An Application of Evidence-Based Marginal Analysis: Assessing the ...

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Advancing Health Economics, Services, Policy and Ethics An Application of Evidence-Based Marginal Analysis: Assessing the Incremental Cost Effectiveness of Eras of Metastatic Colorectal Cancer Therapy in British Columbia, Canada: Pre- and Post-Bevacizumab Introduction Lindsay Hedden Priorities 2010, Boston, MA

Transcript of An Application of Evidence-Based Marginal Analysis: Assessing the ...

Page 1: An Application of Evidence-Based Marginal Analysis: Assessing the ...

Advancing Health Economics, Services, Policy and Ethics

An Application of Evidence-Based Marginal Analysis: Assessing the Incremental Cost

Effectiveness of Eras of Metastatic Colorectal Cancer Therapy in British Columbia, Canada:

Pre- and Post-Bevacizumab Introduction

Lindsay Hedden

Priorities 2010, Boston, MA

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• This bevacizumab study is part of a larger program of research into Evidence Based Marginal Analysis

– Goal: to develop and pilot novel evidence-based methods for priority setting and resource allocation within the context of cancer control and care in British Columbia

• A key objective: evaluate the effectiveness of priority setting decisions using utilization, mortality, and quality of life data

Priority Setting and Resource Allocation at BCCA

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STEERING COMMITTEE– Established and refined decision criteria– Identified three areas for potential resource reallocation– Reviewed results of cost-effectiveness analyses– Made recommendations for resource reallocation

PROGRAM PANELS– Provide clinical and data expertise on model building– Validate results

EMBA Study Structure

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• Bevacizumab (bev): given as a first- or second-line systemic therapy in combination with other regimens to treat metastatic colorectal cancer (mCRC)

– 2.8 month average improvement in overall survival

– 2.6 months average improvement in progression-free survival

• National Institute for Health and Clinical Excellence (UK) – £62,857-£88,436 per QALY gained

– Use of bev as first-line therapy is NOT recommended

Bevacizumab (Avastin): Background

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• To estimate the incremental cost-effectiveness of bevas a systemic therapy treatment for mCRC, accounting for the differences in costs and health outcomes associated with bevand standard of care treatments

• BUT: Cannot directly compare costs and outcomes for patients treated vs. not treated with bevacizumab because of selection bias

Goal

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• Compare eras of treatment for mCRC:

– pre-bevacizumab introduction and post-bevacizumab introduction

– secondary pseudo case-control comparison

• Objectives– 1) To assess the cost-effectiveness of the era of bev protocols in

the treatment of mCRC compared with the pre-bev era

– 2)to evaluate the incremental cost-effectiveness of a first- and second-line bevamong the subset of patients receiving “doublet” chemotherapy (5-FU plus irinotecan or oxaliplatin)

Approach and Objectives

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Stage IV Diagnosis

1st Line Chemo

No Chemo

3rd Line Chemo

2nd Line Chemo

Alive

Dead

Markov Model Schema

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• Complete cohort of patients presenting with mCRC at diagnosis, identified using BCCA’s Information Service (CAIS)

– Pre-era: Diagnosed Jan 1, 2003-Dec 31, 2004; followed to death, censoring, or Oct 31, 2005

– Bev-era: Diagnosed Jan 1, 2006-Dec 31, 2006; followed to death, censoring, or Oct 31, 2008

• 611 cases in pre-era & 332 in the post-era

Sample

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• Survival: derived based on Weibull models

• Chemotherapy: derived based on Exponential models

Transition Probabilities

Chemotherapy Death

No Chemotherapy Death

1st-line 2nd-line

2nd-line 3rd-line

Pre- Post Pre Post Pre Post Pre Post

0.059 0.054 0.093 0.075 0.060 0.086 0.068 0.096

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Expense Source Average Cost Per Patient

Pre (n=611) Post (n=332)

Diagnosis &

staging

StatsCan POHEM modeling$2115.38 $2115.38

Day surgeryOntario Case Costing Initiative

$ 1,046.01 $ 1,136.00

InpatientOntario Case Costing Initiative

$ 11,115.13 $ 14,718.00

Systemic

Therapy

BCCA provincial pharmacy

database$ 20,672.62 $ 24,464.53

Radiation

therapy

BCCA radiation oncology

database$ 3,843.40 $ 3,843.40

Costs

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State Base-Case Value * Range*

Healthy 1.00 NA

No chemotherapy 0.25 0.20-0.31

Clinical CRC Stage 4 – 1st line chemo 0.25 0.20-0.31

Clinical CRC Stage 4 – 2nd line chemo 0.25 0.20-0.31

Clinical CRC Stage 4 – 3rd line chemo 0.25 0.20-0.31

Dead 0.00 0.00

Utility Values

*Source: Ness, R.M., et al., Outcome states of colorectal cancer: identification and description using patient focus groups. The American Journal of Gastroenterology, 1998. 93(9): p. 1491-1497

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Survival for individuals who initiated chemotherapy

0 10 20 30 40

0.0

0.2

0.4

0.6

0.8

1.0

Overall survival time for individuals initiating chemotherapy

Time (months)

Pro

porti

on s

urvi

ving

Pre-Bev: Median = 17.2 months

Bev: Median = 20.1 months

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Era Cost / patient Median OS Utilities per patient

Pre$ 34,972 15.6 months 0.34

Post$ 38,764 19.5 months 0.40

Cost/QALY $ 62,468 / QALY Cost/LYG $ 15,617/ LYG

Era-Based Base-Case Results

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Sensitivity Analysis

QALY difference

Cos

t diff

eren

ce (t

hous

and

$)

0.000 0.025 0.050 0.075 0.100

-3-1

13

57

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• Subset of era-based analysis:

– 1) Diagnosed before age 70

– 2) Treated with first-line doublet chemotherapy

• Intent: include only patients who wereorwould have been eligible for a bev-based protocol

Restricted Analysis

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Era Cost per

patient

Median OS Utilities per patient

Pre$ 43,305 18.7 months 0.37

Post$ 45,199 23.1 months 0.41

Cost/QALY $ 43,058 / QALY Cost/LYG $ 10,764 / LYG

Restricted Cohort Base-Case Results

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• Era-based: $62,468.68/QALY or $15,617/LYG 3.9 month/patient improvement in survival & $3,791/patient increase in cost

– Not directly inferred as cost-effectiveness of bev

• Other factors my have led to improvements in survival, increases in cost

Interpretation

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• Restricted Analysis: $43,058/QALY or $10,764/LYG 4.4 month/patient improvement in survival & $1,894/patient increase in cost

– Closer to a true incremental cost-effectiveness comparing bev with standard of care, but not perfect

• Both methods produced ICERs demonstrating better cost-effectiveness than estimated by NICE

Interpretation (2)

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• As a 1st or 2nd line treatment for mCRC, bevmay be relatively cost-effective, considered as part of a suite of available treatments

– the era-based ICER of $62,468 is well in-line with cost-effectiveness ratios reported for other therapies for metastatic cancer therapies

Implications

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Acknowledgements

• Project team:

– Dr. Stuart Peacock

– Dr. Diego Villa

– Dr. Hagen Kennecke

• Funding sources:

– CIHR Partnerships in Health Systems Improvement