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CostEffectiveness Using D ii A l ti Mdl DecisionAnalytic Models Kee Chan, PhD A it tP f B t Ui it Assistant Prof essor, Boston University VA Center for Health Quality, Outcomes and Economic Research (CHQOER), Edith Nourse Rogers Memorial Veterans Hospital in Bedford Massachusetts Veterans Hospital, in Bedford, Massachusetts August 15, 2012 HERC S HERC Semi inar Series S i
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Cost Effectiveness Using DiiDecisionAltiA nalytic … of Decision Analysis per Health Benefit per Health Benefit per Health Benefit per Health Benefit t per Health Benefit Cost‐Effectiveness

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Page 1: Cost Effectiveness Using DiiDecisionAltiA nalytic … of Decision Analysis per Health Benefit per Health Benefit per Health Benefit per Health Benefit t per Health Benefit Cost‐Effectiveness

    

        

                      

       

        

Cost‐Effectiveness Using D i i A l ti M d l Decision‐Analytic Models

Kee Chan, PhD A i t t P f B t U i it Assistant Professor, Boston University

VA Center for Health Quality, Outcomes and Economic Research (CHQOER), Edith Nourse Rogers Memorial

Veterans Hospital in Bedford Massachusetts Veterans Hospital, in Bedford, Massachusetts

August 15, 2012 HERC S HERC Semiinar SeriesS i

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Speaker Contact InformationSpeaker Contact Information

Kee Chan PhDKee Chan, PhD VA Center for Health Quality, Outcomes and Economic Research (CHQOER) Bedford, Massachusetts

Assistant Professor

Department of Health Sciences

Boston University

Email:Email: keechan@bu [email protected]

Page 3: Cost Effectiveness Using DiiDecisionAltiA nalytic … of Decision Analysis per Health Benefit per Health Benefit per Health Benefit per Health Benefit t per Health Benefit Cost‐Effectiveness

                        

   

       

            

        

OverviewOverview

• This presentation will focused on the decision‐makingg pprocess and fundamental models used in cost‐effectiveness analysis.

•• Examples of Cost Effectiveness Analysis Examples of Cost‐Effectiveness Analysis

• Limitations and strengths will be discussed.

• Resources for further discussion.

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Learning ObjectivesLearning Objectives

• At the end of the presentation, you will learn the followingg for yyour own studyy desiggn: – the decision‐making process.

the framework used in decision analytic model the framework used in decision‐analytic model.

– the application in cost‐effectiveness analysis.

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Outline of PresentationOutline of Presentation

1. Concept of “PROACTIVE” in Modeling.

2. Structure of Decision Analysis 2. Structure of Decision Analysis

3. Components of Cost‐Effectiveness Analysis

4. Research Studies

55. Limitation and Strengths Limitation and Strengths

6. Resources

Page 6: Cost Effectiveness Using DiiDecisionAltiA nalytic … of Decision Analysis per Health Benefit per Health Benefit per Health Benefit per Health Benefit t per Health Benefit Cost‐Effectiveness

   

                        

     

 

     

Decision AnalysisDecision Analysis

“A good decision is a logical decision – one based on uncertainties values and based on uncertainties, values, and preferences of a decision‐maker.”

Ronald HowardRonald Howard

Professor, Stanford University

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Concept of PROACTIVE

PROactive PROactive

Step 1: Defining the problem

P: Problem

R: Reframe the perspective

O: Objectives of interestO: Objectives of interest

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Concept of PROACTIVE

proACTive proACTive

Step 2: What are the alternatives, consequences and trade‐offs?

AA: CConsider AlAlternatives. id i

C: Model Conseqquences

T: Identify Trade‐offs.

Page 9: Cost Effectiveness Using DiiDecisionAltiA nalytic … of Decision Analysis per Health Benefit per Health Benefit per Health Benefit per Health Benefit t per Health Benefit Cost‐Effectiveness

   

         

    

       

      

Concept of PROACTIVE

proactIVEproactIVE

Step 3: Integration and exploration

I: Integrate evidence

V: Optimize Expected Value

E: Evaluate UncertaintyE: Evaluate Uncertainty.

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Concept of PROACTIVE

PROACTIVE PROACTIVE

P: Problem R: Reframe O: Objectives A: Alternatives A: Alternatives C: Consequences T: Trade‐offs T: Trade offs I: Integrate V: Value V: Value E: Evaluate

Page 11: Cost Effectiveness Using DiiDecisionAltiA nalytic … of Decision Analysis per Health Benefit per Health Benefit per Health Benefit per Health Benefit t per Health Benefit Cost‐Effectiveness

     

   

                          

   

Structure of Decision Analysis

A Decision Tree A Decision Tree

A visual representation of all the possible opptions and the conseqquence that mayy follow each option.

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live Chance node

die

Treatment A

live

Treatment B

die

Decision node

No Treatment

Decision node

Cost

Cost

Cost

Cost

Cos

Terminal node

   

   

     

     

     

           

Decision Analysis Tree Step 1: PROactive Step 2: proACTive Step 3: proactIVE

Structure of Decision Analysis

Decision Analysis Tree

per Health Benefit

per Health Benefit

per Health Benefit

per Health Benefit

t per Health Benefit

Page 13: Cost Effectiveness Using DiiDecisionAltiA nalytic … of Decision Analysis per Health Benefit per Health Benefit per Health Benefit per Health Benefit t per Health Benefit Cost‐Effectiveness

   

 

                    

                   

Components of CEA

Cost Effectiveness Cost‐Effectiveness

• Using decision‐analytic models to consider the economics costs of health care.

• Health resources are consumed in order to produce health benefitsproduce health benefits.

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,

   

 

                          

 

 

Components of CEA

Research Questions Research Questions

• What is the most efficient use of this health resources, ggiven the alternative uses? – Time

ResourcesResources

– Cost

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Components of CEA

Time effectiveness Time‐effectiveness

An hour of a pp yhysician’s time spent with one patient is unavailable for anotheris unavailable for another patient.

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          m.

Components of CEA

Resource effectiveness Resource‐effectiveness

• Health resources are consumed in order to pproduce health benefits.

• Resources used for one program cannot be spent to increase the program use of anotherspent to increase the program use of another or invest in new progra

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 Components of CEA

Cost Effectiveness Graph Cost‐Effectiveness Graph

Effect Effect +

Superior Trade‐Off ?

‐ +

Trade Off ?? inferior Trade‐Off inferior

Costs

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Components of CEA

Cost effectiveness Cost‐effectiveness

• Common measure of costs & health effectiveness.

• Measure can be expressed as • Measure can be expressed as – Cost

– Case of disease prevented

– Lives saved

– Years of life saved

– Quality adjusted life yearQuality adjusted life year

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Components of CEA

Perspective Perspective

• A range of decision‐makers confront these decisions. – Societal perspective

PatientPatient

– Provider

– Organizational

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Components of CEA

Different Types of Cost Different Types of Cost

• Total Resource Use includes different types of cost – Health care resource

NonhealthNonhealth care resourcecare resource

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Components of CEA

Cost Calculation Cost Calculation

• Laying out the cost

• Categorize the cost in term health vs. non‐Categorize the cost in term health vs. non health cost

• OOrganiize thhe sequence off event – Initial cost

– Induced cost

– Adverted costAdverted cost

• Consider short or long‐run resource cost

Page 22: Cost Effectiveness Using DiiDecisionAltiA nalytic … of Decision Analysis per Health Benefit per Health Benefit per Health Benefit per Health Benefit t per Health Benefit Cost‐Effectiveness

=

   

              

       

         

         

                          

Components of CEA

Probabilities Probabilities

• Probability is the chance of the event.

• Range in 0 to 1.0Range in 0 to 1.0

• 0 = event is impossible

• 1 = event is certain

• 0 5 = the event is equally as likely to occur as0.5 the event is equally as likely to occur as not to occur

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Components of CEA

Preferences Preferences

• Preference‐based measures reflect the values an individual has for a pparticular health states or the relative desirability of health outcome.

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Components of CEA

Effectiveness Effectiveness

• Health benefits in CEA can be expressed as – Singgle measure of health outcome

• Number of Cases Prevented

• Number of Cases of Cancer DetectedNumber of Cases of Cancer Detected

• Number of Hospital Days Reduced

– Combined measuresCombined measures • Quality Adjusted Life Years (QALYs)

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Components of CEA

Using cost effectiveness analysis Using cost‐effectiveness analysis

• Cost‐effectiveness using decision‐analytic modelingg – summarize large amount of information.

clarify the decision making process clarify the decision‐making process.

– compare the different scenarios in complex systtem.

Page 26: Cost Effectiveness Using DiiDecisionAltiA nalytic … of Decision Analysis per Health Benefit per Health Benefit per Health Benefit per Health Benefit t per Health Benefit Cost‐Effectiveness

        

                                        

         

         

Components of CEA

Incremental Cost‐effectiveness ratio (ICER)

I t t ti ti (ICER)Incrementall cost‐effffectiveness ratio (ICER) – costs to benefits and is expressed as $ per life saved or the cost per QALY saved.

Cost intervention A ‐ Cost intervention B

Effectiveness intervention A Effectiveness intervention B ‐

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de

Chance node live

Treatment A 0.9

live

di

Treatment B 0.8

die

0.2

No Treatment

$400

live

die 0.1

$20

$10

$50

$0K/

   

   

   

 

 ecision no

Components of CEA

Decision Analysis Tree Decision Analysis Tree

K/10 life years

0K/0 life years

0K/8 life years

K/0 life years

D

0 life years

Terminal node

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f

   

       

                  

         

                 

  

                    

                                        

Components of CEA

Incremental Cost Effectiveness Ratio (ICER) Incremental Cost‐Effectiveness Ratio (ICER)

Question: Is the extra health benefit worth the extra cost?

$400K intervention A ‐ $100K intervention B

10 life years intervention A 8 life years intervention B ‐ICER =

$300 K per 2 life years = $150K / life year

Answer: If intervention A is chosen, the additional investment of $150K results in one additional life year, relative to Intervention B.

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Components of CEA

Handling Uncertainty Handling Uncertainty

Parameter and Model structure uncertainty addressed usingg sensitivityy analyyses.

– One‐Way

TwoTwo‐WayWay

– Multi‐way

– Probabilistic

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 Components of CEA

Examples Examples

Page 31: Cost Effectiveness Using DiiDecisionAltiA nalytic … of Decision Analysis per Health Benefit per Health Benefit per Health Benefit per Health Benefit t per Health Benefit Cost‐Effectiveness

   

   https://research.tufts‐nemc.org/cear4/

Compare Research Studies

Cost effectiveness Studies Registry Cost‐effectiveness Studies Registry

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Limitations & Strengths

Limitations Limitations

• Availability of Data

• Modeling vs. Real‐time Experiment Modeling vs. Real time Experiment

• Assumption

• Uncertainty

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Limitations & Strengths

Strengths Strengths

• Illustrate a Visual Aid.

• Formulate Objective.Formulate Objective.

• Evaluate Complex System.

• Inform Policy and Guidelines.

• Guide ResearchGuide Research.

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References and ResourcesReferences and Resources

• Cost‐effectiveness in Health and Medicine, Gold, Siegel, Russell, and Weinstein, eds. (1996), New York: Oxford Univ. PressPress.

• Decision Making in Health and Medicine, Hunink, and GlasziouGlasziou (2001) Cambridge University(2001), Cambridge University.

• Decision Modelling for Health Economic Evaluation, Briggs, Claxton,, and Sculppher ((2007), ), Oxford Univ. Press.

• Designing and Conducting Cost‐Effectiveness Analyses in Medicine and Health Care, 2nd Ed., Muennig. (2007), New York: Oxford Univ. Press.

• Software: TreeAge

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 http://www.herc.research.va.gov/home/default.asp

HERC resourcesHERC resources

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 Research SocietiesResearch Societies

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SummarySummary

• Use “PROACTIVE” modeling in your design.

• Construct a decision analysis tree.Construct a decision analysis tree.

• Use cost‐effectiveness analysis.

• Compare research studies.

• Understand the limitations and strengthsUnderstand the limitations and strengths.

• Find resources and references.

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s

Contact InformationContact Information If you have any questions or would like to collaborateIf you have any questions or would like to collaborate, please contact me:

Kee Chan, PhD Assistant ProfessorAssistant Professor

Department of Health Science

Boston Uniiversiity

Tel: 617‐358‐6025

Email: [email protected]