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Assessing Health and Economic Outcomes for Diagnostic Imaging William C. Black, M.D. Dartmouth-Hitchcock Medical Center
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Outline “ Outcomes” research Relevance to imaging Methods –Health outcomes –Economic outcomes –CEA
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“ Outcomes” - History Geography is destiny More is not better Pt preferences matter
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http://www.cms.hhs.gov/NationalHealthExpendData/02_NationalHealthAccountsHistorical.asp#TopOfPage US Health Care Expenditures
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Health Expenditures by Country 2006
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Life Expectancy by Country CountryLife ExpRank Macau84.41 Japan82.13 Canada81.27 United Kingdom79.036 Bosnia78.543 United States78.149 Mexico76.171 China73.5108 Iraq70.0145 Angola38.2224
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Factors Increasing Spending Congressional Budge Office. Nov 2007 New medical technology & services Increases in income and insurance Aging population
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Growth in physician services
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Imaging Boom1997-2006 Washington GHC XS imaging vol ↑2X pm CT vol ↑2X pm, MR vol ↑3X pm Costs for all imaging ↑2X pm XS 54-70% imaging costs Smith-Bindman et al. Health Aff, 2008. 27(6): p. 1491-502.
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“ Outcomes” - Mission Determine what works Assess pt preferences Deliver appropriate care
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To ensure that observed differences in outcome depend only on the interven- tions under investigation and not on other factors that affect outcome. Randomized Clinical Trial
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Heirarchical Model of Efficacy Level 1. Technical Level 2. Diagnostic accuracy Level 3. Diagnostic thinking Level 4. Therapeutic Level 5. Patient outcome Level 6. Societal Fryback & Thornbury. Medical Decision Making 1991;11:88-94.
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Evaluation of Accuracy Binary model of disease SE & SP interdependent SE & SP independent of P and effects of treatment
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Baseline Values P0.5 B, C1.0 LEN2.0 LED0.0 SE, SP0.8
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Baseline Analysis Treat1.0 Test1.3 No Treat1.0
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Limitations of Binary Model Disease spectrum Accuracy of test Natural History of dz Effectiveness of treatment
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RCT of Test Prevalence of disease Rate of adverse events Accuracy of testing Test-treatment strategy Collaboration
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ACRIN OECL Measure HRQOL Measure costs Analyze cost-effectiveness
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HRQOL Global rating Symptoms Functional status
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HRQOL Non-preference based –Generic, e.g., EVGFP, SF-36 –Disease-specific, SAQ Preference based –Direct, e.g., VAS –Derived, e.g., SF-6D
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Measuring Preferences - Direct Rating scale Standard gamble Time-tradeoff
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Standard Gamble
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Measuring Preferences - Derived Quality of Well Being Health utilities index EuroQoL-5D Short Form -6D
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Measure of patient utility Measured on a scale of 0-1.0 Can be assessed directly or derived from health survey, e.g., SF-36 Quality Adjusted Life Year
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Quality Adjusted Life Years 00.51.0 0.5 1.0 Quantity of Life Quality of Life QALY = 0.5+0.25 = 0.75
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QALYs
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Methods of Cost Analysis Cost Minimization Analysis (CMA) Cost Effectiveness Analysis (CEA) Cost Benefit Analysis (CBE)
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Methods of Cost Analysis MethodCostsHealth CMADollarsNone CEADollarsLYs, QALYs CBANMB
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Cost Perspective Rad DeptRadiologists, technologists, technology (payment) HospitalOther physicians, nurses, technicians, technology (payment) PayerPlus outpatient costs SocietalPlus other public agencies, patients, family Tarride et al. J Am Coll Radiol, 2009. 6(5): 307-16.
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CER = ∆COSTS ∆QALYS
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Comparison Do Nothing Do Something STRATEGYCOSTQALYSCER 0 $100,000 0 4 NA $25,000
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c e III ? Cost-Effective III ? Not Cost-Effective IV Black. Med Decis Making 1990. 10(3): 212-4.
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c e IIIB IV IIIA IA IIIB K Black. Med Decis Making 1990. 10(3): 212-4.
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Incremental vs Average CE 1 2 3 STRATCOSTQALYSAVG CERICER -$250,000 $250,000 $750,000 5 20 25 -$50,000 $12,500 $30,000 $33,333 $100,000
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$THOUS QALYS 10 15 -50510152025 -400 -200 0 200 400 600 800 1 1 2 2 3 3
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Efficient Frontier e c
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Uncertainty Sensitivity analysis Scatterplot of ICE CE Acceptability curves
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Copyright ©2008 American Heart Association Weintraub, W. S. et al. Circ Cardiovasc Qual Outcomes 2008;1:12-20 Scatterplot ICE
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Copyright ©2008 American Heart Association Weintraub, W. S. et al. Circ Cardiovasc Qual Outcomes 2008;1:12-20 CE Acceptability curve
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RESCUE Health outcomes Economic outcomes CEA
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Medical Record Abstraction Coordinated by CSS at Brown University Questionnaires @ 6, 12, 18, and 24 months –Health Status and Medical Utilization –Time and Travel Central MRA company
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Medical Record Abstraction Coordinated by CSS at Brown University Triggered by exam results, Q responses MACE/revascularization events Medical care for cardiac care and IFs
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Health Outcomes MACE/ Revacularization Life years (Vital Status) QALYs (SF-36) @ BL, 12 mos Angina Status –CCS @ BL, 6, 12, 18, & 24 mos –SAQ @ BL, 12 mos
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Life Years All observed deaths thru trial All projected deaths after trial –Framingham survival estimates based on age, sex, and cardiovascular events
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QALYs Derived from SF-36 @ BL, 1 yr SS-6D utility scoring Adjusted for age after trial
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Economic Outcomes Direct cardiac* –inpatient care –outpatient care –medications Indirect cardiac* –time and travel
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Economic Outcomes Based on 201x dollars Adjusted for timing w MC CPI Projected by age beyond trial
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Hospitalization Costs Triggered by patient questionnaire DRGs and CPTs coded by MRA Medicare reimbursement –Part A MEDPAR –Part B Physician Fee Schedule
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Outpatient Costs Triggered by patient questionnaire CPTs coded by MRA Medicare Physician Fee Schedule Red Book avg wholesale prices
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Indirect Costs Triggered by patient questionnaire Travel and other expenses Time from usual activities
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CEA Societal perspective In-trial and lifetime horizons Discounting @ 3% Sensitivity analysis ICER with 95% CI –nonparametric bootstrapping
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Base Case StrategyCostQALYs Cost QALYs ICER CCTA SPECT
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Copyright ©2008 American Heart Association Weintraub, W. S. et al. Circ Cardiovasc Qual Outcomes 2008;1:12-20
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Copyright ©2008 American Heart Association Weintraub, W. S. et al. Circ Cardiovasc Qual Outcomes 2008;1:12-20
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US Life Expectancy 1970-2005
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Sensitivity Analysis Bootstrap methods 1-way sensitivity analysis Prob sensitivity analysis
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