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Disability Adjusted Life Years
 (DALYs) and the Traffic-Related
  Burden of Disease in California

 DR MUHAMMAD TAUSEEF JAVED
MBBS.DPH.FCPS(CM)M.Phil(CM).Dip-Card

             DR MUHAMMAD TAUSEEF
                    JAVED
Quick Outline
• Background
    –   Summary measures of health
    –   Disability Adjusted Life Years (DALYs)
    –   DALYs & the Global Burden of Disease study
    –   Relevance for the Traffic Safety Center
•   Methodology
•   Results
•   Conclusions
•   Future Directions

                      DR MUHAMMAD TAUSEEF
                             JAVED
Measures of Population Health:
    Mortality and Morbidity Measures
# deaths, death rate, # injured, # head injuries,
# severe injuries, rate of injuries, # hospitalizations

             Summary Measures
Aggregate mortality and morbidity into a
single measure
# years healthy life lost (DALYs, QALYs)

                DR MUHAMMAD TAUSEEF
                       JAVED
Summary Measures of Population
     Health: Why use them?
• Compare the health of one population with another
• Analyze the benefits of health interventions for use
  in cost-effectiveness analysis
• Identify and quantify overall health inequalities
  within populations
• Informing debates on health policy
• Monitor changes in the health of a given population
• Attribute burden from risk factors

                    DR MUHAMMAD TAUSEEF
             [WHO   – Summary Measures of
                           JAVED            Population Health, 2002]
Disability Adjusted Life Years
             (DALYs)
• Measures healthy time lost from specific
  diseases and injuries in a population
• Comparable and additive across diseases
  Ex: Broken scapula = .5 DALYs lost
      Protein deficiency = 2 DALYs lost
• Based on relatively accessible incidence
  data (ICD codes)

                DR MUHAMMAD TAUSEEF
                       JAVED
DALY Calculation
                      (the easiest way)

                                        Years lost to
   Years of lost life                     disability
                               +
       (YLLs)                             (YLDs)
                                              Inputs
          Inputs
                                   • Duration of disease/injury
• Life expectancy at age of
  death                            • Disability weight of
                                     disease/injury
• Age at death
                                   • % long-term cases
                       DR MUHAMMAD TAUSEEF
                              JAVED
DALY Calculation: an example
                   A Two-Car Collision
     1 family dies                           2 people injured
–   10 year old girl                      – 45 y/o woman – SCI
–   8 year old boy
                                          – 55 y/o man – fractured rib
–   38 year old mother
–   42 year old father

    YLLs from deaths                         YLDs from injuries
–   70 year life expectancy         -    Duration (36 year LE) *
–   73 year life expectancy              Disability Wt (.725) = 26 YLDs
–   46 year life expectancy         -    Duration (.115 years) * Disability
–   33 year life expectancy              Wt (.199) = 0.02 YLDs

        222 YLLs                +
                                JAVED
                                        26.02 YLDs
                         DR MUHAMMAD TAUSEEF
                                                         =     248.02 YLDs
DALY Calculations: Adjustments
• Designed to allow tailoring to local social values
  and specific applications for the DALYs
• Age-weighting – weights the life of a 21 year-old
  (for instance) more heavily than other ages
  according to societal preferences.
• Discounting – commonly used in economic
  analyses, recommended for DALYs if using the
  outcome measure in such analyses
• Caused much contention
• DALYs can be calculated without such
  adjustments
                  DR MUHAMMAD TAUSEEF
                         JAVED
DALYs and the Global Burden of
           Disease
• WHO/World Bank Global        • Quick results
  Burden of Disease study         – Ranked 9th in cause of
  outlined methodology for          total DALYs in the
  DALYs                             world in 1990
• First attempt at a              – Still ranked 9th in 2000
  comprehensive picture of          estimates
  global health
                                  – Predicted to be ranked
• Ranked diseases according         3rd in 2020
  to the number of DALYs
• Projected rankings to 2020

                    DR MUHAMMAD TAUSEEF
                           JAVED
DALYs and the Traffic-Related
   Burden of Disease in California
• DALYs as a measure of traffic-related outcomes
  in California
   – Different than that captured by mortality or injury
     alone?
• Characterize the traffic-related burden of disease
  in more detail for age, gender, and ethnicity
   – By occupant, pedestrian, bicyclist, etc.
• Construct a database of traffic-related DALYs for
  California for use in comparisons to global,
  regional, state, and city trends.
                     DR MUHAMMAD TAUSEEF
                            JAVED
Methods: Case Definitions
• GBD case definition for injury:
   “One that leads immediately to death or that is non-fatal
     but severe enough to warrant hospital treatment.”
• “Road Traffic Accidents” category based on the
  E-codes on hospital discharge
   – CDC and the GBD recommendations do not entirely
     coincide
• Each injury type has a specified disability weight,
  duration, % long-term cases in the GBD
                     DR MUHAMMAD TAUSEEF
                            JAVED
Methods: DALY Calculation
          Data Sources
      Mortality                       Morbidity
   CA Vital Statistics              OSHPD hospital
                                     discharge data
    EPIC database
                                    EPIC database

+ Age- and sex- specific      + Age- & sex-specific
  deaths listed by               injuries by ethnicity and
  ethnicity and county           county
                              + Injury by E-code and
+/- ICD-10 coding for            nature of injury codes
  1999 and later              +/- ICD-9 coding
                              -- Need individual level data
                    DR MUHAMMAD TAUSEEF
                           JAVED Coverage?
                              --
Methods: DALY calculations
                YLLs and YLDs
• Ethnicity, gender, age by External injury category
  (Motor vehicle Occupant, Pedestrian,
  Motorcyclist, or Bicyclist)
• Using highest world life expectancy and 3%
  discount rate
• YLL calculation
• YLDs – calculated for each type of injury and
  body part injured by age, gender, and ethnicity
     Ex: Amputation of upper limb for 50-55 y/o Asian
     males = x YLDs
                   DR MUHAMMAD TAUSEEF
                          JAVED
Methods: DALY calculations
     Comparison Measures
• Sum YLLs and YLDs for population = DALYs
• Calculate the # of deaths and the # of injuries for
  same categories from same data
• Test rank-order for DALYs, deaths, injuries,
  others?
• Compare rates to global, regional, national, city
  (San Francisco, Los Angeles) DALY rates.

                   DR MUHAMMAD TAUSEEF
                          JAVED
Results?
• Not much yet.
• Gender and age DALY calculations by
  injury category is complete (as of yesterday)
• YLLs by ethnicity are complete while YLDs
  are still being calculated



                DR MUHAMMAD TAUSEEF
                       JAVED
Preliminary Results: Gender
• Consistency of the distribution of total traffic-
  related burden between genders ~70%
            California DALYs – 71% male
            Regional DALYs – 70% male
             World DALYs – 70% male
            California deaths – 69% male
            California injuries – 62% male

                 DR MUHAMMAD TAUSEEF
                        JAVED
Preliminary Results: Ethnicity
                             YLLs
                           Death                                Death
          GBD YLL CDC YLL Rate per              GBD    CDC YLL Rate per
Females      rates rates  100,000      Males  YLL rates rates  100,000
White         144   119          6   White        328        274     15
Native American81
              2     182          6   Native American
                                                  302        201     13
Hispanic      168   146          5   Hispanic     482        392     14
Black         143   123          8   Black        387        349      8
Asian         117    95          5   Asian        231        212      9


                                            Death
                            GBD    CDC YLL Rate per
                   Totals YLL rates rates  100,000
                 White           472    393             10
                 Native American 583    383             10
                 Hispanic        650    537             10
                 Black           531    473              8
                 Asian           348    307              7
                          DR MUHAMMAD TAUSEEF
                                  JAVED
Conclusions thus far…
• The epi data necessary for YLD calculation
  is limited.
  – Primary diagnosis may not be the most severe
    injury  underestimation
• Traffic-related DALYs are largely
  composed of the YLL (deaths)
• Future analyses will be more challenging
  with HIPPA system in place

                 DR MUHAMMAD TAUSEEF
                        JAVED
Future directions…
• By how much can the burden be reduced?
  How low can we feasibly get it?
• How much of the burden is attributable to
  lack of restraint-use? How much could we
  reduce the burden if we increase seatbelt
  use by 5%? Would we get more DALYs if
  we decrease alcohol-related burden by 5%?

               DR MUHAMMAD TAUSEEF
                      JAVED

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Dalys

  • 1. Disability Adjusted Life Years (DALYs) and the Traffic-Related Burden of Disease in California DR MUHAMMAD TAUSEEF JAVED MBBS.DPH.FCPS(CM)M.Phil(CM).Dip-Card DR MUHAMMAD TAUSEEF JAVED
  • 2. Quick Outline • Background – Summary measures of health – Disability Adjusted Life Years (DALYs) – DALYs & the Global Burden of Disease study – Relevance for the Traffic Safety Center • Methodology • Results • Conclusions • Future Directions DR MUHAMMAD TAUSEEF JAVED
  • 3. Measures of Population Health: Mortality and Morbidity Measures # deaths, death rate, # injured, # head injuries, # severe injuries, rate of injuries, # hospitalizations Summary Measures Aggregate mortality and morbidity into a single measure # years healthy life lost (DALYs, QALYs) DR MUHAMMAD TAUSEEF JAVED
  • 4. Summary Measures of Population Health: Why use them? • Compare the health of one population with another • Analyze the benefits of health interventions for use in cost-effectiveness analysis • Identify and quantify overall health inequalities within populations • Informing debates on health policy • Monitor changes in the health of a given population • Attribute burden from risk factors DR MUHAMMAD TAUSEEF [WHO – Summary Measures of JAVED Population Health, 2002]
  • 5. Disability Adjusted Life Years (DALYs) • Measures healthy time lost from specific diseases and injuries in a population • Comparable and additive across diseases Ex: Broken scapula = .5 DALYs lost Protein deficiency = 2 DALYs lost • Based on relatively accessible incidence data (ICD codes) DR MUHAMMAD TAUSEEF JAVED
  • 6. DALY Calculation (the easiest way) Years lost to Years of lost life disability + (YLLs) (YLDs) Inputs Inputs • Duration of disease/injury • Life expectancy at age of death • Disability weight of disease/injury • Age at death • % long-term cases DR MUHAMMAD TAUSEEF JAVED
  • 7. DALY Calculation: an example A Two-Car Collision 1 family dies 2 people injured – 10 year old girl – 45 y/o woman – SCI – 8 year old boy – 55 y/o man – fractured rib – 38 year old mother – 42 year old father YLLs from deaths YLDs from injuries – 70 year life expectancy - Duration (36 year LE) * – 73 year life expectancy Disability Wt (.725) = 26 YLDs – 46 year life expectancy - Duration (.115 years) * Disability – 33 year life expectancy Wt (.199) = 0.02 YLDs 222 YLLs + JAVED 26.02 YLDs DR MUHAMMAD TAUSEEF = 248.02 YLDs
  • 8. DALY Calculations: Adjustments • Designed to allow tailoring to local social values and specific applications for the DALYs • Age-weighting – weights the life of a 21 year-old (for instance) more heavily than other ages according to societal preferences. • Discounting – commonly used in economic analyses, recommended for DALYs if using the outcome measure in such analyses • Caused much contention • DALYs can be calculated without such adjustments DR MUHAMMAD TAUSEEF JAVED
  • 9. DALYs and the Global Burden of Disease • WHO/World Bank Global • Quick results Burden of Disease study – Ranked 9th in cause of outlined methodology for total DALYs in the DALYs world in 1990 • First attempt at a – Still ranked 9th in 2000 comprehensive picture of estimates global health – Predicted to be ranked • Ranked diseases according 3rd in 2020 to the number of DALYs • Projected rankings to 2020 DR MUHAMMAD TAUSEEF JAVED
  • 10. DALYs and the Traffic-Related Burden of Disease in California • DALYs as a measure of traffic-related outcomes in California – Different than that captured by mortality or injury alone? • Characterize the traffic-related burden of disease in more detail for age, gender, and ethnicity – By occupant, pedestrian, bicyclist, etc. • Construct a database of traffic-related DALYs for California for use in comparisons to global, regional, state, and city trends. DR MUHAMMAD TAUSEEF JAVED
  • 11. Methods: Case Definitions • GBD case definition for injury: “One that leads immediately to death or that is non-fatal but severe enough to warrant hospital treatment.” • “Road Traffic Accidents” category based on the E-codes on hospital discharge – CDC and the GBD recommendations do not entirely coincide • Each injury type has a specified disability weight, duration, % long-term cases in the GBD DR MUHAMMAD TAUSEEF JAVED
  • 12. Methods: DALY Calculation Data Sources Mortality Morbidity CA Vital Statistics OSHPD hospital discharge data EPIC database EPIC database + Age- and sex- specific + Age- & sex-specific deaths listed by injuries by ethnicity and ethnicity and county county + Injury by E-code and +/- ICD-10 coding for nature of injury codes 1999 and later +/- ICD-9 coding -- Need individual level data DR MUHAMMAD TAUSEEF JAVED Coverage? --
  • 13. Methods: DALY calculations YLLs and YLDs • Ethnicity, gender, age by External injury category (Motor vehicle Occupant, Pedestrian, Motorcyclist, or Bicyclist) • Using highest world life expectancy and 3% discount rate • YLL calculation • YLDs – calculated for each type of injury and body part injured by age, gender, and ethnicity Ex: Amputation of upper limb for 50-55 y/o Asian males = x YLDs DR MUHAMMAD TAUSEEF JAVED
  • 14. Methods: DALY calculations Comparison Measures • Sum YLLs and YLDs for population = DALYs • Calculate the # of deaths and the # of injuries for same categories from same data • Test rank-order for DALYs, deaths, injuries, others? • Compare rates to global, regional, national, city (San Francisco, Los Angeles) DALY rates. DR MUHAMMAD TAUSEEF JAVED
  • 15. Results? • Not much yet. • Gender and age DALY calculations by injury category is complete (as of yesterday) • YLLs by ethnicity are complete while YLDs are still being calculated DR MUHAMMAD TAUSEEF JAVED
  • 16. Preliminary Results: Gender • Consistency of the distribution of total traffic- related burden between genders ~70% California DALYs – 71% male Regional DALYs – 70% male World DALYs – 70% male California deaths – 69% male California injuries – 62% male DR MUHAMMAD TAUSEEF JAVED
  • 17. Preliminary Results: Ethnicity YLLs Death Death GBD YLL CDC YLL Rate per GBD CDC YLL Rate per Females rates rates 100,000 Males YLL rates rates 100,000 White 144 119 6 White 328 274 15 Native American81 2 182 6 Native American 302 201 13 Hispanic 168 146 5 Hispanic 482 392 14 Black 143 123 8 Black 387 349 8 Asian 117 95 5 Asian 231 212 9 Death GBD CDC YLL Rate per Totals YLL rates rates 100,000 White 472 393 10 Native American 583 383 10 Hispanic 650 537 10 Black 531 473 8 Asian 348 307 7 DR MUHAMMAD TAUSEEF JAVED
  • 18. Conclusions thus far… • The epi data necessary for YLD calculation is limited. – Primary diagnosis may not be the most severe injury  underestimation • Traffic-related DALYs are largely composed of the YLL (deaths) • Future analyses will be more challenging with HIPPA system in place DR MUHAMMAD TAUSEEF JAVED
  • 19. Future directions… • By how much can the burden be reduced? How low can we feasibly get it? • How much of the burden is attributable to lack of restraint-use? How much could we reduce the burden if we increase seatbelt use by 5%? Would we get more DALYs if we decrease alcohol-related burden by 5%? DR MUHAMMAD TAUSEEF JAVED