| Literature DB >> 28520728 |
Rakesh Aggarwal1, Qiushi Chen2,3, Amit Goel1, Nicole Seguy4, Razia Pendse5, Turgay Ayer6, Jagpreet Chhatwal2,3.
Abstract
BACKGROUND & AIMS: Availability of directly-acting antivirals (DAAs) has changed the treatment landscape of hepatitis C virus (HCV) infection. The high price of DAAs has restricted their use in several countries. However, in some countries such as India, generic DAAs are available at much cheaper price. This study examined whether generic DAAs could be cost-saving and how long it would take for the treatment to become cost-saving/effective.Entities:
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Year: 2017 PMID: 28520728 PMCID: PMC5435174 DOI: 10.1371/journal.pone.0176503
Source DB: PubMed Journal: PLoS One ISSN: 1932-6203 Impact factor: 3.240
Fig 1State-transition model schematic of showing the natural history of hepatitis C virus infection.
Abbreviations: DC = decompensated cirrhosis; HCC = hepatocellular carcinoma; HCV = hepatitis C virus; LRD = liver-related death; SVR = sustained virologic response. (Adapted from Chhatwal et al.[9])
Annual transition probabilities, healthcare costs and quality of life weights for different Markov states.
| Input | Base case | Values for sensitivity analysis | |||
|---|---|---|---|---|---|
| Range | Distribution | Parameter 1 | Parameter 2 | ||
| F0 to F1 [ | 0.117 | 0.104–0.130 | Beta | 274.98 | 2,075.30 |
| F1 to F2 [ | 0.085 | 0.075–0.096 | Beta | 210.06 | 2,261.18 |
| F2 to F3 [ | 0.120 | 0.109–0.133 | Beta | 288.05 | 2,112.38 |
| F3 to F4 [ | 0.116 | 0.104–0.129 | Beta | 270.61 | 2,062.22 |
| F4 to DC [ | 0.039 | 0.010–0.079 | Beta | 3.51 | 86.48 |
| F4 to HCC [ | 0.014 | 0.010–0.079 | Beta | 0.18 | 12.38 |
| Post F4-SVR to DC [ | 0.008 | 0.002–0.036 | Beta | 0.31 | 38.58 |
| Post F4-SVR to HCC [ | 0.005 | 0.002–0.013 | Beta | 1.49 | 297.13 |
| DC to HCC [ | 0.068 | 0.030–0.083 | Beta | 73.58 | 1008.49 |
| DC (first year) to death from liver disease [ | 0.182 | 0.065–0.190 | Beta | 1626.40 | 7309.88 |
| DC (subsequent year) to death from liver disease [ | 0.112 | 0.065–0.190 | Beta | 7.03 | 55.77 |
| HCC to death from liver disease (26) | 0.427 | 0.330–0.860 | Beta | 2.14 | 2.87 |
| F0-F3 [ | 2000 ($30) | 0.5 to 2.0 fold | Gamma | 7.11 | 281.25 |
| Compensated cirrhosis [ | 10,000 ($149) | 0.5 to 2.0 fold | Gamma | 7.11 | 281.25 |
| Decompensated Cirrhosis [ | 40,000 ($596) | 0.5 to 2.0 fold | Gamma | 7.11 | 1406.25 |
| Hepatocellular Cancer [ | 60,000 ($894) | 0.5 to 2.0 fold | Gamma | 7.11 | 5625.00 |
| Pre-treatment (diagnosis) | 8,000 ($119) | 0.5 to 2.0 fold | Gamma | 7.11 | 1406.25 |
| Post-treatment | 6,000 ($89) | 0.5 to 2.0 fold | Gamma | 7.11 | 1125.00 |
| Anemia multiplier | 0.83 | 0.75–0.97 | Beta | 22.95 | 4.70 |
| F0–F3 [ | 0.93 | 0.84–0.99 | Beta | 47.47 | 3.57 |
| Compensated cirrhosis [ | 0.90 | 0.81–0.99 | Beta | 31.12 | 3.46 |
| DC [ | 0.80 | 0.57–0.99 | Beta | 12.29 | 3.07 |
| HCC [ | 0.79 | 0.54–0.99 | Beta | 11.42 | 3.03 |
| Post-SVR | 1.00 | 0.92–1.00 | Beta | 3833.92 | 3.84 |
| F0-F4 (assumption) | 0 | 0–0.1 | Beta | 0.15 | 14.69 |
| DC [ | 0.194 | 0.127–0.273 | Beta | 22.58 | 93.79 |
| HCC [ | 0.508 | 0.348–0.670 | Beta | 19.08 | 18.48 |
Abbreviations: SVR, sustained virologic response; F0–F4, METAVIR fibrosis score; DC, decompensated cirrhosis; HCC, hepatocellular carcinoma; F4-SVR. Post-SVR state of treated cirrhotic patient. INR, Indian rupees (1 USD = 67.11 INR)
aParameter 1 corresponds to α parameter for beta distribution and k (shape) parameter for gamma distribution
bParameter 2 corresponds to β parameter for beta distribution and θ (scale) parameter for gamma distribution
cconversion rate:
dFor patients experienced anemia during treatment, quality of life was multiplied by this factor
Cost-effectiveness results comparing model outcomes of no treatment versus treatment with direct-acting antivirals in India.
| Patient group | Life Years | Quality-adjusted Life Years (Discounted | Total Life-time Cost (Discounted | ICER ($/QALY) | |||||
|---|---|---|---|---|---|---|---|---|---|
| No treatment | With DAA-based treatment | Increase in LYs | No treatment | With DAA-based treatment | Increase in QALY | No treatment | With DAA-based treatment | ||
| Genotype 1 | 30.25 | 37.92 | 7.677 | 15.05 | 18.75 | 3.71 | 1,803 | 536 | Cost-saving |
| Genotype 3 | 30.25 | 37.82 | 7.572 | 15.05 | 18.71 | 3.66 | 1,803 | 558 | Cost-saving |
| Genotype 4 | 30.25 | 37.70 | 7.452 | 15.05 | 18.65 | 3.60 | 1,803 | 590 | Cost-saving |
| All F0–F3 | 30.25 | 37.85 | 7.600 | 15.05 | 18.72 | 3.67 | 1,803 | 553 | Cost-saving |
| Genotype 1 | 19.16 | 30.28 | 11.115 | 10.37 | 15.86 | 5.49 | 3,182 | 1,192 | Cost-saving |
| Genotype 3 | 19.16 | 29.65 | 10.487 | 10.37 | 15.51 | 5.15 | 3,182 | 1,672 | Cost-saving |
| Genotype 4 | 19.16 | 30.51 | 11.350 | 10.37 | 15.97 | 5.60 | 3,182 | 1,152 | Cost-saving |
| All F4 | 19.16 | 29.89 | 10.728 | 10.37 | 15.65 | 5.28 | 3,182 | 1,494 | Cost-saving |
*QALYs were discounted at 3% per year rate
**Cost-saving implies the ICER was negative.
Abbreviations: DAA, direct-acting antivirals; ICER, incremental cost-effectiveness ratio; LYs, life years; QALY, quality-adjusted life year
Disability-adjusted life years (DALYs) averted with DAA-based treatment in HCV-infected patients in India, in relation to presence or absence of cirrhosis and viral genotype.
| Population group | DALY of no treatment | DALY with DAA-based treatment | DALY averted using DAA-based treatment | Cost per DALY averted ($) |
|---|---|---|---|---|
| Genotype 1 | 19.63 | 0.35 | 19.28 | -88 (cost-saving) |
| Genotype 3 | 19.63 | 0.58 | 19.05 | -88 (cost-saving) |
| Genotype 4 | 19.63 | 0.94 | 18.69 | -88 (cost-saving) |
| | 19.63 | 0.53 | 19.11 | -88 (cost-saving) |
| Genotype 1 | 36.36 | 16.73 | 19.62 | -107 (cost-saving) |
| Genotype 3 | 36.36 | 17.98 | 18.38 | -88 (cost-saving) |
| Genotype 4 | 36.36 | 16.37 | 19.99 | -107 (cost-saving) |
| | 36.36 | 17.51 | 18.85 | -95 (cost-saving) |
Fig 2Change in adverse clinical outcomes in patients with hepatitis C virus infection in India following treatment using regimens based on directly-acting antiviral drugs available there at low cost.
Abbreviations: DAA, direct-acting antivirals; DC, decompensated cirrhosis; HCC, hepatocellular carcinoma; LRD, liver-related deaths.
Fig 3Cost-effectiveness of directly-acting antiviral drug-based treatment of persons with hepatitis C virus infection at various stages of liver fibrosis in India, depending on modelling time horizon.
Fig 4Cost-effectiveness of direct-acting antiviral drug-based treatment of persons with hepatitis C virus infection, by age of starting treatment (years) and time horizon.
DAAs became cost-effective within 2 years of initiation of treatment irrespective of patient’s age; and DAAs became cost-saving for patients of age ≤50 around 10 years but never for patients at the age ≥60.
Fig 5Tornado diagram for one-way sensitivity analysis of incremental cost-effectiveness ratio using (A) $ per additional quality-adjusted life-year, and (B) $ per disability-adjusted life-year averted.
Horizontal bars show the variation in incremental cost-effectiveness ratio (ICER; in $/QALY gained or $/DALY averted) with variation in the value of the parameter. In the parameter names, the prefix ‘c’ represents cost of a health-state, ‘q’ the quality-of-life weight and ‘p’ the transition probability from one state to the other. Values of ICER below 0 indicate that the treatment is cost-saving. Abbreviations: QALY = quality-adjusted life-year, DALY = disability-adjusted life-year.
Sensitivity analyses of cost-effectiveness results by age at time of treatment, cost of anti-HCV drug therapy and annual discount rate.
| Cost ($) | QALYs | Incremental QALYs | ICER ($/QALY) | |||
|---|---|---|---|---|---|---|
| No treatment | DAA | No treatment | DAA | |||
| 20 | 2284 | 700 | 16.26 | 21.91 | 5.65 | Cost-saving |
| 25 | 2207 | 694 | 15.78 | 20.86 | 5.08 | Cost-saving |
| 30 | 2108 | 687 | 15.14 | 19.64 | 4.49 | Cost-saving |
| 35 (base case) | 1988 | 679 | 14.42 | 18.31 | 3.89 | Cost-saving |
| 40 | 1847 | 669 | 13.54 | 16.83 | 3.29 | Cost-saving |
| 45 | 1683 | 658 | 12.60 | 15.36 | 2.75 | Cost-saving |
| 50 | 1495 | 646 | 11.47 | 13.73 | 2.27 | Cost-saving |
| 55 | 1291 | 632 | 10.27 | 12.09 | 1.83 | Cost-saving |
| 60 | 1090 | 617 | 8.94 | 10.34 | 1.40 | Cost-saving |
| 65 | 893 | 599 | 7.61 | 8.64 | 1.03 | Cost-saving |
| 70 | 711 | 586 | 6.27 | 7.04 | 0.77 | Cost-saving |
| $100 (base case) | 1988 | 679 | 14.42 | 18.31 | 3.89 | Cost-saving |
| $300 | 1988 | 1325 | 14.42 | 18.31 | 3.89 | Cost-saving |
| $600 | 1988 | 2295 | 14.42 | 18.31 | 3.89 | 79 |
| $900 | 1988 | 3265 | 14.42 | 18.31 | 3.89 | 329 |
| Non-cirrhosis (F0–F3) | 3387 | 597 | 23.61 | 31.94 | 8.33 | Cost-saving |
| Cirrhosis (F4) | 4714 | 2052 | 14.66 | 25.04 | 10.38 | Cost-saving |
| All patients (F0–F4) | 3565 | 792 | 22.41 | 31.02 | 8.61 | Cost-saving |
| Non-cirrhosis (F0–F3) | 1275 | 537 | 11.86 | 14.20 | 2.34 | Cost-saving |
| Cirrhosis (F4) | 2572 | 1293 | 8.61 | 12.25 | 3.64 | Cost-saving |
| All patients (F0–F4) | 1449 | 639 | 11.42 | 13.94 | 2.52 | Cost-saving |
| 1.00 | 1988 | 679 | 14.42 | 18.31 | 3.89 | Cost-saving |
| 1.25 | 1868 | 663 | 14.31 | 18.29 | 3.99 | Cost-saving |
| 1.50 | 1778 | 652 | 14.22 | 18.28 | 4.07 | Cost-saving |
| 1.75 | 1713 | 644 | 14.15 | 18.28 | 4.12 | Cost-saving |
| 2.00 | 1657 | 638 | 14.09 | 18.27 | 4.17 | Cost-saving |
| 2.50 | 1577 | 627 | 14.01 | 18.26 | 4.25 | Cost-saving |
| 3.00 | 1519 | 620 | 13.95 | 18.25 | 4.30 | Cost-saving |