summary measures of population health: measuring the impact of disease, injuries and risk factors
TRANSCRIPT
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Summary Measures of Population Health: Measuring the impact
of disease, injuries and risk factors
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ObjectivesObjectives• To derive internally consistent estimates of
incidence, prevalence, disease progression and mortality for over 100 disease and injury categories– Communicable, maternal, perinatal and nutritional conditions– Non-communicable diseases– Injuries
• To elicit a numerical value (weight) reflecting the general population’s relative preference for each disease/disability state on an interval scale
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Summary Measures of Summary Measures of Population Health (SMPH)Population Health (SMPH)
• Expectancy - life years lived– Health Adjusted Life Expectancy (HALE)– Disability Adjusted Life Expectancy (DALE)– Disability Free Life Expectancy (DFLE)
• Gap - life years lost (compared to ideal)– Disability Adjusted Life Year (DALY)– Health Adjusted Life Years Lost (HALY)
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Calculating HALYsCalculating HALYsHALY = YERF + YLLHALY = YERF + YLL
“Full Health” “Partial Health” “Premature mortality”
Years of Life Lost due to premature mortality
(YLL)
Year Equivalents of life lost due to Reduced Functioning
(YERF) +
Disease (Stage and Severity)
BirthDeath
Potential limits
to life
= Health Adjusted Life Years lost
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Calculating YLLCalculating YLL
Death Life Expectancy
Years of life lost to premature mortality
YLL = M * L
where M = number of deathsL = remaining life expectancy
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Calculating YERFsCalculating YERFs
Disease Death
Years of life lived with the disease
YERF = I * (1-P) * D
where I = incident casesP = preference scoreD = average duration
model
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Key inputs to summary measuresKey inputs to summary measures
• Mortality by age, sex and cause
• Epidemiological data on non-fatal health outcomes by age, sex and cause
• Valuations of health states
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Top 10 Leading Causes of Death Top 10 Leading Causes of Death and DALYs and DALYs (data from Canada)(data from Canada)
Leading cause of death 1 Ischaemic heart disease 2 Stroke 3 Lung Cancer 4 COPD 5 Colorectal cancer 6 Dementia 7 Diabetes mellitus 8 Prostate Cancer 9 Breast Cancer 10 Suicide
DALYs 1 Ischaemic heart disease 2 Stroke 3 COPD 4 Depression 5 Lung cancer 6 Dementia 7 Diabetes mellitus 8 Colorectal cancer 9 Asthma 10 Osteoarthritis
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-4 -2 0 2 4 6 8 10 12
Unsafe sex
Occupation
Illicit drugs
High blood cholesterol
Lack of fruit/veg.
Obesity
Alcohol benefit
Alcohol harm
High blood pressure
Physical inactivity
Tobacco
Attributable DALYs as a proportion of total DALYs
YLL
YLD
Burden attributable to Burden attributable to 10 risk factors10 risk factors
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HALYHALYTotal for top 15 cancersTotal for top 15 cancers
0 50 100 150 200 250
Liver cancerEsophageal cancer
Bladder cancerKidney cancer
Ovarian cancerStomach cancer
Brain cancerLeukemia
Pancreatic cancerNon-Hodgkin's lymphoma
Prostate cancerAll other cancers
Breast cancerColorectal cancer
Lung cancer
Thousands
YLL
YERF
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Attribution of total HALYS for all Attribution of total HALYS for all cancers combined to Risk Factorscancers combined to Risk Factors
0 5 10 15 20 25 30
Alcohol
Obesity
Physical Inactivity
Fruit and Vegetables
Tobacco (1991)
Tobacco (direct)
Tobacco (indirect)
Percent
Total = 49%
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Part 2: Weighting of Health Part 2: Weighting of Health StatesStates
• To elicit a numerical value (preference score) on an interval scale reflecting the population’s relative preference for health states
• Describe health in terms of functional status or capacity
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Eliciting Health State PreferencesEliciting Health State Preferences
Methods Tested:
• Visual Analog Scale (VAS)
• Standard Gamble (SG)
• Time Trade Off (TTO)
• Person Trade Off (PTO)
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Visual Analog ScaleVisual Analog Scale
1
0
0.5
0.75
0.25
Death
Full Health
Poor Health
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Standard GambleStandard Gamble
Give instantaneous and lasting improvement to full health with probability p
Give immediate death with probability 1-p
You have a lifelong stationary impaired health state and are given a choice. Do you take a hypothetical procedure that will:
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Time Trade-OffTime Trade-Off
• Years of healthy life you would give up to avoid living in a state of poor health
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Person Trade Off (PTO)Person Trade Off (PTO)
1,000 healthy individuals
N 1,000 individuals in a disabling health state