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Improved Public Health by
creating an interface between
assessment and modeling.
Matthias Niedrig, Kerstin Dressel

Robert Koch Institut,
Berlin, Germany

sine-Institut, gGmbH,
Munich, Germany
Public Health
Health
promotion

Surveillance

Monitoring

Research
Risk assessment
Risk evaluation

Risk awareness
Outbreaks

Communication

Analysis
Risk management
Epidemics
Diagrams of a vector borne
disease transmission cycle
Primary vector:
Mosquitoes, ticks,
rodents, phlebotomes,
culecoides, etc.

Primary host:

Disease/Infection

?

Primary host:
Wild animals, e.g:
birds, rodents,
deers, etc.,
domestic animals

Bridge vector:

transmission

?

wild animals, e.g.:
birds, rodents,
deers, etc.,
domestic animals
Disease/Infection

Primary vector:
Mosquitoes, ticks,
rodents, phlebotomes,
culecoides, etc.

Mosquitoes, ticks,
rodents, phlebotomes,
culecoides, etc.

Dead end host:
Humans,
domestic animals

Disease
Factors influencing the
probability of infections by
Vector borne disease pathogens
Analysing outbreak related
paramters

• analysing data
• evaluating parameters
Host in
Host in
public health focus
modelling focus
Host related parameters

Enviromental related parameters

•
•
•
•
•
•
•
•
•
•
•
•
•
•

•
•

Experience from previous outbreaks
Number of cases
Population density
Pre-existing immunity in the population
Pre-existing immunity in the vector
Immunology naive population
Host i
Diagnostic assays available
Perception of health risk in the population
Severity of disease/ symtomes / fatality
Effected population (children, adult, elderly)
Assecibility of the host for the pathogen
Existing knowledge by physicians
Existing knowledge of the population at risk
Behaviour of the population with health risk

•
•
•
•
•
•

Experience from previous outbreaks
Weather conditions (temperature,
precipitation)
Climate conditions (temperature dynamics)
Host in
Reservoir distribution (country /urban site)
Vector distribution (mosquito abundance)
Vector density
Vector competence
Accesicibility of the vector for pathogens
Public health: risk communication &
control strategy for vector‐borne diseases
Interactions between Public Health & Modeling
Public Health measures
& prepardness activities





React on foreseeable trends.
Cope with upcoming risks.
Strategy to handle uncertainties
Communication of future
developments
Early warning





Planning oriented strategy
relevant parameters are known and
the develoment can be predicted



Preventive strategy
Changing parameters are
acceptable and can be handled



Experience
from previous
outbreak
scenarios:

Acute
outbreak
scenario:

Data analysis / risk preception

Parameter

Scanning
Monitoring

Predictive
model:
Scenario
creation

Model for future
outbreaks scenarios:
 Scenario analysis
 Scenario prognosis

Precautionary strategy
Many parameters are unpredictable
but trying to anticipate the
scenario by focusing on the most
important ones

Scenario
transfer

Scenario forecasting:
 Best case scenario
 Worst case scenario
Public health measures &
preparedness plans for different
scenarios.
human disease

outbreak
event
small
< 10 cases

mild
<1% fatality
Sandfly fever

Hanta, Tick borne
medium
10 -100 cases encephalitis, West

medium
1-10% fatality

severe
> 10% fatality

Crimean Congo
Haemorraghic
Fever

Rabies

MersCoV, Japan
Encephalitis

Yellow Fever, Lassa,
Ebola, Marburg

Influenza

SARS, pandemic
Influenza, HIV

Nile, Norovirus

big
> 100 cases

Dengue

rough classification for different scenarios
Evaluating the different
courses of diseases severity.
death
require intensive care
stay in a hospital
stay in home
visit physician
can’t work
feel unwell, can work
Financial impact

severity of disease

number of people duration of
preception
affected
disease

financial
burden
Knowledge for different
outbreak scenarios
Disease

N° of cases

Severity

Financial
impact

Sandfly
fever

19 cases Northern Italy (2013)

mild

unknown

mild, unknown

unknown

261 cases
Tick borne
encephalitis Germany (2013)

Hanta

123 cases
Germany (2013)

ca. 150,000 to 200,000 cases of
HFRS are hospitalized each year
world wide

unknown

West Nile

226 cases Europe

mild, unknown

unknown

(2013)

252 cases Angola 227 deaths
Marburg,
Ebola, Lassa (2004)

unknown

SARS

8273 cases world
wide (2003)

775 deaths

unknown

pandemic
Influenza

375,000-1.6 Mill.
UK (2009)

18,000 death, ca. 284,500 people
were killed by the disease

unknown
Analysing and combining the different
parameters for a one public health model.
severity of disease

best case scenario

N° of affected people

targeted PH measures

duration of disease

financial burden

financial costs
for PH measures

risk perception

predictive model for
estimated N° of
cases based on the
analysis of available
parameters

worst case scenario

adapted PH measures
Questions?
• Do you think that we need such a model
for improving PH management?
• What are the next steps to develop the
interaction between the modellers and
PH institutions?
• Does such a model help to improve risk
perception for PH issues?
Lessons Learned
Trust, time and persistence are needed to cross disciplinary barriers
An institutional home is needed to fund investigative studies to find out
who to involve, as well as when, where, & how to do involve them.
Translation is key. Modellers and PH practitioners should
identify and include relevant PH inputs in their model design
collaborate with the PH community to interpret outputs
adapt outputs for range of users highlighting PH information
model more than disease
New approaches, visions and clear prioritised and structured
strategies are required for complex, uncertain, multidimensional and
multidisciplinary problems involving many stakeholders: vets and
doctors, vulnerable people and animals, academics, organisations,
government, etc etc.
This approach is of course a central tenet of One Health and needs to
be incorporated in funding streams like Horizon 2020.
Questions for Discussion
•

Who are the users? How do we define the level of
involvement of the public (Health) and how do we
implement concern assessment and risk
perception in modelling approach?

•

How do modellers need to adapt modelling
practice?
What is risk? How do we produce interpretations
relevant to PH risk assessment?

•

•
•

•

Do the structured strategies improve risk
perception for PH issues
What are the next steps to develop the interaction
between the modellers and PH institutions
Do you have examples of similar evolution of
transdiscipline understanding
Improved Public Health by creating an interface between concern assessment and modeling.

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Improved Public Health by creating an interface between concern assessment and modeling.

  • 1. Improved Public Health by creating an interface between assessment and modeling. Matthias Niedrig, Kerstin Dressel Robert Koch Institut, Berlin, Germany sine-Institut, gGmbH, Munich, Germany
  • 2. Public Health Health promotion Surveillance Monitoring Research Risk assessment Risk evaluation Risk awareness Outbreaks Communication Analysis Risk management Epidemics
  • 3. Diagrams of a vector borne disease transmission cycle Primary vector: Mosquitoes, ticks, rodents, phlebotomes, culecoides, etc. Primary host: Disease/Infection ? Primary host: Wild animals, e.g: birds, rodents, deers, etc., domestic animals Bridge vector: transmission ? wild animals, e.g.: birds, rodents, deers, etc., domestic animals Disease/Infection Primary vector: Mosquitoes, ticks, rodents, phlebotomes, culecoides, etc. Mosquitoes, ticks, rodents, phlebotomes, culecoides, etc. Dead end host: Humans, domestic animals Disease
  • 4. Factors influencing the probability of infections by Vector borne disease pathogens
  • 5. Analysing outbreak related paramters • analysing data • evaluating parameters Host in Host in public health focus modelling focus Host related parameters Enviromental related parameters • • • • • • • • • • • • • • • • Experience from previous outbreaks Number of cases Population density Pre-existing immunity in the population Pre-existing immunity in the vector Immunology naive population Host i Diagnostic assays available Perception of health risk in the population Severity of disease/ symtomes / fatality Effected population (children, adult, elderly) Assecibility of the host for the pathogen Existing knowledge by physicians Existing knowledge of the population at risk Behaviour of the population with health risk • • • • • • Experience from previous outbreaks Weather conditions (temperature, precipitation) Climate conditions (temperature dynamics) Host in Reservoir distribution (country /urban site) Vector distribution (mosquito abundance) Vector density Vector competence Accesicibility of the vector for pathogens
  • 6. Public health: risk communication & control strategy for vector‐borne diseases Interactions between Public Health & Modeling Public Health measures & prepardness activities     React on foreseeable trends. Cope with upcoming risks. Strategy to handle uncertainties Communication of future developments Early warning   Planning oriented strategy relevant parameters are known and the develoment can be predicted  Preventive strategy Changing parameters are acceptable and can be handled  Experience from previous outbreak scenarios: Acute outbreak scenario: Data analysis / risk preception Parameter Scanning Monitoring Predictive model: Scenario creation Model for future outbreaks scenarios:  Scenario analysis  Scenario prognosis Precautionary strategy Many parameters are unpredictable but trying to anticipate the scenario by focusing on the most important ones Scenario transfer Scenario forecasting:  Best case scenario  Worst case scenario
  • 7. Public health measures & preparedness plans for different scenarios. human disease outbreak event small < 10 cases mild <1% fatality Sandfly fever Hanta, Tick borne medium 10 -100 cases encephalitis, West medium 1-10% fatality severe > 10% fatality Crimean Congo Haemorraghic Fever Rabies MersCoV, Japan Encephalitis Yellow Fever, Lassa, Ebola, Marburg Influenza SARS, pandemic Influenza, HIV Nile, Norovirus big > 100 cases Dengue rough classification for different scenarios
  • 8. Evaluating the different courses of diseases severity. death require intensive care stay in a hospital stay in home visit physician can’t work feel unwell, can work Financial impact severity of disease number of people duration of preception affected disease financial burden
  • 9. Knowledge for different outbreak scenarios Disease N° of cases Severity Financial impact Sandfly fever 19 cases Northern Italy (2013) mild unknown mild, unknown unknown 261 cases Tick borne encephalitis Germany (2013) Hanta 123 cases Germany (2013) ca. 150,000 to 200,000 cases of HFRS are hospitalized each year world wide unknown West Nile 226 cases Europe mild, unknown unknown (2013) 252 cases Angola 227 deaths Marburg, Ebola, Lassa (2004) unknown SARS 8273 cases world wide (2003) 775 deaths unknown pandemic Influenza 375,000-1.6 Mill. UK (2009) 18,000 death, ca. 284,500 people were killed by the disease unknown
  • 10. Analysing and combining the different parameters for a one public health model. severity of disease best case scenario N° of affected people targeted PH measures duration of disease financial burden financial costs for PH measures risk perception predictive model for estimated N° of cases based on the analysis of available parameters worst case scenario adapted PH measures
  • 11. Questions? • Do you think that we need such a model for improving PH management? • What are the next steps to develop the interaction between the modellers and PH institutions? • Does such a model help to improve risk perception for PH issues?
  • 12. Lessons Learned Trust, time and persistence are needed to cross disciplinary barriers An institutional home is needed to fund investigative studies to find out who to involve, as well as when, where, & how to do involve them. Translation is key. Modellers and PH practitioners should identify and include relevant PH inputs in their model design collaborate with the PH community to interpret outputs adapt outputs for range of users highlighting PH information model more than disease New approaches, visions and clear prioritised and structured strategies are required for complex, uncertain, multidimensional and multidisciplinary problems involving many stakeholders: vets and doctors, vulnerable people and animals, academics, organisations, government, etc etc. This approach is of course a central tenet of One Health and needs to be incorporated in funding streams like Horizon 2020.
  • 13. Questions for Discussion • Who are the users? How do we define the level of involvement of the public (Health) and how do we implement concern assessment and risk perception in modelling approach? • How do modellers need to adapt modelling practice? What is risk? How do we produce interpretations relevant to PH risk assessment? • • • • Do the structured strategies improve risk perception for PH issues What are the next steps to develop the interaction between the modellers and PH institutions Do you have examples of similar evolution of transdiscipline understanding