| Literature DB >> 34767564 |
Simone Rivolo1, Manuela Di Fusco2, Carlos Polanco3, Amiee Kang4, Devender Dhanda4, Mirko Savone2, Aristeidis Skandamis5, Thitima Kongnakorn5, Javier Soto6.
Abstract
BACKGROUND/Entities:
Mesh:
Substances:
Year: 2021 PMID: 34767564 PMCID: PMC8589164 DOI: 10.1371/journal.pone.0259251
Source DB: PubMed Journal: PLoS One ISSN: 1932-6203 Impact factor: 3.240
Model demographic and clinical inputs and data sources.
| OMB | CRMNB | MI | IS | ICH | REV | SE | ||
|---|---|---|---|---|---|---|---|---|
|
| ||||||||
| Age (years), mean (standard error): 69.9 (0.13) [ | ||||||||
| Gender, n (%): male (4,614 [71.0]) [ | ||||||||
|
| ||||||||
| Triple or dual, triple, and dual event rates per 100 patient years (standard error | ||||||||
| Triple or dual | Apixaban | 6.25 (0.02) | 18.25 (0.03) | 6.65 (0.02) | 1.18 (0.01) | 0.50 (0.005) | 5.63 (0.02) | 0.09 (0.00) |
| VKA | 9.23 (0.02) | 26.07 (0.03) | 7.44 (0.02) | 2.38 (0.01) | 1.30 (0.01) | 5.94 (0.02) | 0.10 (0.00) | |
| Triple | Apixaban | 8.98 (0.04) | 24.90 (0.07) | 6.29 (0.03) | 1.46 (0.02) | 0.72 (0.01) | 4.80 (0.03) | 0.09 (0.00) |
| VKA | 11.66 (0.05) | 36.40 (0.09) | 6.31 (0.03) | 2.21 (0.02) | 1.64 (0.02) | 5.38 (0.03) | 0.10 (0.00) | |
| Dual | Apixaban | 4.17 (0.03) | 12.30 (0.05) | 7.01 (0.04) | 0.91 (0.01) | 0.33 (0.01) | 6.46 (0.03) | 0.09 (0.00) |
| VKA | 8.06 (0.04) | 19.00 (0.06) | 8.57 (0.04) | 2.56 (0.02) | 1.14 (0.01) | 6.50 (0.03) | 0.10 (0.00) | |
| Monotherapy event rates per 100 patient years (standard error | ||||||||
| Apixaban | 2.12 (0.003) [ | 2.08 (0.001) [ | 0.95 (0.002) [ | 0.97 (0.001) [ | 0.27 (0.001) [ | 1.69 (0.003) [ | 0.09 (0.001) [ | |
| Warfarin | 2.32 (0.004) [ | 2.99 (0.001) [ | 1.00 (0.002) [ | 1.05 (0.001) [ | 0.73 (0.002) [ | 1.89 (0.003) [ | 0.10 (0.001) [ | |
| Event rates: apixaban vs no treatment, HR (95% CI) | ||||||||
| 1.24 (0.70–2.26) [ | 1.24 (0.70–2.26) | 0.44 (0.20–1.03) [ | 0.26 (0.18–0.37) [ | 1.90 (0.64–6.49) [ | 0.44 (0.20–1.03) | 0.26 (0.18–0.37) | ||
| Increased risk of event due to aging, per decade of life, HR (95% CI) [ | ||||||||
| 1.97 (1.79–2.16) | – | 1.30 (0.74–2.01) | 1.46 (0.80–2.16) | 1.97 (1.79–2.16) | – | – | ||
| Increased risk of subsequent events, HR (95% CI) [ | ||||||||
| Experiencing future ICH | 3.54 (3.02–4.17) | – | 1.00 | 1.64 (1.39–1.94) | 10.20 (8.59–12.20) | – | – | |
| Experiencing future OMB | 3.32 (3.06–3.60) | – | 1.00 | 1.39 (1.27–1.52) | 2.95 (2.57–3.39) | – | – | |
| Experiencing future MI | 1.00 | – | 1.00 | 1.00 | 1.00 | – | – | |
| Experiencing future IS | 1.32 (1.21–1.44) | – | 1.00 | 4.00 (3.78–4.22) | 1.78 (1.56–2.03) | – | – | |
| Probability (%) of discontinuation per event (standard error) [ | ||||||||
| 25.0 (2.50) | – | 0.0 (NA) | 0.0 (NA) | 55.8 (6.89) | – | – | ||
| Probability (%) of discontinuation unrelated to clinical events (per cycle) (standard error) [ | ||||||||
| Apixaban | 4.54 (0.45) | |||||||
| VKA | 4.80 (0.48) | |||||||
| Post-acute event mortality risk vs general population; Country, HRs (95% CI) | ||||||||
| – | – | UK, 1.45 | US, 2.60 | Finland, | – | – | ||
| Mortality risk for each long-term event–varied using beta distribution in PSA | ||||||||
| Age (years) | Treatment interval (days) | CFR (%) | – | |||||
| ICH [ | 65–75 | 30 | 18.10 | – | ||||
| 75–85 | 30 | 26.80 | – | |||||
| > 85 | 30 | 30.90 | – | |||||
| OMB [ | 70 | 90 | 2.00 | – | ||||
| MI [ | 60–70 | 30 | 7.10 | – | ||||
| 70–80 | 30 | 10.90 | – | |||||
| > 80 | 30 | 31.60 | – | |||||
| IS [ | 70 | 90 | 10.90 | – | ||||
Abbreviations: ACS = acute coronary syndrome; AF = atrial fibrillation; CI = confidence interval; CRNMB = clinically relevant non-major bleeding; CSR = clinical study report; HR = hazard ratio; ICH = intracranial hemorrhage; IS = ischemic stroke; ISTH = International Society on Thrombosis and Hemostasis; MI = myocardial infarction; NA = not applicable; NR = not reported; OMB = other major bleeds; PCI = percutaneous coronary intervention; PSA = probabilistic sensitivity analysis; REV = urgent revascularization; SE = systemic embolism; UK = United Kingdom; US = United States; VKA = vitamin K antagonist.
aStandard errors were based on event count and person years, as they were not available from the AUGUSTUS trial [20] or CSR.
bRates of OMB were calculated by subtracting the event rate of ICH bleeds from the event rate of the ISTH major bleeds.
cStandard error for SE was 0.001.
dICH and OMB rates for dual and the triple therapies have been derived from the CSR, using ISTH major bleeds specific to “triple or dual” therapy and assuming the same distribution between OMB and ICH as observed in the “triple or dual” analysis.
eStandard errors were based on event count and person years.
fHR per decade of life was applied to each model cycle by multiplying the event risk by the cycle-adjusted HR.
gAssumed same as OMB.
hAssumed same as MI.
iAssumed same as IS.
jBased on results from a published study (doi: 10.1161/JAHA.117.007267), a conservative HR of 1.00 was applied to future events of MI, following an IS, ICH, OMB, or MI.
kSince the modelled cohort consisted of patients with prior ACS/PCI, an HR (95% CI) of 1.16 (1.10–1.22) among patients with history of angina was assumed for the event-free health state.
lParticipants with a history of acute MI.
mGitsels et al. 2017 [35] reported HRs by age as follows: 1.5 at 70 years and 1.45 at 75+ years. The lowest HR was used for simplicity and conservatism.
nPatients with AF were followed up over 6 years and IS events occurring during this time were identified.
oAdult patients with first ever ICH.
Model cost inputs and data sources.
| Apixaban [ | VKA (acenocoumarol | Aspirin [ | Clopidogrel [ | Prasugrel | Ticagrelor [ | – | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Drug acquisition costs | ||||||||||||||
| Price per mg (€) | 0.19 | 0.03 | 0.00 | 0.01 | 0.07 | 0.02 | – | |||||||
| Daily dosage (mg) | 10 | 5 | 81 | 75 | 10 | 120 | – | |||||||
| Cost per 3 months (€) | 173.49 | 13.70 | 3.58 | 54.82 | 63.92 | 194.81 | – | |||||||
| P2Y12 distribution (%) | ||||||||||||||
| Apixaban | – | – | – | 93.4 | 1.2 | 5.4 | – | |||||||
| VKA | – | – | – | 91.8 | 1.1 | 7.1 | – | |||||||
| Event/maintenance costs–varied using gamma distribution in PSA | ||||||||||||||
| OMB | CRMNB | MI | IS | ICH | REV | SE | ||||||||
| Acute event costs (€), DRG details [ | ||||||||||||||
| 3,341.59 | 2,412.85 | 4,153.47, DRG code 190 | 5,094.95, DRG code 045 | 5,987.77, DRG code 044 | 15,599.15, DRG code 166 | 3,875.89, DRG code 046 | ||||||||
| Monthly maintenance costs (€) [ | ||||||||||||||
| 0.00 | – | 168.12 | 1,494.37 | 1,494.37 | – | – | ||||||||
| Societal event costs; acute phase costs, maintenance phase costs (monthly) | ||||||||||||||
| 0, 0 | 0, NA | 0, 0 | 516.37, | 516.37, | 0, NA | 0, NA | ||||||||
| Utilities–varied using beta distribution in PSA | ||||||||||||||
| For short- and long-term events | ||||||||||||||
| Event | Control | Event | Control | Event | Control | Event | Control | Event | Control | Event | Control | Event | Control | |
| Mean utility (standard error) | 0.808 (0.014) [ | 0.837 (0.001) [ | 0.826 (0.007) [ | 0.836 (0.002) [ | 0.690 (0.011) [ | 0.805 (0.081) | 0.640 (0.016) [ | 0.830 (0.012) [ | 0.560 (0.077) [ | 0.830 (0.012) [ | 0.780 (0.016) [ | 0.800 (0.012) [ | 0.730 (0.014) [ | 0.830 (0.012) [ |
| Event: control ratio | 0.965 [ | 0.988 [ | 0.857 [ | 0.771 [ | 0.675 [ | 0.975 [ | 0.879 [ | |||||||
| Post-acute period | ||||||||||||||
| Mean utility (standard error) | 0.829 (0.083) [ | 0.837 (0.001) [ | – | – | 0.702 (0.006) [ | 0.799 (0.080) | 0.685 (0.008) [ | 0.830 (0.012) [ | 0.705 (0.044) [ | 0.830 (0.012) [ | – | – | – | – |
| Event: control ratio | 0.990 [ | – | 0.878 [ | 0.825 [ | 0.849 [ | – | – | |||||||
Abbreviations: CRNMB = clinically relevant non-major bleeding; CVD = cardiovascular disease; DRG = diagnosis-related group; EMA = European Medicines Agency; EQ-5D = European quality of life 5-dimensions; ICH = intracranial hemorrhage; IS = ischemic stroke; ISTH = International Society on Thrombosis and Hemostasis; MI = myocardial infarction; NA = not applicable; OMB = other major bleeds; PSA = probabilistic sensitivity analysis; REV = urgent revascularization; SE = systemic embolism; UK = United Kingdom; VKA = vitamin K antagonist.
aTreatment dosages were derived from the AUGUSTUS trial [20] and EMA labels (Clopidogrel: https://www.ema.europa.eu/en/documents/product-information/plavix-epar-product-information_en.pdf; Prasugrel: https://www.ema.europa.eu/en/documents/product-information/efient-epar-product-information_en.pdf; Ticagrelor: https://www.ema.europa.eu/en/documents/product-information/brilique-epar-product-information_en.pdf).
bAn average daily dose of 5 mg was assumed (same as in Dorian et al. 2014 [31]).
cDistribution of P2Y12 (used in triple or dual treatment regimen) was derived from the AUGUSTUS trial [20]. The same distribution was assumed for the triple and the dual treatment regimen as well.
dWeighted average of gastrointestinal and other ISTH major bleeding costs were calculated by number of episodes from DRG codes: 082, 351, 254, 346, 351, 207, and 253.
eWeighted average of severity level 1 CRNMB costs were calculated by number of episodes from DRG codes: 468, 115, 253, 144, 661, 663, 143, and 532.
fAssumed that no maintenance costs were incurred.
gSourced from Baron Esquivias et al. 2015 [25], that sourced the costs from Beguiristain et al. 2005 (https://www.neurologia.com/articulo/2004436/eng). It was unclear in which of the two studies the assumption of equal costs for ICH and IS were made.
hEvent to control ratio was used to scale the baseline cohort utility for the proportion of patients experiencing the event.
iEstimated based on UK no CVD equation (EQ-5D = 0.9454933 + 0.0256466*male– 0.0002213 × age– 0.0000294 × age^2) by Ara and Brazier 2010 [46], since the values were not available from Pockett et al. 2018 [43].
jNote that acenocoumarol efficacy was assumed equivalent to the efficacy of warfarin. Acenocoumarol was considered as the only VKA used in the base case analysis given it is the most common VKA utilized in Spain.
Base case analysis results.
| Apixaban | VKA | Net difference (apixaban vs VKA) | |
|---|---|---|---|
|
| |||
| Bleeding events incurred | 102.7 | 116.6 | −13.9 |
| ICH | 4.5 | 7.7 | −3.3 |
| OMB | 66.2 | 69.9 | −3.6 |
| CRNMB | 32.0 | 39.0 | −6.9 |
| Ischemic events incurred | 135.2 | 137.0 | −1.8 |
| MI | 30.0 | 30.4 | −0.4 |
| IS | 61.3 | 61.9 | −0.5 |
| REV | 40.7 | 41.5 | −0.8 |
| SE | 3.2 | 3.2 | −0.0 |
|
| |||
| Treatment costs | 2,763 | 346 | 2,417 |
| Monitoring costs | 0 | 419 | −419 |
| Direct costs | |||
| Clinical event costs | 43,306 | 46,187 | −2,881 |
| Acute costs | 10,884 | 11,514 | −630 |
| Post-acute costs | 32,422 | 34,673 | −2,251 |
| Total costs–payer’s perspective | 46,069 | 46,953 | −883 |
| Indirect costs | |||
| Clinical event costs | 22,711 | 25,450 | −2,740 |
| Acute costs | 250 | 269 | −19 |
| Post-acute costs | 22,460 | 25,182 | −2,722 |
| Total costs–societal perspective | 68,780 | 72,403 | −3,623 |
|
| |||
| Total LYs | 9.88 | 9.75 | 0.13 |
| Total QALYs | 6.64 | 6.53 | 0.11 |
| Time-on-treatment (years) | 3.78 | 3.54 | 0.23 |
| Time-off-treatment (years) | 6.10 | 6.20 | −0.10 |
Abbreviations: CRNMB = clinically relevant non-major bleeding; ICH = intracranial hemorrhage; IS = ischemic stroke; LYs = life years; MI = myocardial infarction; OMB = other major bleeds; QALYs = quality-adjusted life years; REV = urgent revascularization; SE = systemic embolism; VKA = vitamin K antagonist.
aValues for some of the events are slightly different due to rounding off.
bSE count difference was 0.05 in favor of apixaban (3.18 vs 3.23).
Fig 1Results of extensive sensitivity analysis: INMB-DSA (A), incremental total QALYs-DSA (B), incremental total costs-DSA (C), and incremental costs and incremental QALYs-PSA (on cost-effectiveness plane) (D).
Abbreviations: CFR = case fatality rate; DSA = deterministic sensitivity analysis; HR = hazard ratio; ICH = intracranial hemorrhage; INMB = incremental net monetary benefit; IS = ischemic stroke; LI = lower input value; MI = myocardial infarction; N/E = north-east; N/W = north-west; OMB = other major bleeds; PSA = probabilistic sensitivity analysis; QALYs = quality-adjusted life years; REV = urgent revascularization; S/E = south-east; UI = upper input value; VKA = vitamin K antagonist.