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Globalising the Study and Analysis of Alzheimer’s Disease:
A Digital Earth Model
Authors
Hamish Robertson*, Doctoral Student, AIHI, University of NSW, AUSTRALIA
Nick Nicholas, Managing Director, The Demographer’s Workshop, Sydney
Joanne Travaglia, PhD, Faculty of Medicine, UNSW
Associate Professor Andrew Georgiou, AIHI, UNSW
Associate Professor Julie Johnson, AIHI, UNSW
Contents
• Introduction
• Dementia and AD prevalence under
population ageing and health transition
• Environmental change and urban growth
• Spatial technology, methods and visualisation
• Model to date
• Potential applications
• Conclusion
• Future directions
Introduction
• Taking a spatial approach to population ageing, disease
expression and potential systemic responses
• Developing and extending our knowledge and options
by modelling
• Using spatial simulation and visualisation as tools for
engagement and potential interventions (clinical,
research, policy and practice)
• Improving access to developmental concepts and
methods for a global community of knowledge on
ageing
• Supporting older people, advocates and service
providers
Geography Matters
Significant Data Limitations – Still!
Ferri et al, (2005) “Global prevalence of dementia: a Delphi consensus study”, The Lancet
Issues with Modelling Prevalence
• The dementias in general and AD in particular
• Differential rates including sub-types vary by
location
• Quality and currency of population data
• Coverage in low resource and/or conflict settings
• Global population and prevalence estimations
• Dynamic variables such as rates by sub-type,
diagnosis, educational levels, economic capacity,
training, workforce, safety in the field etc
• Population-level knowledge versus clinical studies
versus informed estimates
ADI Global Consensus Rates
Source: Alzheimer ’s Disease International Fact Sheet 2008
LandScan Population Project
West Africa
Basic Method
Ivory Coast Latitude Longitude Age 60-64 65-69 70-74 75-79 80+ Total 60+
AGNEBY 5.299999 -4.3372222 14558 10145 6477 3530 2039 36749
BAFING 8.283333 -7.683333 3861 2690 1717 937 540 9745
BAS-SASSANDRA 4.76195 -6.637102 38667 26949 17207 9379 5417 97619
DENGUELE 9.509999 -7.5691667 6166 4297 2743 1495 864 15565
DIX-HUIT
MONTAGNES 7.33333 -7.66667 25960 18090 11549 6296 3635 65530
FROMAGER 6.25 -5.91667 15051 10488 6696 3650 2108 37993
HAUT-SASSANDRA 7 -6.58333 29715 20705 13219 7205 4162 75006
LACS 6.83333 -5.16667 13201 9200 5874 3202 1848 33325
LAGUNES 5.41667 -4.33333 103488 72111 46039 25096 14494 261228
MARAHOUE 7.16667 -5.83333 15379 10716 6842 3730 2154 38821
MOYEN-CAVALLY 6.41667 -7.5 14102 9827 6274 3419 1975 35597
MOYEN-COMOE 6.5 -3.41667 10943 7625 4868 2654 1533 27623
N'ZI-COMOE 7.25 -4.16667 17573 12244 7817 4261 2460 44355
SAVANES 9.5 -5.5 25770 17958 11465 6250 3610 65053
SUD-BANDAMA 5.66667 -5.5 18906 13174 8411 4585 2647 47723
SUD-COMOE 5.5 -3.25 12736 8874 5667 3089 1784 32150
VALLEE DU
BANDAMA 8.25 -4.83333 29952 20872 13324 7263 4195 75606
WORODOUGOU 8.5 -6.33333 10491 7309 4668 2545 1469 26482
ZANZAN 8.5 -3.25 19431 13541 8645 4711 2721 49049
Dementia in West Africa
Current Limitations
• Changes in administrative boundaries a common occurrence
• Changes in political boundaries less common but still happen e.g.
South Sudan
• Changes in names/naming systems/language use and
transliteration into English
• Some issues with the database i.e. online system has some data
gaps in oldest age cohorts in some countries
• Prevalence estimate is still somewhat coarse for a billion plus
people and population growing
• Not age or sex-standardised in this version (but this is feasible
and can be upgraded)
• 2011 version of the database (annual release)
• Remaining problem of limited clinical and population-level
research data at this time
Conclusion
• Population ageing is multi-scalar: from the global down
to the very local and so too is the epidemiology of
ageing
• Spatial science offers a potential answer to a variety of
issues including systemic complexity, multiple data
sources and limited data availability
• Neurodegeneration, dementia and sub-type patterns
are likely to be dynamic across geography and over time
(e.g. MCI data, educational levels etc)
• Health concerns are increasingly embedded in highly
dynamic natural and human environmental interactions
e.g. climate change, urbanisation, migration, food
production etc!
Future Directions
• Complete data, error checking and scale issues
• Finer grained modelling and visualisation e.g.
below provincial administrative level (Admin 1)
• 3 dimensional modelling including urban area
modelling for dynamic cities e.g. Lagos, Accra
• Spatial interpolation to produce topographies of
health conditions such as dementia/AD
• Spatial data mining to identify correlations
between significant or emerging variables
• Scenario modelling to test potential outcomes of
different approaches

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Globalising the study and analysis of Alzheimer’s disease

  • 1. Globalising the Study and Analysis of Alzheimer’s Disease: A Digital Earth Model Authors Hamish Robertson*, Doctoral Student, AIHI, University of NSW, AUSTRALIA Nick Nicholas, Managing Director, The Demographer’s Workshop, Sydney Joanne Travaglia, PhD, Faculty of Medicine, UNSW Associate Professor Andrew Georgiou, AIHI, UNSW Associate Professor Julie Johnson, AIHI, UNSW
  • 2. Contents • Introduction • Dementia and AD prevalence under population ageing and health transition • Environmental change and urban growth • Spatial technology, methods and visualisation • Model to date • Potential applications • Conclusion • Future directions
  • 3. Introduction • Taking a spatial approach to population ageing, disease expression and potential systemic responses • Developing and extending our knowledge and options by modelling • Using spatial simulation and visualisation as tools for engagement and potential interventions (clinical, research, policy and practice) • Improving access to developmental concepts and methods for a global community of knowledge on ageing • Supporting older people, advocates and service providers
  • 5. Significant Data Limitations – Still! Ferri et al, (2005) “Global prevalence of dementia: a Delphi consensus study”, The Lancet
  • 6. Issues with Modelling Prevalence • The dementias in general and AD in particular • Differential rates including sub-types vary by location • Quality and currency of population data • Coverage in low resource and/or conflict settings • Global population and prevalence estimations • Dynamic variables such as rates by sub-type, diagnosis, educational levels, economic capacity, training, workforce, safety in the field etc • Population-level knowledge versus clinical studies versus informed estimates
  • 7. ADI Global Consensus Rates Source: Alzheimer ’s Disease International Fact Sheet 2008
  • 8.
  • 11. Basic Method Ivory Coast Latitude Longitude Age 60-64 65-69 70-74 75-79 80+ Total 60+ AGNEBY 5.299999 -4.3372222 14558 10145 6477 3530 2039 36749 BAFING 8.283333 -7.683333 3861 2690 1717 937 540 9745 BAS-SASSANDRA 4.76195 -6.637102 38667 26949 17207 9379 5417 97619 DENGUELE 9.509999 -7.5691667 6166 4297 2743 1495 864 15565 DIX-HUIT MONTAGNES 7.33333 -7.66667 25960 18090 11549 6296 3635 65530 FROMAGER 6.25 -5.91667 15051 10488 6696 3650 2108 37993 HAUT-SASSANDRA 7 -6.58333 29715 20705 13219 7205 4162 75006 LACS 6.83333 -5.16667 13201 9200 5874 3202 1848 33325 LAGUNES 5.41667 -4.33333 103488 72111 46039 25096 14494 261228 MARAHOUE 7.16667 -5.83333 15379 10716 6842 3730 2154 38821 MOYEN-CAVALLY 6.41667 -7.5 14102 9827 6274 3419 1975 35597 MOYEN-COMOE 6.5 -3.41667 10943 7625 4868 2654 1533 27623 N'ZI-COMOE 7.25 -4.16667 17573 12244 7817 4261 2460 44355 SAVANES 9.5 -5.5 25770 17958 11465 6250 3610 65053 SUD-BANDAMA 5.66667 -5.5 18906 13174 8411 4585 2647 47723 SUD-COMOE 5.5 -3.25 12736 8874 5667 3089 1784 32150 VALLEE DU BANDAMA 8.25 -4.83333 29952 20872 13324 7263 4195 75606 WORODOUGOU 8.5 -6.33333 10491 7309 4668 2545 1469 26482 ZANZAN 8.5 -3.25 19431 13541 8645 4711 2721 49049
  • 13. Current Limitations • Changes in administrative boundaries a common occurrence • Changes in political boundaries less common but still happen e.g. South Sudan • Changes in names/naming systems/language use and transliteration into English • Some issues with the database i.e. online system has some data gaps in oldest age cohorts in some countries • Prevalence estimate is still somewhat coarse for a billion plus people and population growing • Not age or sex-standardised in this version (but this is feasible and can be upgraded) • 2011 version of the database (annual release) • Remaining problem of limited clinical and population-level research data at this time
  • 14. Conclusion • Population ageing is multi-scalar: from the global down to the very local and so too is the epidemiology of ageing • Spatial science offers a potential answer to a variety of issues including systemic complexity, multiple data sources and limited data availability • Neurodegeneration, dementia and sub-type patterns are likely to be dynamic across geography and over time (e.g. MCI data, educational levels etc) • Health concerns are increasingly embedded in highly dynamic natural and human environmental interactions e.g. climate change, urbanisation, migration, food production etc!
  • 15. Future Directions • Complete data, error checking and scale issues • Finer grained modelling and visualisation e.g. below provincial administrative level (Admin 1) • 3 dimensional modelling including urban area modelling for dynamic cities e.g. Lagos, Accra • Spatial interpolation to produce topographies of health conditions such as dementia/AD • Spatial data mining to identify correlations between significant or emerging variables • Scenario modelling to test potential outcomes of different approaches