| Literature DB >> 35840168 |
Silke Fernandes1, Marcia Pinto2, Letícia Barros2, Maria Elisabeth Lopes Moreira2, Thália Velho Barreto de Araújo3, Tereza Maciel Lyra4, Sandra Valongueiro3, Mireia Jofre-Bonet5, Hannah Kuper6.
Abstract
BACKGROUND: The aim of this paper is to estimate the economic burden of children with congenital Zika Syndrome (CZS) in Brazil over 5-10 years.Entities:
Keywords: child health; epidemiology; health economics; health services research; public health
Mesh:
Year: 2022 PMID: 35840168 PMCID: PMC9295665 DOI: 10.1136/bmjgh-2022-008784
Source DB: PubMed Journal: BMJ Glob Health ISSN: 2059-7908
Definition of cases and controls used in study and by Ministry of Health in Brazil
| CZS/microcephaly cases | Controls/not microcephaly cases | Other disabilities included in controls | |
| Ministry of Health, Brazil | In the beginning of the microcephaly epidemic, the Brazilian Ministry of Health defined a more sensitive parameter (HC ≤33 cm, for both sex), but it changed in December 2015 (HC ≤32 cm), to reduce the number of false positive cases. In March of 2016, under WHO recommendation, it was modified to 31.5 cm for girls and 31.9 cm for boys, for full-term newborn. From August 2021, the Intergrowth standard was adopted, being even more specific, as the HC 30.24 cm for girls and 30.54 cm for boys, for those born at 37 weeks or more. Term newborns: <−2 SD (WHO Standards) Preterm newborns: <−2 SD of Intergrowth | See changing case definition over time | n/a |
| Case–control study in Pernambuco | Severe CZS included children with head circumference at least | Above −2 SD HC than the mean for sex and gestational age on the Fenton growth chart for children from the case–control study and compared with the Intergrowth standard in the cohort study | Excluded based on Denver II Developmental Screening Test conducted with caregivers of controls |
| Cohort study in Rio de Janeiro | Born to mothers that were ZIKV positive during pregnancy with microcephaly or significant developmental delays. Microcephaly was assessed as above, defining an HC of −3 SD as severe and of −2 SD as moderate (using Intergrowth standard) and other children were assessed using the Bayley Scale of Infant Development | A head circumference of above -2SD on the Intergrowth standard and a Bayley score of ≥85 between 6 months and 36 months of age | Included |
CZS, congenital Zika Syndrome; HC, head circumference; SD, Standard Deviation; ZIKV, Zika virus.
Other parameters used in model
| Estimate | Distribution | Reference/source | |
|
| |||
| Parameters to estimate cost of wheelchair to both household and provider | |||
| % of children needing a wheelchair: severe CZS | 81.9% | Point estimate | Expert opinion |
| % of children needing a wheelchair: moderate CZS | 5.0% | Point estimate | Expert opinion |
| % of children needing a wheelchair: no CZS | 0.1% | Point estimate | Expert opinion |
| Wheelchair cost to the health provider (R$962.5) US$, 2017 | 301.4 | Point estimate |
|
| Wheelchair cost (incl. adaptation) to the household (R$4000) US$, 2017 | 1252.7 | Point estimate | Expert opinion |
| Replacement wheelchair at age (years) | 3,4,5,6,7 and 10 | Point estimate | Expert opinion |
|
| |||
| Special creche from age 3 years for CZS (federal payment per pupil R$4420.7) US$, 2017 | 1384.5 | Gamma* |
|
| Primary education from age 4 (federal payment per pupil: R$4080.7) US$, 2017 | 1278.0 | Gamma* |
|
| Ratio cost special needs education/cost primary education | 1.2 | Lognormal | Expert opinion |
| Disability benefit per year (monthly min. wage: R$937) US$, 2017 | 3521.5 | Point estimate |
|
| Parameters to model costs and outcomes | |||
| General | |||
| Discount rate costs | 5% | Point estimate |
|
| Discount rate outcomes | 5% | Point estimate |
|
| Model length (years) | 5 and 10 | Assumption | |
| Exchange rate Brazilian Real to US$, 2017 | 0.31 | Point estimate |
|
| Average annual inflation rate Brazil 2008–2017 (mean, SE) | 6.1%, 1.9% | Beta |
|
| Modelling clinical burden | |||
| Mortality severe CZS year 1 (%, alpha, beta) | 4.9%, 6, 116 | Beta | Estimated from Rio de Janeiro Cohort |
| Mortality severe CZS year 2 (%, alpha, beta) | 2.6%, 3, 113 | Beta | Estimated from Rio de Janeiro Cohort |
| Mortality severe CZS year 3 (%, alpha, beta) | 0.9%, 1, 112 | Beta | Estimated from Rio de Janeiro Cohort |
| Mortality severe CZS year 4 (%, alpha, beta) | 0.9%, 1, 111 | Beta | Assumed to be the same as year 3 |
| Mortality severe CZS year 5 (%, alpha, beta) | 0.9%, 1, 110 | Beta | Assumed to be the same as year 3 |
| Mortality severe CZS year 6–10 per year (%) | 0.3% | Beta | Assumed to be 1/3 of mortality in years 3–5 |
| Mortality Brazil (moderate CZS and controls) year 1 (%, alpha, beta) | 1.30%, 13.0, 987.0 | Beta |
|
| Mortality Brazil (moderate CZS and controls) year 2 (%, alpha, beta) | 0.10%, 1.0, 999.0 | Beta | Estimate based on infant and <5-year mortality |
| Mortality Brazil (moderate CZS and controls) year 3 (%, alpha, beta) | 0.03%, 0.3, 999.7 | Beta | Estimate based on infant and <5-year mortality |
| Mortality Brazil (moderate CZS and controls) year 4 (%, alpha, beta) | 0.03%, 0.3, 999.7 | Beta | Estimate based on infant and <5-year mortality |
| Mortality Brazil (moderate CZS and controls) year 5 (%, alpha, beta) | 0.03%, 0.3, 999.7 | Beta | Estimate based on infant and <5-year mortality |
| Mortality Brazil (moderate CZS and controls) year 6–10 per year (%, alpha, beta) | 0.01% | Beta | Assumed to be 1/3 of mortality in years 3–5 |
| Cases of CZS Brazil confirmed | 3474 | Point Estimate |
|
| Cases of CZS Brazil under investigation | 2659 | point estimate |
|
| Cases of CZS Brazil probable | 743 | Point estimate |
|
| Cases of CZS Brazil deceased (fetal death, stillbirth, infant death and child death) | 505 | Point estimate |
|
| Disability weight severe cerebral palsy for severe CZS | 0.82 | Lognormal * |
|
| Disability weight mild/moderate cerebral palsy for mild/moderate CZS | 0.36 | Lognormal * |
|
| Length disability=time horizon of model (years) | 5 and 10 | Point estimate | Decided by study team |
Table 2 shows parameters used in the economic burden model, that were not estimated in the costing analysis. This includes parameters to model the cost of a wheelchair as well as other costs to the government, general model parameters such as discount rate and also parameters to model the epidemiological burden of CZS.
*Standard error assumed to be 10% of mean.
CZS, congenital Zika Syndrome.
Input estimates—cost estimates measured in study
| Severe CZS | Moderate CZS | No CZS | |
|
| |||
| Cost of specialist/non-specialist visits to the health provider | Mean/SE | Mean/SE | Mean/SE |
| Year 1 US$, 2017 (mean, SE) | 258.4, 19.7 | 151.3, 19.0 | 128.3, 8.0 |
| Year 2 US$, 2017 (mean, SE) | 275.4, 16.0 | 135.7, 18.5 | 78.9, 6.8 |
| Year 3 US$, 2017 (mean, SE) | 326.1, 122.2 | 126.6, 85.4 | 14.0, 5.1 |
| Cost of hospitalisation to the health provider | |||
| Year 1 US$, 2017 (mean, SE) | 1098.6, 250.1 | 494.9, 360.9 | 189.1, 67.7 |
| Year 2 US$, 2017 (mean, SE) | 3.3, 1.1 | 0.0, 0.0 | 48.6, 35.5 |
| Year 3 US$, 2017 (mean, SE) | 1282.7, 816.6 | 346.9, 245.1 | 351.0, 217.9 |
| Cost of other services to the health provider (eg, orthotics and prosthetics) | |||
| Year 1 US$, 2017 (mean, SE) | 272.9, 67.7 | 0.0, 0.0 | 0.0, 0.0 |
| Year 2 US$, 2017 (mean, SE) | 256.0, 70.8 | 0.0, 0.0 | 0.0, 0.0 |
| Year 3 US$, 2017 (mean, SE) | 2798.7, 135.9 | 124.6, 12.5 | 0.0, 0.0 |
| Cost of diagnostic tests, physical examinations and drugs to the health provider | |||
| Year 1 US$, 2017 (mean, SE) | 638.7, 54.4 | 277.7, 51.1 | 304.5, 25.6 |
| Year 2 US$, 2017 (mean, SE) | 342.8, 42.5 | 325.6, 55.3 | 194.2, 21.4 |
| Year 3 US$, 2017 (mean, SE) | 181.1, 88.4 | 4.2, 4.2 | 50.5, 32.0 |
|
| |||
| Irregular costs to the household | |||
| Cost of moving house/relocation due to disability of child | |||
| Year 1 (age 0–1 years) US$, 2017 (mean, SE) | 10.1, 5.7 | 4.7, 4.7 | 0.0, 0.0 |
| Year 2 (age 1–2 years) US$, 2017 (mean, SE) | 2.3, 4.8 | 22.2, 20.3 | 0.0, 0.0 |
| Cost of altering house due to disability of child | |||
| Year 1 (age 0–1 years) US$, 2017 (mean, SE) | 37.8, 17.7 | 0.0, 0.0 | 0.0, 0.0 |
| Year 2 (age 1–2 years) US$, 2017 (mean, SE) | 69.1, 15.5 | 35.4, 24.9 | 0.0, 0.0 |
| Cost of coping§ with change due to disability of child | |||
| Year 1 (age 0–1 years) US$, 2017 (mean, SE) | 261.4, 138.7 | 117.6, 92.3 | 0.0, 0.0 |
| Year 2 (age 1–2 years) US$, 2017 (mean, SE) | 179.1, 51.0 | 119.8, 72.5 | 0.0, 0.0 |
| Cost of special food for child (mostly special formula milk) | |||
| Year 1 (age 0–1 years) US$, 2017 (mean, SE) | 475.6, 79.0 | 124.1, 95.5 | 0.0, 0.0 |
| Year 2 (age 1–2 years) US$, 2017 (mean, SE) | 563.6, 67.7 | 261.1, 105.4 | 0.0, 0.0 |
| Regular costs to the household (to be modelled beyond 2 years) | |||
| Cost of visits (includes transport, fuel, etc) | |||
| Year 1 (age 0–1 years) US$, 2017 (mean, SE) | 1087.7, 207.0 | 1202.8, 349.0 | 186.2, 40.3 |
| Year 2 (age 1–2 years) US$, 2017 (mean, SE) | 787.9, 157.0 | 384.5, 175.4 | 193.2, 33.8 |
| Cost of hospitalisation | |||
| Year 1 (age 0–1 years) US$, 2017 (mean, SE) | 85.7, 29.3 | 31.3, 31.3 | 241.5, 229.3 |
| Year 2 (age 1–2 years) US$, 2017 (mean, SE) | 148.0, 68.9 | 29.6, 16.8 | 10.1, 4.6 |
| Cost of healthcare plan (average of both years to be modelled) | |||
| Year 1 (age 0–1 years) US$, 2017 (mean, SE) | 218.3, 53.5 | 94.0, 94.0 | 80.3, 29.2 |
| Year 2 (age 1–2 years) US$, 2017 (mean, SE) | 172.4, 33.4 | 364.0, 112.7 | 155.1, 28.3 |
| Cost of drugs and vitamins (mostly epilepsy drugs) | |||
| Year 1 (age 0–1 years) US$, 2017 (mean, SE) | 374.7, 73.7 | 205.0, 86.3 | 0.0, 0.0 |
| Year 2 (age 1–2 years) US$, 2017 (mean, SE) | 595.2, 77.6 | 208.4, 58.5 | 0.0, 0.0 |
| Cost of visual aids for child (modelled for years 1–5, year 7 and year 9) | |||
| Year 1 (age 0–1 years) US$, 2017 (mean, SE) | 55.5, 10.9 | 0.0, 0.0 | 0.0, 0.0 |
| Year 2 (age 1–2 years) US$, 2017 (mean, SE) | 76.9, 12.5 | 9.1, 6.4 | 0.0, 0.0 |
| Cost of tests | |||
| Year 1 (age 0–1 years) US$, 2017 (mean, SE) | 13.7, 6.7 | 0.0, 0.0 | 0.0, 0.0 |
| Year 2 (age 1–2 years) US$, 2017 (mean, SE) | 12.2, 4.6 | 0.0, 0.0 | 0.0, 0.0 |
| Other direct costs to the household | |||
| Year 1 (age 0–1 years) US$, 2017 (mean, SE) | 36.5, 18.8 | 0.0, 0.0 | 0.0, 0.0 |
| Year 2 (age 1–2 years) US$, 2017 (mean, SE) | 73.0, 21.0 | 0.0, 0.0 | 0.0, 0.0 |
| Indirect cost of lost household income due to visits, appointments | |||
| Year 1 (age 0–1 years) US$, 2017 (mean, SE) | 722.2, 263.9 | 766.5, 513.8 | 222.2, 62.5 |
| Year 2 (age 1–2 years) US$, 2017 (mean, SE) | 132.5, 60.6 | 239.5, 129.3 | 163.9, 43.2 |
Table 3 shows cost parameters to the health provider and household estimated in the costing analysis. Costs are shown for each cost category (eg, cost of hospitalisation) by year (year 1–3 for health provider costs and year 1–2 for household costs) and group (severe CZS, moderate CZS and no CZS). The first value represents the mean and the second represents the SE.
*Distribution used in the model for all provider and household costs was the gamma distribution.
†Source for all provider costs was healthcare utilisation data: Rio de Janeiro.27
‡Source for all household costs were the cross-sectional surveys conducted in Rio de Janeiro and Recife.
§The cost of coping includes selling of assets and borrowing money to cope with the additional costs incurred because of having child with CZS.
CZS, congenital Zika Syndrome; SE, Standard error.
Costs (US$, 2017) per child modelled to 5 years and 10 years of age (base case)
| Severe CZS | Moderate CZS | No CZS | |
| Costs per child to the health provider/government | Cost per child (US$, 2017) | Cost per child (US$, 2017) | Cost per child (US$, 2017) |
| Cost of specialist/non-specialist visits to the health provider | |||
| Modelled to 5 years of age | 1421.59 | 685.21 | 324.07 |
| Modelled to 10 years of age | 2859.77 | 1376.96 | 480.98 |
| Cost of hospitalisation to the health provider | |||
| Modelled to 5 years of age | 3260.21 | 1156.03 | 801.57 |
| Modelled to 10 years of age | 4132.43 | 1463.95 | 1032.43 |
| Cost of other services to the health provider (eg, orthotics and prosthetics) | |||
| Modelled to 5 years of age | 4501.51 | 167.66 | 0.00 |
| Modelled to 10 years of age | 5718.67 | 213.25 | 0.00 |
| Cost of diagnostic tests, physical examinations and drugs to the health provider | |||
| Modelled to 5 years of age | 1504.64 | 999.51 | 646.06 |
| Modelled to 10 years of age | 2327.93 | 1920.17 | 911.44 |
| Cost of wheelchair to the health provider | |||
| Modelled to 5 years of age | 672.43 | 41.04 | 0.82 |
| Modelled to 10 years of age | 1236.17 | 75.46 | 1.51 |
| Cost of education to the government | |||
| Modelled to 5 years of age | 2580.58 | 2580.58 | 1103.99 |
| Modelled to 10 years of age | 8316.22 | 8316.22 | 5883.69 |
| Cost of disability allowance to the government | |||
| Modelled to 5 years of age | 13 762.09 | n/a | n/a |
| Modelled to 10 years of age | 24 659.20 | n/a | n/a |
|
| |||
| Total cost per child to the health provider | |||
| Modelled to 5 years of age | 11 360.38 | 3049.45 | 1772.52 |
| Modelled to 10 years of age | 16 274.97 | 5049.78 | 2426.36 |
| Total cost per child to the government (incl. disability allowance if applicable and education) | |||
| Modelled to 5 years of age | 27 703.05 | 5630.03 | 2876.51 |
| Modelled to 10 years of age | 49 250.39 | 13 366.00 | 8310.05 |
|
| |||
| Out of pocket costs of visits (and other) | |||
| Modelled to 5 years of age | 4929.32 | 3941.46 | 826.62 |
| Modelled to 10 years of age | 9909.54 | 7923.64 | 1230.41 |
| Out of pocket costs of hospitalisation | |||
| Modelled to 5 years of age | 482.71 | 125.82 | 518.65 |
| Modelled to 10 years of age | 610.94 | 159.24 | 666.66 |
| Out of pocket costs of drugs/vitamins | |||
| Modelled to 5 years of age | 2370.77 | 1010.46 | 0.00 |
| Modelled to 10 years of age | 4575.33 | 1950.08 | 0.00 |
| Out of pocket costs of tests | |||
| Modelled to 5 years of age | 63.31 | 0.00 | 0.00 |
| Modelled to 10 years of age | 122.19 | 0.00 | 0.00 |
| Out of pocket cost of healthcare plan | |||
| Modelled to 5 years of age | 922.76 | 1081.82 | 555.82 |
| Modelled to 10 years of age | 1653.42 | 1938.43 | 995.92 |
| Out of pocket cost of moving and altering house as well as cost of coping | |||
| Modelled to 5 years of age | 559.73 | 299.73 | 0.00 |
| Modelled to 10 years of age | 559.73 | 299.73 | 0.00 |
| Out of pocket cost of wheelchair (adaptation) and visual aids | |||
| Modelled to 5 years of age | 3107.27 | 192.07 | 3.41 |
| Modelled to 10 years of age | 5549.02 | 341.87 | 6.27 |
| Out of pocket cost of special food | |||
| Modelled to 5 years of age | 1039.17 | 385.28 | 0.00 |
| Modelled to 10 years of age | 1039.17 | 385.28 | 0.00 |
| Cost of income forgone | |||
| Modelled to 5 years of age | 1247.89 | 1716.57 | 772.61 |
| Modelled to 10 years of age | 1912.88 | 2918.48 | 1121.56 |
|
| |||
| Total cost per child to the household | |||
| Modelled to 5 years of age | 14 722.92 | 8753.21 | 2677.11 |
| Modelled to 10 years of age | 25 932.23 | 15 916.74 | 4020.83 |
| Total net cost per child to the household (disability benefit deducted) | |||
| Modelled to 5 years of age | 960.83 | 8753.21 | 2677.11 |
| Modelled to 10 years of age | 1273.03 | 15 916.74 | 4020.83 |
| Total cost per child to the household excluding income forgone | |||
| Modelled to 5 years of age | 13 475.04 | 7036.64 | 1904.50 |
| Modelled to 10 years of age | 24 019.35 | 12 998.27 | 2899.27 |
|
| |||
| Total net cost per child to society | |||
| Modelled to 5 years of age | 28 663.88 | 14 383.24 | 5553.62 |
| Modelled to 10 years of age | 50 523.42 | 29 282.75 | 12 330.88 |
The costs per child (US$, 2017) for severe CZS, moderate CZS and no CZS by time horizon (to 5 years and 10 years of age) are shown in this table using the results from the base case analysis. Detailed cost per child by cost category as well as total cost by perspective (health provider, government, household and societal) are shown. The net cost to the household means that the disability benefit provided by the government to families of children with severe CZS was deducted from the household cost. This net cost to the household was used when estimating the societal cost to avoid double counting. It only applies to children with severe CZS; for moderate CZS and no CZS children the net cost to the household is the same as the cost to the household, as they do not receive a disability benefit. The same results from the probabilistic sensitivity analysis can be found in the online supplemental appendix table S2.
CZS, congenital Zika Syndrome.
Figure 1Incremental cost per child comparing severe and moderate CZS versus no CZS. The incremental costs per child (US$, 2017) comparing severe CZS (A) and moderate CZS (B) with no CZS modelled to 5 years and 10 years of age for each perspective. The results shown here are from the probabilistic sensitivity analysis using 10 000 iterations with the bar representing the mean and the interval lines representing the 95% CI based on percentiles. Incremental costs by perspective (health provider, government, household and societal) are shown. The net household cost means that the disability benefit provided by the government to families of children with severe CZS was deducted from the household cost. This net cost to the household was used when estimating the societal cost to avoid double counting. It only applies to children with severe CZS, since for moderate CZS and no CZS children the net cost to the household is the same as the cost to the household, as they do not receive a disability benefit. CZS, congenital Zika Syndrome.
Figure 2Incremental cost burden for Brazil comparing severe CZS and moderate CZS versus no CZS. Figure 2 shows the incremental economic burden of the whole of Brazil (US$, 2017) comparing severe CZS (A) and moderate (B) CZS vesus no CZS by time horizon (to 5 years and 10 years of age) and perspective (health provider, government, household and society). The results shown here are from the probabilistic sensitivity analysis using 10 000 iterations with the bar representing the mean and the interval lines representing the 95% CI based on percentiles. The incremental net burden to the household means that the disability benefit provided by the government to families of children with severe CZS was deducted from the household cost when calculating their economic burden. This incremental net burden to the household was used when estimating the societal burden to avoid double counting. It only applies to severe CZS, since for moderate CZS and no CZS the net burden to the household is the same as the cost to the household, as they do not receive a disability benefit. The number of confirmed cases of severe CZS was N=3474 and the number of moderate CZS was assumed to be 5× this number. CZS, congenital Zika Syndrome.