| Literature DB >> 23717582 |
Lixian Zhong1, Vickie Pon, Sandy Srinivas, Nicole Nguyen, Meghan Frear, Sherry Kwon, Cynthia Gong, Robert Malmstrom, Leslie Wilson.
Abstract
BACKGROUND: Docetaxel is an established first-line therapy to treat metastatic castration-resistant prostate cancer (mCRPC). Recently, abiraterone and cabazitaxel were approved for use after docetaxel failure, with improved survival. National Institute for Health and Clinical Excellence (NICE) preliminary recommendations were negative for both abiraterone (now positive in final recommendation) and cabazitaxel (negative in final recommendation).Entities:
Mesh:
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Year: 2013 PMID: 23717582 PMCID: PMC3661482 DOI: 10.1371/journal.pone.0064275
Source DB: PubMed Journal: PLoS One ISSN: 1932-6203 Impact factor: 3.240
Figure 1Decision Tree Structure.
Decision tree model was constructed for the comparison of cost-effectiveness of two treatment options: abiraterone and cabazitaxel against two placebo ground: prednisone a lone and mitoxantrone for mCRPC patients who have failed prior docetaxel treatment. Chance node branches of our base-case analysis included baseline pain, grade III/IV side-effects, and overall survival at 18 months.
Probabilities Used in the Decision Model.
| Variable | Value | Range/Distribution | Reference |
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| 0.4500 | (0.3375,0.5625)/Beta distribution |
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| 0.4500 | (0.3375,0.5625)/Beta distribution |
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| 0.4500 | (0.3375,0.5625)/Beta distribution |
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| 0.4500 | (0.3375,0.5625)/Beta distribution |
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| 0.0740 | (0.0555, 0.0925)/Beta distribution |
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| 0.5795 | (0.4346, 0.7244)/Beta distribution |
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| 0.0319 | (0.0239, 0.0399)/Beta distribution |
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| 0.8167 | (0.6125, 1.0209)/Beta distribution |
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| 0.2398 | (0.1799, 0.2998)/Beta distribution |
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| 0.2727 | (0.2045, 0.3409)/Beta distribution |
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| 0.3558 | (0.2668, 0.4447)/Beta distribution |
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Utilities Used in the Decision Model.
| Utility Variable | Utility | Range/distribution | Utility measure | Reference |
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| (0.3225, 0.5375) Beta distribution | HUI |
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| (0.3825, 0.6375) Beta distribution | EQ-5D |
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| (0.4125, 0.6875) Beta distribution | QWB |
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| (0.4298, 0.7163) Beta distribution | SG |
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| (0.4650, 0.7750) Beta distribution | QWB |
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| (0.4650, 0.7750) Beta distribution | QWB |
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| (0.5025, 0.8375) Beta distribution | QWB |
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| (0.5175, 0.8625) Beta distribution | QWB |
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Life Expectancies (LE)* (years) Used in the Decision Model**.
| Placebo | Mitoxantrone | Abiraterone | Cabazitaxel | |
| LE_death | 0.753 | 0.778 | 0.809 | 0.843 |
| Range/distribution | (0.5648, 0.9413) Normal distribution | (0.5835, 0.9725) Normal distribution | (0.6068, 1.0113) Normal distribution | (0.6323, 1.0538) Normal distribution |
| LE_survival | 1.917 | 2.209 | 2.64 | 2.768 |
| Range/distribution | (1.4378,2.3963) Normal distribution | (1.6568, 2.7613) Normal distribution | (1.9800, 3.3000) Normal distribution | (2.0760, 3.4600) Normal distribution |
| LE overall | 1.021 | 1.1178 | 1.47 | 1.593 |
For the deceased group, we determined the LEs by calculating the area under the curve (AUC) at 18 months normalized by the percent of the deceased population [(total AUC- percent of survival at 18 months X 18 months)/percent of deceased at 18 months]. We used the Declining Exponential Approximation of Life Expectancy (DEALE) method to approximate the overall LEs of each treatment group based on survival rates at 18 months. The DEALE model is a good approximation for our study since these patients have high mortality rates which are shown to be more accurate when using the declining exponential function. , . The subtraction of the weighted average of the LEs of the deceased group from the overall survival at 18 months gives the weighted average of the LE of the surviving group. From there, we derived the LEs of the surviving group by dividing by proportion surviving post 18 months.
We used the DEALE method to derive the overall life expectancies of the two subgroups differentiated by BPI score. We then extrapolated the life expectancies of the patients who died before 18 months and those remaining alive assuming a perfect declining exponential curve. Since median survival by baseline pain was only reported for abiraterone but not for the mitoxantrone or cabazitaxel groups, we assumed that all the treating groups had the same difference in their median survival between their individual subgroups with and without baseline pain (4.1 months). This was chosen as a more conservative estimate across all treatments than if we had used the abiraterone reported difference by baseline pain presence. With the overall survival derived from the each treatment groups median survival using the DEALE method, and the same difference of 4.1 months between the subgroups with baseline pain and no baseline pain for all treatments, we were able to derive the respective life expectancies of the subgroups with baseline pain and no baseline pain for each treatment group. From there, we further calculated the life expectancies of the patients who died before 18 months and who lived beyond that point for each subgroup as described previously. We then used these new life expectancies differentiated by baseline pain in our secondary decision tree analysis (results not shown).
Costs Used in the Decision Model.
| Cost Variable | costs (in 2010 USD) | Range/distribution | Factors included | Reference |
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| $312 | (156, 624) Gamma distribution | Prednisone costs are minimal. Since it is used with every treatment it's not included in the cost. Oncology doctor visits for 4 cycles |
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| $2,804 | (1402, 5609) Gamma distribution | Mitoxantrone, infusion, lab monitoring, follow-up doctor visits for 4 cycles |
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| $38,308 | ($19,154, $76,617) Gamma distribution | Abiraterone LFT monitoring (every 2 weeks for first 3 months and monthly thereafter), monthly K+ monitoring and oncology doctor visits for 8 cycles |
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| $49,182 | ($24,591, $98,365) Gamma distribution | Cabazitaxel, infusion, lab monitoring and follow up doctors visit for 6 cycles |
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| $17,374 | ($8,687, $34747) Gamma distribution | Two weeks of G-CSF treatment per cycle for half of grade III/IV neutropenia patients for 4 cycles |
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| $52,121 | ($26, 060, $104, 242) Gamma distribution | Two weeks of G-CSF treatment per cycle for all of grade III/IV neutropenia patients for 6 cycles |
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| $30,113 | ($15,066, $60226) Gamma distribution | Two weeks of G-CSF treatment per cycle for all of patients for 6 cycles |
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| $12,012 | ($6,006, $24,025) Gamma distribution | Weighted average costs for dysrhythmia (80%) and cardiac arrest (20%) hospitalizations and 5 EKGs |
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| $11,061 | ($5,531, $22,122) Gamma distribution | Daily Bisphosphonates, morphine, Docusate Sodium, and Acetaminophen for 10.9 months |
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| $1,797 | ($899, $3,594) Gamma distribution | One course of radiation therapy with 15 treatments was given to half of the patients with baseline pain in the treatment groups |
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| $3,560 | ($1,780, $7,120) Gamma distribution | One course of radiation therapy with 15 treatments was given to all the patients with baseline pain in the prednisone/placebo group |
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| $95,545 | ($47, 773, $191, 090) Gamma distribution | Average cost of last hospitalization for severe side-effects (neutropenia and cardiac events) for an average stay of 22 days |
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(reported median cycle numbers were used).
(reported medium survival for prednisone/placebo group)
Incremental Cost-Effectiveness Ratio (ICER)*.
| treatment options | Total cost ($) | Total effect (QALYs) | incrCost ($) | incrEff (QALYs) | ICER ($/QALY) | ICER ($/LY) |
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| $75,366 | 0.43 | 0 | 0 |
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| $83,171 | 0.51 | 7,805 | 0.08 |
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| $101,050 | 0.70 | 17,880 | 0.20 |
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| $156,140 | 0.76 | 55,089 | 0.06 |
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The analysis was conducted by using DATA software version TreeAge Pro 2012 (TreeAge, Williamstown, MA).
Costs are in 2010 US dollars.
Figure 2Cost-effectiveness Efficiency Frontier.
*Ext. Dom. = Extended Dominance: Mitoxantrone show extended dominance indicating that some combination of Abiraterone and Prednisone would be preferable to treating all with mitoxantrone. **Cost is in US 2010 $s; Effectiveness is in quality adjusted life years (QALYs).
Model Sensitive Variables in One Way Sensitivity Analysis.
| Variable name (Base case Value) | Variable annotation | range | Mitoxantrone ICER range | Expected Value for Mitoxantrone ICER = $100K/QALY | Abiraterone ICER range | Expected Value for Abiraterone ICER = $100K/QALY |
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| Probability of Side-effects (neutropenia) mitoxantrone | 0.4346, 0.7244 | 65,414, 139,095 | 0.58 | 105,813, 77,047 | 0.48 |
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| Probability of overall survival at 18 months |abiraterone | 0.2668, 0.4447 | 100,675, 100,675 | N/A | 332,303, 30,024 | 0.348 |
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| Probability of overall survival at 18 months |mitoxantrone | 0.2045, 0.3409 | 2,250,157, 8,658 | 0.27 | 42,531, 195,367 | 0.28 |
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| Life expectancy of the patients who survived at 18 months in abiraterone treated group | 1.98, 3.3 | 100,675, 100,675 | N/A | 306,517, 67,484 | 2.557 |
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| Life expectancy of the patients who survived at 18 months in mitoxantrone treated group | 1.6568, 2.7613 | initially dominated then (926,075, 47,620) | 2.21 | 93,876, 162,982 | 2.32 |
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| Life expectancy of the patients who survived at 18 months in prednisone treated group | 1.4378, 2.3962 | 54,272, 694,381 | 1.917 | 91,188, 91,188 | N/A |
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| Life expectancy of the patients who died before 18 months in abiraterone treated group | 0.6068, 1.0112 | 100,675, 100,675 | N/A | 113,261, 76,315 | 0.717 |
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| Life expectancy of the patients who died before 18 months in mitoxantrone treated group | 0.5835, 0.9725 | 211,170, 66,092 | 0.778 | 75,557, 114,975 | 0.862 |
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| Life expectancy of the patients who died before 18 months in prednisone treated group | 0.5648, 0.9412 | 65,699, 215,277 | 0.753 | 91,188, 91,188 | N/A |
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| Utility for the patients who developed neutropenia side -effects | 0.4298, 0.7163 | 210,351, 75,603 | 0.573 | 66,173, 114,868 | 0.634 |
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| Utility for the patients who had metastatic disease which would apply to all patients in this study | 0.465, 0.775 | 74,565, 154,925 | 0.62 | 138,835, 67,889 | 0.58 |
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| Drug costs - abiraterone | 19,154, 76,617 | Initially dominated then 100,674, 100,674 | N/A | 23,868, 286,565 | 40,040 |
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| Drug costs - mitoxantrone | 1,402, 5,609 | 82,587, 136,849 | 2,760 | 98,340, 76,885 | N/A |
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| Grade 3/4 neutropenia - mitoxantrone | 8,687, 34,747 | 35,745, 230,547 | 17,300 | 116,860, 39,839 | 14100 |
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| Grade ¾ bone pain - placebo | 5,331, 22,122 | 105,954, 90,117 | 11,700 | 91,188, 91,188 | N/A |
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| Radiation for high baseline pain – Placebo | 1,780, 7,120 | 111,008, 80,015 | 3,676 | 91,188, 91,188 | N/A |
N/A means that the variable did not reach the $100K WTP threshold within the plausible range tested.
LE = life expectancy
Figure 3Cost-Effectiveness Acceptance Curve.
Probabilistic sensitivity analysis was conducted to derive CE acceptance curve (seed: 1234).