Initially, we planned to conduct a randomized clinical trial allocating patients with retinal disease to each arm by the type of service (F2F or VRC). With the arrival of the pandemic, however, it became necessary to organize consultations through our teleretina platform. Therefore, a CMA was conducted comparing the monitoring process for patients assessed through the VRC in 2020 with that for the same patients in 2019, when they had been seen F2F.
CMA assumes that health outcomes are essentially the same with the options examined and measures the difference in associated costs. Consequently, it is expected that the intervention with the lower cost will be adopted.10 Although it is difficult to identify two forms of ophthalmic care with exactly the same effects, the justification for using CMA is based Juaristi’s study13 that documented the effectiveness of the VRC by analyzing the results of the alternative approaches through a double-control study. In this second phase, a CMA study was conducted to evaluate the efficiency of the VRC based on the assumption that the two options have comparable health outcomes.
Patients
We studied all patients seen in the VRC from March 16, 2020, to March 16, 2021, who met the selection criteria (Supplementary material table 1). Data were collected on the following variables: age, sex, underlying conditions, and use of healthcare resources. The same sample of patients was used as a comparison group, analyzing their resource use during conventional F2F consultations a year earlier (in 2019).
The study was conducted in accordance with the principles of the Declaration of Helsinki and maintaining confidentiality of the data collected. It was approved by the HUD’s Ethics Committee. All patients gave written informed consent to participate in the study.
Virtual option
The VRC platform was based in the HUD. Each consultation with the optometrist consisted of gathering clinical data and performing all appropriate tests in a single session: refractometry, VA and non-contact intraocular pressure measurements, macular OCT (3D DRI OCT Triton, Topcon), widefield imaging in macular diseases, ultra-widefield imaging in retinal diseases with peripheral involvement (Clarus ultra-widefield camera, Carl Zeiss Meditec), and a 10-2 visual field test (VFT) (Humphrey 745i analyzer, Zeiss) in patients undergoing HCQ retinopathy screening. These optometry consultations lasted 15 minutes, except in the case of HCQ screening for which 30 minutes were allowed. After these tests, patients left the hospital. The data collected by the optometrist were recorded in a digital form specifically designed for the VRC and stored on the hospital's intranet. Subsequently, a retinal ophthalmologist reported the case asynchronously (by storage and forwarding).
Conventional option
The conventional F2F consultations were conducted at health centers or the hospital. In the health center clinics, consultations lasted 10 minutes and patients were seen by a general ophthalmologist and an assistant nurse or nurse in the same consultation. In the F2F hospital clinic, patients were seen first by an optometrist in a 10-minute consultation for VA measurement and tonometry and then a retinal ophthalmologist in a 10-minute consultation. Any ancillary tests needed (e.g., OCT) were conducted before seeing the ophthalmologist (the same day or a few days earlier). OCT was performed by an optometrist or nurse, VFT by an assistant, and autofluorescence imaging, when needed, by a retinal ophthalmologist helped by a nurse, in 10-, 30- and 5-minute timeframes respectively. Figure 1 describes the connections between the VRC and other HUD retina consultations, namely, the diabetic retinopathy screening service and VRC (both virtual) and health center and hospital clinics (both F2F).
Cost Analysis
On the one hand, we analyzed direct costs, from a healthcare system perspective, and on the other, indirect costs including those associated with labor productivity losses. As direct costs, we considered equipment and ancillary test (retinography, OCT, VFT, and autofluorescence imaging), structural, and staff costs.
Patient costs were obtained multiplying resource use by unit costs measured in euro (€).
The unit costs of equipment for retinography, OCT, autofluorescence imaging, and VFT were calculated considering the value of the equipment, its amortization over 10 years, and the amount of use (hours per year).
It was assumed that structural costs correspond to an additional 15% of the total on both platforms. Structural costs include administrative, maintenance, and cleaning costs.
Staff costs were calculated based on the time spent by each professional multiplied by the costs per minute. The hourly costs, provided by the HUD’s accounting department, were €27.30 for nursing assistants, €39.10 for nurses and optometrists, and €58.60 for ophthalmologists. Table 1 shows the calculation of each type of service provided disaggregated into staff, equipment, and structural costs.
In the VRC, the optometrist performs the tests in 15 minutes (clinical interview, measurement of VA, non-contact intraocular pressure, OCT, and retinography), and the ophthalmologist reports the case in 5 minutes. For HCQ screening through the VRC, VFT is added, and overall, 30 minutes of the optometrist’s and 5 minutes of the ophthalmologist’s time are required. If VRC tests were positive, patients were referred to a hospital F2F clinic.
In 2019, in-person consultations were held at the health centers and hospital with various different cost components. Each patient was assigned the service that had actually been provided. Health center F2F consultations last 10 minutes, and the ophthalmologist is accompanied by a nursing assistant or nurse, and therefore, the unit cost was estimated as the average between that for a nursing assistant and a nurse. On the other hand, hospital F2F consultations consist of a 10-minute consultation with the optometrist and another 10-minute consultation with the specialist physician. For these consultations, if any ancillary tests are needed, test equipment and staff costs must be added: 10 minutes of nurse/optometrist time for macular OCT, 5 minutes of nurse time and 5 minutes of specialist physician time for autofluorescence imaging, and 30 minutes of nursing assistant time for VFT.
In 2019, some visits were first consultations, and hence, they were assigned higher costs according to the staff required and equipment used. Supplementary material Table 2 lists the costs of all consultation and ancillary test combinations.
Furthermore, the indirect costs were analyzed considering labor productivity losses in patients and their companions. Productivity losses were estimated based on responses to a questionnaire administered to patients asking how many working hours had been lost due to attendance at appointments by them and/or their companions. The costs were then calculated through a salary conversion method (the human capital approach), using the cost per hour lost in 2020 (€21.55) obtained from the Basque Statistics Insitute.15
The indirect costs of patients and their companions were summed if both had requested time off work. The total costs of productivity losses were then estimated by multiplying the unit cost by the lost working hours, and for the F2F clinics, also by the number of hospital visits.
Statistical analysis
All statistical analysis was conducted using the R statistical package (version 3.3.2). Initially, a descriptive analysis of patient characteristics was performed. Differences in categorical variables were evaluated using chi-square tests and means of continuous variables were compared using analysis of variance (ANOVA).
Continuous variables were assessed by t-tests or Mann-Whitney U tests if the data were not normally distributed.