animal
movements
Bluetongue-8 Climate change, global transport of livestock/midges/viruses
Schmallenberg Reassortment of viruses; global transport of livestock/midges/viruses
there is rarely a simple story with only one driver …….
MODELLING SPREAD OF
EMERGING PATHOGENS
Culicoides biting midges
Past trends in R0 - bluetongue
North-
western
Europe
South-
western
Europe
Full model (inc vector density) Reduced model (only VC)
Spread of infection - networks
Infection spreads from farm-to-farm
by three routes:
• Movement of cattle
– Cattle Tracing Scheme, 2006
• Movement of sheep
– Animal Movement Licensing Scheme, 2006
• Dispersal of vectors
– Non-directional (and follows a kernel!)
Spread modelling
Blue = exposed
Red = infectious
Green = detected
Bluetongue Schmallenberg
Climate change and BT dynamics
• Model is climate sensitive
– Temperature affects
• vectorial capacity
• vector seasonality
Simulating effect of temperature
change
-
3°
C
-
2°
C
-
1°
C
+1°
C
+2°
C
+3°
C
Baseline (2006)
Conclusions
• Animals are a major source of human pathogens – but we
have poor knowledge of the pathogens they harbour
• Big Data approaches can help identify new patterns
• Pathogen networks indicate that pathogens are shared with
close relatives, co-habitants and predator/prey
• Many factors drive the emergence of new pathogens; climate
change is one
• Climate change has driven the emergence of some vector-
borne diseases, such as bluetongue
• Transmission models indicate that bluetongue outbreaks will
be larger under warmer climates
Big thanks to
• Jo Turner
• Roger Bowers
• Anne Jones
• Andy Morse
• Georgette Kluiters
• Helene Guis
• Cyril Caminade

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Relations between pathogens, hosts and environment

  • 1. Relations between pathogens, hosts and environment: joining up the dots Prof. Matthew Baylis Liverpool University Climate and Infectious Diseases of Animals Department of Epidemiology and Population Health Institute of Infection and Global Health, University of Liverpool matthew.baylis@liv.ac.uk EFSA workshop, EXPO 2015, Milan 16/10/2015
  • 2. SOURCES OF NOVEL PATHOGENS
  • 3. The bottom-up approachBottom-up approach ERANET ENVHEALTH PROJECT - ENHANCE
  • 4. Taxonomy DB (NCBI) 580566 ‘organisms’ Pubmed DB (NLM) > 18 million publications Mesh 2010 (NLM) 25588 terms Other sources (e.g. Scopus, WOS etc.) Programmes Humans ENHanCEd Infectious Diseases (EID2) database ENHanCed Infectious Diseases Database WWW.ZOONOSIS.AC.UK/EID2
  • 5. cat, dog, cattle, horse, sheep, pig, 24 year old male la crosse virus - united states aedes albopictus - united states la crosse virus - aedes albopictus Data mining from NCBI
  • 6. Big Data! • 224,751 species in NCBI taxonomy database • 39,238,061 sequences in NCBI nucleotide sequence database • 19,717,726 sequences linked to 171,967 species • 2,706,620 had Host tag • 6,714,520 had Country tag • 6,473,167 publications in PubMed database • 6,028,487 linked to 7,463 species
  • 7. Pathogen network Scientific Data 2, Article number: 150049 (2015) ​doi:10.1038/sdata.2015.4
  • 8. Why are pathogens shared? birds rodents Large mammals Are pathogens shared because: hosts live together? hosts are closely related? one host eats the other?
  • 12. It’s a funny old world
  • 13. Zoonotic pathogens [1] 1,415 human pathogens, of which 868 (61%) HUMAN PATHOGENS ARE ZOONOTIC [2] 706 pathogens of livestock and 456 of domestic carnivores LIVESTOCK PATHOGENS: 46% INFECT HUMANS [EID2, 40%] DOMESTIC CARNIVORE PATHOGENS: 70% INFECT HUMANS [EID2, 65%] EID2 finds 43% of livestock/carnivore pathogens to infect humans [1] Taylor et al (2001). Phil Trans Roy Soc B, 356, 983-989 [2] Cleaveland et al (2001). Phil Trans Roy Soc B, 356, 991-999
  • 14. DRIVERS OF DISEASE EMERGENCE
  • 15. Global richness Map of geographic origins of EID events, 1940-2004 (Jones et al, 2008, Nature)
  • 16. Drivers of [human viral] disease emergence (Based on Jones et al., 2008. Nature)
  • 17. Some drivers of animal virus re-emergence Example Drivers Foot-and- mouth, 2001 Feeding food waste to pigs; delayed detection of index farm; Extensive animal movements; lack of standstills; no vaccination Avian influenza, H5N1 Viral spread from wildlife to domestic animals; extensive mixing of poultry species; extensive movements of poultry; reassortment of viruses; bird migration Chikungunya Spread of insect vector; viral evolution; tourism & travel Tick-borne encephalitis Political change leading to Socioeconomic decline leading to Behavioural change; climate change? Ebola Viral dispersal in bats; bushmeat consumption; spread by health workers; slow response time African swine fever Global trade and travel; Feeding food waste to pigs; extensive animal movements Bluetongue-8 Climate change, global transport of livestock/midges/viruses Schmallenberg Reassortment of viruses; global transport of livestock/midges/viruses there is rarely a simple story with only one driver …….
  • 20. Past trends in R0 - bluetongue North- western Europe South- western Europe Full model (inc vector density) Reduced model (only VC)
  • 21. Spread of infection - networks Infection spreads from farm-to-farm by three routes: • Movement of cattle – Cattle Tracing Scheme, 2006 • Movement of sheep – Animal Movement Licensing Scheme, 2006 • Dispersal of vectors – Non-directional (and follows a kernel!)
  • 22. Spread modelling Blue = exposed Red = infectious Green = detected Bluetongue Schmallenberg
  • 23. Climate change and BT dynamics • Model is climate sensitive – Temperature affects • vectorial capacity • vector seasonality
  • 24. Simulating effect of temperature change - 3° C - 2° C - 1° C +1° C +2° C +3° C Baseline (2006)
  • 25. Conclusions • Animals are a major source of human pathogens – but we have poor knowledge of the pathogens they harbour • Big Data approaches can help identify new patterns • Pathogen networks indicate that pathogens are shared with close relatives, co-habitants and predator/prey • Many factors drive the emergence of new pathogens; climate change is one • Climate change has driven the emergence of some vector- borne diseases, such as bluetongue • Transmission models indicate that bluetongue outbreaks will be larger under warmer climates
  • 26. Big thanks to • Jo Turner • Roger Bowers • Anne Jones • Andy Morse • Georgette Kluiters • Helene Guis • Cyril Caminade