Abstract
BACKGROUND:
Cystic fibrosis (CF) patients who receive high-dose aminoglycosides can acquire inner ear damage and subsequent hearing loss. There is no current standard protocol for assessing ototoxicity in CF centers in the United States.
OBJECTIVE:
To evaluate the cost-effectiveness of a pharmacist-implemented routine hearing screening for ototoxicity among pediatric patients using a clinically validated tablet audiometer to allow for earlier detection of hearing loss in an exploratory analysis.
METHODS:
A Markov decision-analytic model was developed to assess the cost-effectiveness of implementing routine screening with monthly cycles over a 3-year time horizon. The model measured the difference in promptly detected hearing loss, delayed detected hearing loss, and undetected hearing loss, compared with current screening practices. Model inputs were obtained through a comprehensive literature review. Primary model outcomes included total health care costs and quality-adjusted life-years (QALYs) gained with a 3% yearly discount. One-way, two-way, and probabilistic sensitivity analyses were conducted to evaluate model uncertainty.
RESULTS:
In a hypothetical cohort of 100 patients, routine screening using a tablet audiometer increased promptly detected hearing loss by 8 patients. There was an incremental gain of 3.2 QALYs at an increased cost of $333,826 compared with current screening practices. This resulted in an incremental cost-effectiveness ratio (ICER) of $103,771 per QALY. In the 1-way sensitivity analysis, the ICER ranged between $64,345 and $258,830 per QALY.
CONCLUSIONS:
Using a tablet audiometer for routine hearing screening appears to be a cost-effective option at a $150,000 per QALY willingness-to-pay threshold when only considering the immediate benefits gained. This analysis did not examine the long-term effects of early detection in language development for pediatric patients.
What is already known about this subject
Cystic fibrosis patients receiving highdose intravenous aminoglycosides are at risk of developing hearing loss.
Patients with hearing loss experience a long-term effect on quality of life.
What this study adds
This study models the clinical and economic outcomes of a tablet-based audiometer compared with current screening practices.
A tablet-based audiometer can increase earlier detection of hearing loss and is cost-effective in the short term at a willingness-to-pay threshold of $150,000.
Cystic fibrosis (CF) is a genetic disorder of the cystic fibrosis transmembrane conductance regulator (CFTR) protein, which primarily affects the lungs and is characterized by chronic lung infections. Pulmonary exacerbations result in the deterioration of lung function and increased morbidity and mortality.1 Bacteria associated with pulmonary exacerbations include Pseudomonas aeruginosa, a Gramnegative bacterium, methicillin-resistant Staphylococcus aureus (MRSA), and nontuberculous mycobacteria. Once established in the airways, complete eradication of these organisms is unlikely. In 2018, more than 20% of pediatric CF patients were treated with intravenous (IV) antibiotics for a pulmonary exacerbation.2 Aggressive treatment with high-dose IV aminoglycosides (AG) is often used to treat pulmonary exacerbations caused by P. aeruginosa and delay chronic infection and deterioration of lung function.3
Pediatric CF patients are at a high risk of AG toxicities due to altered membrane permeability and increased lean body mass, causing greater drug distribution throughout the body.4 Persistent use of high-dose IV AG therapies has been reported to cause ototoxicity in numerous studies, ranging from 8% to 47%.5-10 Hearing loss can significantly influence language and speech development in children, and earlier detection is needed to prevent long-term effects of ototoxicity. Nearly two thirds of children with permanent childhood hearing loss reported complaints of stuttering and inability to speak clearly.11 The younger a child is when he or she receives care for hearing loss, the greater effect that hearing loss interventions have on language outcomes.11,12
Although the American Speech-Language-Hearing Association and the American Academy of Audiology have recommended screening guidelines for ototoxic medications, adherence to monitoring during treatment varies between clinics.13,14 In a 2011 survey of U.S. CF accredited care centers, 39.4% of pediatric CF centers did not perform audiology screening for ototoxicity.15 Among the centers that perform screening, there may not be a standardized approach that ensures all at-risk patients are consistently screened. A recent study conducted at the Cystic Fibrosis Care Center at Children’s Mercy Kansas City, found that a pharmacist-implemented ototoxicity monitoring protocol doubled the percentage of patients who received an audiogram after inhaled AG.16 While monitoring protocols help increase screening rates, there are still inherent limitations, since they rely on traditional screening practices.
The lack of screening in standard practice protocols may be attributed to the time-intensive nature of frequent testing needed to adequately detect early hearing loss. Current ototoxicity screening practices involve a referral to an audiology clinic where an audiologist would perform a pure-tone audiometry (PTA) test at baseline and post-treatment.13,14 There are numerous logistical barriers to implementing a monitoring program, as audiology services may not be located in each treatment center or sufficiently staffed to provide frequent ototoxicity monitoring.17 Due to the severity of CF, patients manage a multitude of appointments, which can contribute to poor attendance to referrals. Furthermore, performing a PTA test can be burdensome and may not be necessary for all patients receiving high-dose IV AG. For these reasons, implementing a protocol using conventional screening methods may not be feasible.
A tablet audiometer can be used to serve as a portable and accessible solution that can be used by health care professionals outside of the audiology department.18 A previous study on the benefits of tablet-based ototoxicity monitoring for routine screening in adult CF patients showed that it increased patient accessibility and broadened the range of personnel capable of administrating screening.19 Clinical pharmacists are uniquely positioned as the medication experts to conduct ototoxicity screening as a part of medication management and drug toxicity monitoring. Pharmacists play a pivotal role in minimizing the risk of treatment-induced adverse events.20 In addition, pediatric CF patients followed by pharmacists in a therapeutic drug monitoring program achieved therapeutic drug targets more quickly.21
The purpose of this study was to assess the cost-effectiveness of a pharmacist-led routine audiometry screening for ototoxicity among pediatric patients using a clinically validated tablet audiometer.
Methods
MODEL STRUCTURE
A Markov decision-analytic model was constructed to compare the effect of routine tablet-based audiometry screening with current screening practices on costs and utilities from the societal perspective. The model had a time horizon of 3 years, with a cycle length of 1 month.
The Markov model included 8 health states as shown in Figure 1. A hypothetical cohort of 100 patients was used in this model to simulate the capacity of a pediatric CF center. A comprehensive literature review was conducted to determine screening probabilities, outcomes, and utilities associated with hearing loss (Table 1). The primary outcome for this analysis was the incremental cost-effectiveness ratio (ICER). All analyses were performed using Microsoft Excel 2020 (Redmond, WA).
TABLE 1.
Inputs | Base Case | Source |
---|---|---|
Probabilities | ||
Initial acute pulmonary exacerbation | 0.262 | CFF 20192 |
Recurrent acute pulmonary exacerbation | 0.037 | Waters 201523 |
Initial hearing loss | 0.140 | Cheng 200910 |
Recurrent hearing loss | 0.240 | Al-Malky 20158 |
Mortality | 0.013 | CFF 20192 |
Mortality after exacerbation | 0.004 | de Boerr 201122 |
Hearing aid use (promptly detected) | 0.58 | Purcell 201629 |
Hearing aid use (delayed detected) | 1 | Assumption |
Utilities | ||
No infectiona,b | 0.900 | Dewitt 201225 |
Initial infectionc | 0.760 | Solem 201626 |
Recurrent exacerbationc | 0.760 | Solem 201626 |
Undetected hearing lossd,e | 0.547 | Smith-Olinde 2008,27 Barton 200428 |
Prompt detected hearing lossd,f,g | 0.607 | Smith-Olinde 2008,27 Barton 200428 |
Delayed detected hearing lossd,h,i | 0.515 | Smith-Olinde 2008,27 Barton 200428 |
Intervention | ||
Total intervention cost | $2,010 | |
Tablet audiometer | $1,707 | Manufacturer quote |
Pharmacist training | $313.10 | Bureau Labor of Statistics32 |
Pharmacist screening | $31.31 | Bureau Labor of Statistics32 |
Hearing loss | ||
Hearing aid new user cost | $2,325 | Gillard 201933 |
Hearing aid maintenance cost | $574 | Gillard 201933 |
Pure tone audiometry test | $105 | 2019 Hospital Outpatient Prospective Payment System for Audiologists and Speech-Language Pathologists34 |
Audiology visit | $136 | 2019 Hospital Outpatient Prospective Payment System for Audiologists and Speech-Language Pathologists34 |
Otoacoustic emissions, tympanometry, play audiometry | $189.68 | Gantt 201635 |
aMeasured using the Health Utilities Index Mark II/III (HUI2/3).
bFalsely diagnosed as hearing loss included confirmatory PTA and OAE.
cMeasured using the EQ-5D-3 L questionnaire.
dMeasured using Health Utilities Index Mark III (HUI3).
eUndetected hearing loss included screening time associated with each exacerbation.
fNew prompt detected hearing loss included hearing aid new user cost, confirmatory PTA and OAE.
gPrompt detected hearing loss included hearing aid maintenance, yearly OAE, tympanometry and play audiometry.
hNew delayed detected hearing loss included hearing aid new user cost, confirmatory PTA and OAE.
iDelayed detected hearing loss included hearing aid maintenance, yearly OAE, tympanometry, and play audiometry.
OAE = otoacoustic emissions; PTA = pure-tone audiometry.
PROBABILITIES
All patients entering the model were assumed to not have had previous hearing loss or a previous bacterial lung infection. Only acute pulmonary exacerbations that required high-dose IV AG were considered in this model. The risk of death in patients with acute exacerbations was assumed to be higher than in patients who do not experience any acute exacerbations.22
After their initial exacerbation, patients either had promptly detected hearing loss, undetected hearing loss, or no hearing loss. Patients who did not experience hearing loss at the initial exacerbation were still at risk for future hearing loss after another acute recurrent exacerbation requiring high-dose IV AG.2 The risk of developing hearing loss after the second pulmonary exacerbation was assumed to be higher than in the initial exacerbation and remained constant in future cycles.23 Patients with undetected hearing loss were screened at future exacerbations and, if detected, were categorized as delayed detected hearing loss. Transition probabilities for initial hearing loss varied by the initial and recurrent exacerbation. Due to a large range in hearing loss percentages reported in the published literature, conservative inputs were chosen from studies with more frequently reported values, and a constant ototoxicity risk was assumed after the second exacerbation.8,10
All patients in the intervention strategy who experienced an exacerbation received high-dose IV AG at treatment initiation and subsequent screening from the pharmacist during routine medication monitoring. Screening occurred at treatment initiation and after completion of treatment. The intervention inputs used in this study were derived from the SHOEBOX tablet audiometer (Ottawa, Ontario, Canada). In the no-intervention strategy for current screening practices, only a portion of patients were screened at an audiology visit using PTA after an exacerbation based on current practices and estimated screening completion rates from the literature (base-case value of 29%).15,17 To account for the inconsistency of successful referrals, it was assumed that only 47% of patients in a center that conducts screening received baseline and follow-up screenings.
A larger range of current screening practice probabilities was tested in the sensitivity analysis. The PTA in the current screening practice model was assumed to have had 100% sensitivity and 100% specificity, since the tablet audiometry validation studies used PTA as the standard comparison. The sensitivity and the specificity from the validation studies were used to calculate the true positive hearing loss patients and false positive patients.24 Screening frequencies of the intervention and the current screening practice model remained consistent throughout the time horizon.
UTILITIES
All utilities had a decrement to adjust for having CF and experiencing pulmonary exacerbations.25,26 The utility for undetected hearing loss was weighted for mild to moderate hearing loss using previously published literature, and no utility gained from using a hearing aid.27,28 Detected hearing loss was weighted for mild to moderate hearing loss, with 58% receiving additional utility from a hearing aid that was calculated from the literature.27,29 Delayed detected hearing loss was weighted for moderate to severe hearing loss, and all patients had additional utility from a hearing aid.
COSTS
Intervention costs consisted of a fixed yearly cost of the tablet audiometer (which includes software license, tablet, and headphones); pharmacist training time; and pharmacist time spent administering the intervention. For this model, it was assumed that 5 pharmacists were trained to use the tablet audiometer (1 hour per pharmacist), and each screening took 30 minutes to complete. Screening time included testing at treatment initiation and after completion of therapy. Each exacerbation event included the episode cost of the exacerbation, as well as the additional screening time by the pharmacist. All patients in the intervention group after their first exacerbation incurred weighted costs for screening time associated with future exacerbations.
New prompt or new delayed detected hearing loss costs included a confirmatory PTA test and an otoacoustic emissions (OAE) test at an audiology visit, as well as new hearing aid user costs. For the intervention and current screening practice model, it was assumed that 58% of patients in the prompt detected hearing loss required a hearing aid, whereas 100% of patients with delayed detected hearing loss would require a hearing aid. Recurring costs for prompt or delayed detected hearing loss included hearing aid user maintenance, a yearly OAE test, tympanometry, and play audiometry. Patients who were falsely diagnosed as having hearing loss using the tablet audiometer would only incur the cost of a PTA test and an audiology visit. These patients would then reenter the model in the no hearing loss state.
All costs were expressed in U.S. dollars and were adjusted to 2019 dollars using the Personal Consumption Expenditure Healthcare Index. An annual discount of 3% was applied to costs and utilities.
SENSITIVITY ANALYSES
We conducted 1-way sensitivity analyses to explore each individual parameter’s uncertainty, including any relevant assumptions, and its effect on the model results. If available, the standard deviation or 95% confidence intervals from the base-case value were used as the minimum and maximum limits. Otherwise, the range for the parameter was chosen from the literature. To test for a variety of health care personnel administering the test, a range of health care salaries were considered. Two-way sensitivity analyses varied intervention specificity alongside undetected hearing loss utility to evaluate potential negative long-term effects on language development and quality of life. A probabilistic sensitivity analysis (PSA) with 1,000 Monte-Carlo simulations was performed to examine the combined uncertainty of the model inputs. For the PSA, beta and gamma distributions were used for the probabilities and costs, respectively.
SCENARIO ANALYSES
Because this model assumed that all patients had no previous infection, a separate analysis was completed using higher inputs to account for chronic high-dose IV AG users who were assumed to have higher probabilities for acute exacerbations and associated hearing loss. The costs and utilities were derived by reweighting the hearing loss states to include severe hearing loss.
Results
BASE CASE
In the hypothetical cohort of 100 patients, the incremental cost of the intervention group was $333,827, with an associated increase in QALYs of 3.2. This resulted in an estimated ICER of $103,770, which is under the willingness-to-pay threshold (WTP) of $150,000 (Table 2). Overall, 12.4% of the population had acquired hearing loss from IV AG use. In the intervention group, 11.5% were promptly detected, and 0.7% remained undetected. In the no intervention group with current screening practices, 3.5% were promptly detected, and 8.4% went undetected.
TABLE 2.
Probability | Incremental | |||||
---|---|---|---|---|---|---|
Prompt Detected HL | Undetected HL | Delayed Detected HL | QALY | Costs | ICER | |
Intervention | 11.70% | 0.69% | 0.08% | 3.22 | $333,827 | $103,770 |
CSP | 3.60% | 8.56% | 0.35% |
CSP = current screening practices; HL = hearing loss; QALY = quality-adjusted life-year; ICER = incremental cost-effectiveness ratio.
SENSITIVITY AND SCENARIO ANALYSES
Parameter estimates and assumptions were tested in the 1-way sensitivity analysis. The tornado diagram in Figure 2 reveals that the utility of promptly detected hearing loss, utility of undetected hearing loss, and specificity of the intervention had the greatest effect on the ICER and resulted in a potential non-cost-effective intervention at thresholds of 0.516, 0.636, and 90.7%, respectively. The intervention cost had an insignificant effect on the ICER when a range of salaries were tested. In the 2-way sensitivity analysis, intervention specificity and undetected utility were varied. When undetected hearing loss utility was under 0.80, the ranges of 70%-100% in intervention specificity resulted in ICERs below the WTP threshold (Figure 3). Inputs for the 1-way and 2-way sensitivity analyses are shown in Supplementary Table 1 and Supplementary Table 2 (available in online article).
The PSA results were plotted in a cost-effectiveness plane with WTP thresholds of $100,000 and $150,000 (Supplementary Figure 1, available in online article). In the 1,000 simulations, the mean ICER was $110,831. The intervention was cost-effective 82.5% of the time at the $150,000 threshold and 49.2% at the $100,000 threshold.
In the chronic cohort scenario analysis, the ICER increased to $115,229 (Supplementary Table 3, available in online article). This was primarily driven by increased exacerbations that increased screenings provided to each patient. With a larger proportion of patients receiving screening and acquiring hearing loss, detection would occur promptly, leading to increased costs of treatment and future audiology monitoring.
Discussion
Ototoxicity in CF patients has been increasingly reported in the literature. Numerous studies have recommended implementing targeted ototoxicity screening in standard practice.6 There is currently no established screening protocol that allows for a high completion rate in CF patients. There have been reports of implementing ototoxicity monitoring programs in various institutions for other disease states, but these efforts have been met with barriers due to time constraints of audiology departments and staffing limitations.17 Using a tablet audiometer can funnel patients with suspected hearing loss to audiology services and increase the efficiency of referrals.
This was the first cost-effectiveness analysis of implementing a tablet audiometer to increase detection of ototoxicity. This model shows that routine screening using a tablet audiometer is a cost-effective option even when only considering the immediate utility gained. This analysis did not examine the long-term quality of life benefit of earlier detection in speech and language development. We suspect that the difference in QALYs of patients who are promptly detected and delayed detected will continue to increase as hearing loss symptoms worsen. Without timely screening, patients who self-report hearing loss symptoms will already have suffered extensive damage. In the United States, individuals with hearing loss symptoms report higher rates of unemployment and anxiety.30,31 The 2-way sensitivity analysis showed that, with increasing utility decrement of undetected hearing loss, the intervention will remain cost-effective even if accuracy decreases.
Currently, the model is assuming that the intervention is led by a group of pharmacists as they frequently interact with patients to assess the efficacy and adverse effects of drug therapy. Pharmacists were chosen because their unique training and education allows them to be aware of patients’ exposure to medications, to consider their adverse effects, and to determine when to proactively trigger the need for screening. However, because resources and responsibilities of personnel vary between CF centers, it may not be feasible to require pharmacists for this intervention. Additional health care professionals could be trained to use the tablet audiometer if needed. The model was rerun with a range of other health care salaries, and there was only a slight decrease in the ICER, still resulting in a cost-effective solution.
A strength of this model is the distinction between the initial and recurrent exacerbation effects on probabilities, as well as the incorporation of specific hearing loss states. This increases differentiation in utilities and costs associated with each health state and the time hearing loss was detected. The model was also tested using a higher risk cohort of chronic high-dose IV AG users, which allows for better generalizability, since CF centers will have a mix of new and chronic users.
LIMITATIONS
There are, however, several limitations to our analysis. There were numerous studies that reported different incidences of acquired hearing loss associated with high-dose IV AG. In addition, there may be a nonlinear relationship between the number of high-dose IV AG courses and the risk of ototoxicity. Therefore, conservative inputs were chosen in the base-case analysis, and a chronic user cohort was evaluated for a higher risk population.
With limited literature on the utility of hearing loss, the different states of hearing loss were weighted using estimates on hearing aid use and associated utility. Utilities used in this model were measured using different instruments and may not be fully comparable. Utilities for the severity of hearing loss were also captured from caregivers and may not accurately represent the pediatric population.
This analysis focused on the population level and may not accurately describe how each individual patient experiences hearing loss symptoms and what costs they incur. Indirect and nonmedical costs, such as time missed from school and caretaker burden, were not included.
Finally, our time horizon does not fully capture the long-term costs and outcomes associated with ototoxicity and early or delayed hearing loss detection. Thus, the results described herein may have underestimated the cost-effectiveness of pharmacist-led audiology screening.
Conclusions
Hearing screenings using a tablet audiometer in pediatric patients with CF at risk for ototoxicity appears to be cost-effective from a societal perspective. Decision makers should be aware of the short-term and longterm effects of hearing loss and implement measures to ensure optimal outcomes. Future investigations are needed to explore the feasibility and implementation of pharmacist-led routine hearing screening using a tablet audiometer in pediatric and adult CF centers.
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