| Literature DB >> 22164204 |
Shan Liu1, Michaël Schwarzinger, Fabrice Carrat, Jeremy D Goldhaber-Fiebert.
Abstract
BACKGROUND AND AIMS: Chronic hepatitis C (HCV) is a liver disease affecting over 3 million Americans. Liver biopsy is the gold standard for assessing liver fibrosis and is used as a benchmark for initiating treatment, though it is expensive and carries risks of complications. FibroTest is a non-invasive biomarker assay for fibrosis, proposed as a screening alternative to biopsy.Entities:
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Year: 2011 PMID: 22164204 PMCID: PMC3229483 DOI: 10.1371/journal.pone.0026783
Source DB: PubMed Journal: PLoS One ISSN: 1932-6203 Impact factor: 3.240
Figure 1HCV Natural History Model.
Figure 2Model Structure; Six Strategies: (A) FibroTest Only; (B) FibroTest and Biopsy; (C) FibroTest Rule-In; (D) FibroTest Rule-Out; (E) Liver Biopsy Only; (F) Immediate Treatment.
Note: Panels A–F represent separate clinical strategies that we compare by applying them in our natural history model. “Die” in the figures is to highlight the possibility of death from liver biopsy.
Figure 3Treatment Sub-tree: (A) Genotype 1 (Standard Treatment); (B) Genotype 1 (Triple Therapy); (C) Genotypes 2 and 3.
Note: “Die” in the figures is to highlight the possibility of death from treatment.
Model Parameter Values: Epidemiology and Cohort Assumptions.*
| Base | Min | Max | Source | |
| Proportion of F0 patients who are non-progressors | 0.2420 | 0.0960 | 0.7410 |
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| Remission (from F0) | 0.0060 | 0.0035 | 0.0085 | |
| F4 to decompensated cirrhosis (DC) | 0.0198 | 0.0159 | 0.0247 | |
| Cirrhosis (both F4 and DC) to HCC | 0.0104 | 0.0085 | 0.0139 | |
| Progression, men by age |
| |||
| 40–49 | 0.0266 | 0.0134 | 0.0464 | |
| 50–59 | 0.0606 | 0.0358 | 0.0773 | |
| 60–69 | 0.1046 | 0.0606 | 0.1601 | |
| ≥70 | 0.1397 | 0.0732 | 0.2126 | |
| Progression, women by age |
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| 40–49 | 0.0139 | 0.0065 | 0.0286 | |
| 50–59 | 0.0320 | 0.0139 | 0.0564 | |
| 60–69 | 0.0554 | 0.0208 | 0.1113 | |
| 70–79 | 0.0741 | 0.0397 | 0.1298 | |
| ≥80 | 0.0997 | 0.0416 | 0.1626 | |
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| Liver transplant from DC | 0.0253 | 0 | 0.2254 | |
| Liver transplant from HCC | 0.0780 | 0.0253 | 0.2254 | |
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| Liver transplant mortality | 0.0760 | 0.0719 | 0.0807 |
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| Post liver transplant mortality | 0.0256 | 0.0250 | 0.0260 |
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| Decompensated cirrhosis mortality | 0.1530 | 0.0645 | 0.1975 |
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| HCC mortality | 0.2165 | 0.1595 | 0.2495 |
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| Liver biopsy mortality (use as probability) | 0.0003 | 0 | 0.0033 |
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| Treatment mortality (annual rate) | 0.0005 | 0.00025 | 0.0008 |
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| Cohort starting age | 40 | 40 | 70 | Assumed |
| Discount rate (annual) | 0.03 | 0 | 0.05 |
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*All references included in Table 1– 3 are from published literature unless explicitly stated as our assumptions.
We run the same model with cohorts at different starting age to identify the most cost-effective strategy at each age.
Model Parameter Values: Screening and Treatment Response Characteristics.
| Base | Min | Max | Source | |
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| FibroTest (FibroSure) | ||||
| Probability for patients with F0–F1 |
| |||
| Test + (>0.58) | 0.13 | 0.06 | 0.15 | |
| Test − (<0.31), specificity at 0.31 | 0.68 | 0.57 | 0.72 | |
| Probability for patients with F2–F4 | ||||
| Test + (>0.58), sensitivity at 0.58 | 0.56 | 0.35 | 0.59 | |
| Test − (<0.31) | 0.16 | 0.12 | 0.29 | |
| Liver biopsy screening frequency (year) | 3 | 3 | 5 |
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| Standard treatment (peginterferon and ribavirin) | ||||
| Probability(EVR at 12 week), genotype 1 | 0.71 | 0.66 | 0.76 |
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| Probability(SVR | EVR), genotype 1 | 0.63 | 0.57 | 0.69 |
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| Probability(SVR), genotype 2 and 3 | 0.80 | 0.60 | 1.00 |
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| Triple therapy (peginterferon+ribavirin+telaprevir), genotype 1 |
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| Probability(virologic failure at 12 week) | 0.03 | |||
| Probability(eRVR+, 24 week treatment | non-failure at 12 week) | 0.60 | |||
| Probability(eRVR−, 48 week treatment | non-failure at 12 week) | 0.35 | |||
| Probability(SVR|eRVR+, 24 week treatment) | 0.89 | |||
| Probability(SVR|eRVR−, 48 week treatment) | 0.67 | |||
| Noncompliance | 0 | 0 | 0.63 |
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The effectiveness listed for triple therapy are for patients with fibrosis stage F0 to F2; for patients with fibrosis stage F3 and F4, SVR is reduced by 20%.
Model Parameter Values: Quality Weights and Cost.
| Base | Min | Max | Source | |
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| Mild chronic HCV (F0, F1) | 0.98 | 0.70 | 1.00 | |
| SVR following mild HCV | 1.00 | 0.74 | 1.00 | |
| Moderate chronic HCV (F2, F3) | 0.85 | 0.66 | 1.00 | |
| SVR following moderate HCV | 0.93 | 0.71 | 1.00 | |
| Compensated cirrhosis (F4) | 0.79 | 0.46 | 1.00 | |
| SVR following F4 | 0.93 | 0.60 | 1.00 | |
| Decompensated cirrhosis | 0.72 | 0.26 | 0.91 | |
| HCC | 0.72 | 0.15 | 0.95 | |
| Liver transplant | 0.81 | 0.64 | 1.00 | |
| Liver biopsy decrement | −0.05 | −0.20 | 0 | Assumed |
| Treatment decrement (standard treatment) | −0.11 | −0.20 | 0 | |
| Treatment decrement (triple therapy) | −0.055 | −0.11 | 0 | Assumed |
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| Screening test | ||||
| Liver biopsy | $1,415 | $974 | $1,623 |
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| FibroTest (FibroSure) | $236 | $100 | $295 |
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| Treatment (peginterferon and ribavirin + medical care) |
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| No EVR, genotype 1 (12 weeks) | $7,383 | $5,605 | $9,020 | |
| SVR, genotype 1 (48 weeks) | $29,530 | $22,420 | $36,080 | |
| SVR, genotype 2 and 3 (24 weeks) | $14,765 | $11,812 | $22,950 | |
| Treatment (telaprevir drug cost for 12 weeks) | $49,200 | $36,828 | $59,040 |
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| Cost of annual care |
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| HCV no fibrosis (F0) | $1,610 | $150 | $2,000 | |
| HCV portal fibrosis (F1, F2) | $1,610 | $150 | $2,000 | |
| HCV bridging fibrosis (F3) | $1,610 | $150 | $2,000 | |
| Compensated cirrhosis (F4) | $1,610 | $150 | $2,000 | |
| Decompensated cirrhosis (DC) | $10,930 | $5,470 | $16,400 | |
| HCC | $43,510 | $21,760 | $65,270 | |
| Liver transplant, first year | $143,290 | $71,650 | $214,930 | |
| Liver transplant, subsequent | $25,020 | $12,510 | $37,540 |
The quality of life weight for a given age and HCV disease state is computed as the product of the utility associated with the HCV disease state and a mean age-specific quality weight obtained from published data [54], [55].
Assumed the utility in the post liver transplant state is the same as the utility in F0 state.
Unlike other utilities these decrement are short-term—only the time period when the intervention occurs.
Baseline healthcare cost by age is included in the model [56].
Figure 4Cost-effectiveness
Results by Gender, Genotype 1 under Standard Treatment (exclude Immediate Treatment): (A) Men; (B) Women.
Figure 5Cost-effectiveness
Results by Gender, Genotype 2 and 3 (exclude Immediate Treatment): (A) Men; (B) Women. Note: The incremental cost-effectiveness ratio (ICER) is defined as the ratio of the additional costs of an intervention and its additional effects as compared to the next best alternative. i.e. The ICER shown on the figures is between FibroTest Only and FibroTest and Biopsy.
Cost-Effectiveness Results by Gender and Genotype, Standard Treatment.
| Genotype 1 | Cost (US, $) | QALY | ICER ($/QALY) | |
|
| FibroTest Only | 193,979 | 15.01 | – |
| FibroTest Rule In | 194,447 | 14.82 | dominated | |
| Immediate Treatment | 194,514 | 15.10 | 5,400 | |
| FibroTest and Biopsy | 194,950 | 15.01 | dominated | |
| Liver Biopsy Only | 195,169 | 14.85 | dominated | |
| FibroTest Rule Out | 196,182 | 14.84 | dominated | |
|
| FibroTest Only | 213,525 | 16.19 | – |
| FibroTest Rule In | 213,901 | 16.00 | dominated | |
| Immediate Treatment | 214,101 | 16.28 | 6,300 | |
| FibroTest and Biopsy | 214,557 | 16.19 | dominated | |
| Liver Biopsy Only | 214,760 | 16.01 | dominated | |
| FibroTest Rule Out | 215,987 | 16.01 | dominated |
(ICER: incremental cost-effectiveness ratios. dominated: strategy costs more but achieves less QALY than the previous strategy or a combination of strategies).
Figure 6Cost-effectiveness
Results by Gender, Genotype 1 under Triple Therapy with Telaprevir: (A) Men; (B) Women.
Cost-Effectiveness Results by Gender and Genotype, Triple Therapy with Telaprevir.
| Genotype 1 | Cost (US, $) | QALY | ICER ($/QALY) | |
|
| FibroTest Rule In | 230,651 | 15.58 | – |
| Liver Biopsy Only | 232,502 | 15.63 | dominated | |
| FibroTest Rule Out | 233,499 | 15.63 | dominated | |
| FibroTest Only | 236,167 | 15.84 | 21,200 | |
| FibroTest and Biopsy | 237,482 | 15.86 | dominated | |
| Immediate Treatment | 240,240 | 15.99 | 27,200 | |
|
| FibroTest Rule In | 248,603 | 16.69 | – |
| Liver Biopsy Only | 250,611 | 16.74 | dominated | |
| FibroTest Rule Out | 251,762 | 16.73 | dominated | |
| FibroTest Only | 255,660 | 16.96 | 26,100 | |
| FibroTest and Biopsy | 257,002 | 16.98 | dominated | |
| Immediate Treatment | 259,853 | 17.10 | 30,000 |
(ICER: incremental cost-effectiveness ratios. dominated: strategy costs more but achieves less QALY than the previous strategy or a combination of strategies).
Incremental Cost-Effectiveness Ratios ($/QALY) by Cohort Starting Age, Genotype 1 under Standard Treatment, Base Case Fibrosis Stage Distribution.
| Men, Age | 40 | 50 | 60 | 70 |
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| – | – | – | – |
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| ED | ED | ED | ED |
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| D | D | D | D |
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| D | D | D | ED |
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| D | D | D | D |
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| D | D | D | D |
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| $12,100/QALY | $14,800/QALY | $19,900/QALY | $31,600/QALY |
(D: dominated, ED: Extended-Dominated by a combination of Do Nothing and Immediate Treatment).