A decision tree analytic model was developed based on survival estimates from the ACTA trial, a randomised controlled trial of flucytosine as induction therapy in HIV-infected adults with cryptococcal meningitis. The details of this study are available elsewhere (9). Briefly, the study randomised HIV-infected adults with cryptococcal meningitis to one of five arms. The first was an entirely oral regimen of fluconazole 1,200 mg daily with flucytosine 100 mg per kilogram daily for 2 weeks. This was compared to two regimens of one week of amphotericin B with two weeks of either flucytosine or fluconazole and two further regimens of 2 weeks of amphotericin B with two weeks of either flucytosine or fluconazole. After completing induction treatment, all the patients received fluconazole consolidation therapy (800 mg daily until initiation of antiretroviral therapy, then 400 mg daily until 10 weeks and 200 mg daily thereafter). Mortality rates were compared at 2, 4, and 10 weeks.
A simple decision tree model was built in Microsoft Excel (2016), using survival probabilities from the ACTA trial at time points of 2 and 10 weeks and then 26 and 52 weeks from the ACTA trial conducted in Malawi (14) a with 2 health states; alive and dead. A schematic of the decision tree is presented in Figure 1. For the first year the model used 1 week cycles to determine the probability of a patient being in either state as well as attribute costs and utilities. The total costs, life years (LYs) and quality adjusted life years (QALYs) for each treatment arm was calculated These were used to arrive at an incremental cost-effectiveness ratio (ICER) of cost/LYG (Life Years Gained) or cost/QALY (Quality Adjusted Life Years). In order to assess the impact of uncertainty in the parameters used in the model, a deterministic univariate sensitivity analysis was conducted on key input parameters. Although it would have been preferable to conduct a probabilistic sensitivity analysis, the structure of the excel model did not allow for this.
Population and setting
The population of interest in this analysis were HIV-infected adults presenting with cryptococcal meningitis to a public health facility in South Africa. In general, these patients are treated at either a secondary (district or regional hospital) or tertiary and quaternary (specialist or teaching hospital) facility. Patients are usually treated in a general ward rather than an ICU or high-care setting.
Study perspective
The study perspective was that of a provider, in this instance the South African Government, and therefore costs and outcomes were considered from the viewpoint of the public healthcare system.
Interventions
The decision analytic model considered five treatment arms: (a) standard of care; 2-week course of amphotericin B/fluconazole (2wk AmBd/Flu), (b) 2-week course of amphotericin B/flucytosine (2wk AmBd/5FC), (c) short course; 1-week course amphotericin B/flucytosine (1wk AmBd/5FC) (d) oral course; 2-week oral fluconazole/flucytosine (oral) and e) 1-week course of amphotericin B/fluconazole (1wk AmBd/Flu).
Time horizon
The time horizon of 25 years for this model was based on the average life expectancy of an HIV-infected patient at 35 years of age who is receiving ART from estimates from a recent South African collaborative study with a weighted average of CD4 counts and ratio of male: female demographics (12). A sensitivity analysis was conducted to determine the impact of varying the time horizon.
Discount rate
A discount rate of 5%, based on the South African Pharmacoeconomic Guidelines (13) was used for the outcomes and costs.
Clinical and health outcomes
The model uses mortality rates from the full ACTA trial at at 2 and 10 weeks (8) and 6 and 12 month mortality rates from the Malawian long-term outcome ACTA study (14). An average annual mortality rate for both men and women aged 35-39 years living with HIV in South Africa was determined from the Institute for Health Metrics and Evaluation (IHME) data tool based on the Global, regional, and national age-sex specific mortality tables for HIV/AIDS (1980-2017) of the Global Burden of Disease study (http://ghdx.healthdata.org/gbd-results-tool) (15)
Utilities were obtained from the Merry et al cost-effectiveness study, whereby a utility of 0.5 was allocated to patients ill with CM during induction therapy (week 1-2), 0.8 to patients in the maintenance phase of CM (week 3-52) and 0.95 to patients well with HIV (year 2 onwards) (16). A sensitivity analysis on these was conducted.
Resource use and costs
All costs were determined for 2018. If necessary, prices or tariffs from previous years were adjusted by the average annual Consumer Price Index to bring them up to 2018 prices. All costs are presented in US dollars (USD) based on an average South African Rand to US dollar exchange rate for 2018 (Average R13.25) (Table 1) (17).
Medicine prices were sourced from the public sector Master Procurement Catalogue for September 2018 (18). The price of flucytosine was obtained from a quote for named-patient use in Western Cape, South Africa (National Department of Health communication on file, T Leong 2019). Pre-emptive hydration and electrolyte supplementation were included as recommended in the WHO guidelines (5) and as per the ACTA trial (9). Laboratory costs were obtained from the NHLS State Price List 2017 (19) and lumbar puncture costs were determined either as a diagnostic cost (including rapid antigen assay and culture) or a therapeutic cost (to relieve raised intracranial pressure). The utilisation of laboratory tests was based on the WHO guidelines of twice weekly monitoring of potassium, magnesium and creatinine, weekly haemoglobin monitoring and full blood count for flucytosine monitoring (twice weekly for duration of treatment).
Base-line hospital costs were determined for a Level 2 facility with an in-patient stay of 17 days as per the ACTA trial (20). This took into consideration additional length of stay in a proportion of patients due to adverse drug reactions (ADRs) or failure to respond to treatment. ADR costs incorporated the costs of managing anaemia and neutropenia. Treatment of anaemia included the cost of whole blood, administration sets and a delivery fee (21). The utilisation rate of antibiotics to treat neutropenia was taken from the Chen et al study although only antibiotics that are available in South Africa on the EML were included (22).
Annual ART treatment costs for 2018 were obtained from a recent systematic review of per patient costs for HIV care in South Africa (23). As the model was not designed as a disease transmission model and therefore could not determine the progression of patients from first to second line treatment, it was assumed that all patients stayed on first line ART throughout the duration of the model.
Cost Impact Analysis
The cost impact analysis was based on 7,497,774 HIV-infected patients in 2018 (24) with a CM prevalence of 93/100,000 population based on confirmed cases of CM from the GERMS 2017 report (2). Past trends seem to suggest that cases of CM may be decreasing year on year. It was assumed that not every patient would access flucytosine in 2018 and therefore an uptake of 60% was selected for the base case with the balance of patients remaining on standard of care. The results of the analysis were based total costs per patient in the first year taking into consideration the probability of patients dying, and thus not requiring further treatment.
Assumptions
For managing relapses or recurrences, the WHO Guidelines recommend restarting the induction phase as per the initial recommendations. This model did not specifically include relapses or recurrences; however, these were included in the total count of cases of CM per year and assumed to have similar costs to first infections. Although paradoxical cryptococcal immune reconstitution inflammatory syndrome does occur with an estimated frequency of 10-50% (25) in patients initiating ART in all the treatment regimens and this condition is associated with a high mortality, it is assumed that this is already included in the overall mortality rate attributed to CM as per the outcomes based on the clinical trial data.
It was assumed that patients had one diagnostic LP and one therapeutic LP regardless of which regimen they were treated with. In the ACTA trial patients received on average 3 LPs, at baseline and on days 7 and 14, however this was conducted under clinical trial conditions and the WHO guidelines do not recommend routine follow up LPs in resource limited countries (4) A sensitivity analysis was conducted to assess the impact of increasing the number of LPs.
Generally, there is no vial sharing for Amphotericin B for patients, so it was assumed that 2 vials per dose were used. This was based on expert opinion of an estimated patient weight of 60kg at a dose of 1mg/kg/day (personal communication, Adult Hospital Level Essential Medicines List Committee meeting May 2019). Although the average weight of a patient is usually assumed to be 70kg, in the ACTA trial the average weight range was 50-53kg across treatment cohorts. Differences in weight and the opportunity for vial sharing were tested in the sensitivity analysis.
For the base-case it was assumed that all patients stayed in hospital for an average length of stay of 17 days (range 12.27-19.31 across all arms) based on the utilisation data from the ACTA trial (22).
There is little published information on the use of antibiotics as treatment of neutropenia in patients with CM so assumptions were based on availability of these medicines on the Essential Medicines List. It was assumed that all patients who experienced neutropenia requiring IV antibiotics were still in hospital for CM treatment and therefore did not incur additional hospital costs, only those of the antibiotic treatment.