Ketamine

Impact analysis of expanded access to ketamine for treatment-resistant depression

This population-level Markov simulation study (n=350,000 initial patients + 11,296 annually) models the economic impacts of intravenous ketamine versus ECT for treatment-resistant depression over 5 years. The model projects annual societal savings of $828.2 million ($95.3M to patients, $743.7M to payers) with expanded ketamine access, though with an added $10.8M annual caregiver burden.

Authors

  • D'Angelo, S.
  • Dempsey, M.
  • Giombi, K.

Published

Journal of Comparative Effectiveness Research
meta Study

Abstract

Aim: This study aimed to estimate the economic impacts of expanded access to ketamine relative to electroconvulsive therapy (ECT) by offering intravenous ketamine to US patients with nonpsychotic treatment-resistant depression (TRD) and moderate-to-severe depression. Materials $ methods: A population-level Markov simulation model with key parameters from a randomized trial was used to simulate the economic impacts of managing TRD with intravenous ketamine versus ECT over a 5-year horizon. Health states included response of depression in the acute treatment phase and continued treatment and relapse in the maintenance phase. The model estimated costs associated with healthcare utilization (direct costs) and time loss (indirect costs) from patient, caregiver, payer and societal perspectives. Model uncertainty was assessed with one-way sensitivity, probabilistic sensitivity and scenario analyses. Results: In year 1, our model included 350,000 eligible patients. In years 2 through 5, our model added 11,296 eligible patients annually. Expanded access to ketamine to manage TRD was projected to increase the number of patients receiving treatment by 75,000 patients in year 1 and 4292 patients annually in subsequent years. Over 5 years, expanded access to ketamine would result in a net positive societal savings of $828.2 million annually ($95.3 million to patients and $743.7 million to payers). However, expanded ketamine access would impose an additional $10.8 million burden on caregiver time annually. Conclusion: For US patients with TRD and moderate-to-severe depression, ketamine may be a noninferior treatment relative to ECT to improve depression symptoms. Expanded access to ketamine treatment would result in net savings to the patients, payers and society.

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Research Summary of 'Impact analysis of expanded access to ketamine for treatment-resistant depression'

Introduction

Major depressive disorder (MDD) is common and can be persistent and disabling; treatment-resistant depression (TRD), defined as failure of at least two antidepressants, affects about one-third of people with MDD and contributes substantially to clinical and economic burden. Electroconvulsive therapy (ECT) has long been an effective option for TRD, typically delivered as 6–12 sessions over 3–5 weeks with ongoing maintenance thereafter. Intravenous ketamine has more recently been shown to have rapid antidepressant effects, and a multicentre randomised trial by Anand et al. reported a response rate of 55.4% for ketamine versus 41.2% for ECT in nonpsychotic TRD, concluding ketamine was noninferior to ECT for this population. Lu and colleagues set out to estimate the economic consequences of expanding access to outpatient intravenous ketamine for adults with nonpsychotic TRD and moderate-to-severe depression who otherwise would be offered ECT. Using a population-level health-economic model, the study compares a standard-of-care mix of ECT and ketamine with a scenario in which all eligible patients are offered ketamine, and reports impacts on direct healthcare costs and indirect time costs from patient, caregiver, payer and societal perspectives over a 5-year horizon. The analysis aims to inform payers and policymakers about potential downstream cost effects of broader ketamine availability for this indication.

Methods

The investigators developed a population-level decision-analytic model comprising a 1-month decision tree for the acute treatment phase and a multi-year Markov component for maintenance and relapse over a 5-year horizon. The Markov model used annual cycles (the first year modelled as an 11-month cycle) and allowed entry of a new cohort of incident eligible patients each year. Two treatment-regimen scenarios were compared: a standard of care (SC) in which some eligible patients are offered ECT and some ketamine, and an expanded-access scenario in which 100% of eligible patients are offered intravenous ketamine. Transition probabilities for response, continuation, relapse and stopping treatment were treatment-specific but identical across SC and expanded-access regimes; mortality was modelled as independent of treatment due to lack of long-term comparative data. Model parameters were drawn from published sources, publicly available datasets and clinical expert input; key clinical inputs (response and some transition probabilities) were taken from Anand et al., although the authors did not have access to the trial's primary data. Costs were expressed in 2024 US dollars and discounted at 3% per year. The eligible population in the base case started at an estimated 350,000 adults in year 1 with 11,296 new eligible patients added annually in subsequent years; under SC the authors assumed 85.7% of eligible patients are offered ECT and 14.3% ketamine, with acceptance rates of 25% for ECT and 50% for ketamine. Direct cost inputs included per-session treatment costs (using the 2024 Medicare Physician Fee Schedule and outpatient payment system), psychiatric evaluation costs, medication and anaesthesia costs for ECT, ketamine drug costs and observation/physician visit costs for ketamine, and continuing healthcare costs of TRD. Indirect costs captured patient time and unpaid caregiver time accompanying patients to appointments; hourly valuations used 2021 earnings adjusted to 2024 dollars with fringe benefits. The model assumed session durations of 2 h for ECT and 2.5 h for ketamine plus 1 h travel, additional whole-day recovery for ECT (8 h) in the base case, and that 100% of patients are accompanied by caregivers, with 55% of patients and 65% of caregivers in the labour force. Uncertainty was explored with probabilistic sensitivity analysis (PSA; 1000 iterations) to generate 95% intervals and with one-way sensitivity analyses varying single parameters across plausible ranges. Six scenario analyses examined alternative offer rates (50% ketamine), different assumptions about hours off work after sessions, alternative relapse rates from other studies, and private-insurer reimbursement structures including a scenario in which patients pay the full cost of ketamine.

Results

Population flow and treatment uptake: The base-case model estimated 350,000 eligible patients in year 1 and 11,296 incident eligible patients added each subsequent year. Expanded access to ketamine was projected to result in 75,000 additional patients starting acute treatment in year 1 and 4,292 additional patients annually thereafter receiving ketamine, driven by higher assumed acceptance of ketamine versus ECT. In year 1, of the 75,000 additional starters, 52,174 additional patients were estimated to respond acutely and 11,324 of those would continue into maintenance in that year. In subsequent years, of 2,420 additional acute starters, 1,684 additional patients would respond annually and 365 would enter maintenance in the same year. Overall, expanded access reduced the numbers refusing treatment, not responding, relapsing or experiencing no complications on stopping by 31,545 patients in year 1 and 29,991 annually thereafter. The model reported that 95%–98% of patients reached an absorbing state within 1 year. Aggregate and per-patient costs: Across all model years the authors estimated annual societal savings of $828.2 million under expanded ketamine access compared with SC. Savings accrued mainly to payers ($743.7 million annually), while patients were estimated to save $95.3 million annually. Caregivers, however, would incur an additional $10.8 million in time costs annually due to increased treatment uptake. From the patient perspective, total annual savings included $1.2 million in direct treatment-cost savings, $81.4 million in reduced continuing TRD healthcare costs, and $12.7 million in indirect savings from 544,486 fewer patient-hours spent in treatment-related activities. Caregivers were estimated to spend an additional 331,031 hours transporting patients, valued at $10.8 million. Payer savings included $11.2 million in treatment-cost reductions and $732.5 million in reduced continuing TRD healthcare costs. On a per-patient-in-treatment basis, societal savings were $19,940, payer savings $17,910 per treated patient, patient savings $2,300 per treated patient (composed of $1,990 lower out-of-pocket healthcare costs and $310 from less time in treatment), and caregiver costs increased by $260 per patient. Uncertainty and scenario findings: Probabilistic sensitivity analysis produced confidence intervals for cost outcomes that did not include 0, which the authors interpret as consistent evidence of net savings across the eligible population. One‑way sensitivity analyses identified the societal savings as most sensitive to the annual relapse rate among patients continuing ketamine in maintenance (range modelled 0.28–0.41), the proportion of eligible patients being offered ECT (0.63–1.00), the proportion with moderate-to-severe depression (0.68–1.00), the prevalence of treated major depressive episodes (0.01–0.02) and the ketamine response rate (0.51–0.67). Scenario analyses produced the following illustrative results: a 50% offer-rate scenario yielded $345.1 million societal savings; assuming longer ECT-related time off work raised savings to $856.7 million; assuming patients taking a full day off for ketamine reduced savings slightly to $795.6 million. Using alternative relapse rates from Nordenskjöld et al. and Daly et al. increased societal savings to $1,172.0 million. Applying private-insurer reimbursement rates (ECT $2,500 per session; ketamine $600 per session) produced societal savings of $722.5 million; if patients instead paid the full ketamine cost, societal savings remained similar but the distribution shifted so that patients incurred an additional $57.2 million in total costs rather than savings.

Discussion

Lu and colleagues interpret their modelling as indicating that expanding outpatient intravenous ketamine access to all eligible adults with nonpsychotic TRD and moderate-to-severe depression would increase treatment uptake and produce substantial net societal savings, most of which accrue to payers. The authors highlight that savings remain positive across a broad range of sensitivity and scenario analyses, although the magnitude of savings is most sensitive to the relapse rate among patients who continue ketamine into maintenance. The discussion situates the findings alongside prior economic work on TRD treatments: while the authors state no prior published studies directly compared ECT and intravenous ketamine economically, they note earlier analyses that supported the value of ECT versus pharmacotherapy and suggested intravenous ketamine may dominate esketamine in some settings. In this context, the current analysis is presented as additional evidence that ketamine can be an attractive option for patients, payers and society when coverage is available. Key limitations acknowledged by the authors include reliance on Anand et al. for clinical inputs without access to individual patient data and the possibility that Anand et al. reported a lower ECT response than other studies because of trial population characteristics (for example, fewer elderly or inpatient patients and exclusion of psychotic features). The model assumes payer coverage for ketamine at specified reimbursement rates, which the authors note would represent a lower bound if private reimbursement were higher. Structural simplifications were made for parsimony: the authors assumed indefinite maintenance, excluded treatment effects on mortality, and treated states such as 'refuse treatment', 'no response' and 'relapse' as absorbing for the remainder of the horizon rather than allowing subsequent switches to other therapies. The team also acknowledged that real-world patients might receive other treatments not captured by the model (for example repetitive transcranial magnetic stimulation, intranasal ketamine, at‑home non‑parenteral ketamine, or ketamine-assisted psychotherapy), and that a more complex model would be needed to compare such alternatives fully. Finally, the authors draw attention to an equity and operational consideration: expanded ketamine access would increase caregiver time burdens due to transportation needs, and the authors recommend that payers and policymakers consider coverage and support for transportation services to mitigate this burden and ensure patients can receive treatment.

Conclusion

Modelling an expanded-access policy in which all eligible adults with nonpsychotic TRD and moderate-to-severe depression are offered outpatient intravenous ketamine, the authors found that treatment uptake would increase by an estimated 75,000 patients in year 1 and by 4,292 patients annually thereafter. Over the 5‑year model, expanded access was projected to lower annual costs to payers by $743.7 million and to patients by $95.3 million, while increasing informal caregiver time costs by $10.8 million, yielding a net societal saving of $828.2 million annually. The authors conclude that expanded access to intravenous ketamine could produce meaningful downstream economic benefits for payers, patients and society, while imposing additional time burdens on caregivers; payment coverage and support services are therefore important considerations for implementation.

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SECTION

Major depressive disorder (MDD) is a common but serious mental health condition characterized by at least 2 weeks of persistent feelings of sadness or loss of interest that affects daily activities. In 2021, an estimated 21.0 million US adults had at least one major depressive episode, and approximately half of these individuals received medications for their condition. Failure of at least two antidepressants to improve an individual's MDD symptoms is referred to as treatment-resistant depression (TRD), which affects about a third of individuals with MDD. TRD can have wide-ranging clinical, economic and social impacts. For example, TRD is associated with substantially higher incidence of intentional self-harm, healthcare utilization and clinical and functional disability. The economic burden of MDD among US adults was estimated at $326 billion (2020 US dollars) annually in direct medical costs and indirect costs, with TRD accounting for 27-42% of this burden. For decades, electroconvulsive therapy (ECT) has been one of the most effective strategies for management of TRD. ECT occurs in an inpatient or outpatient setting and involves brief electrical stimulation of the brain while the patient is under anesthesia. The initial course of treatment with ECT consists of 6-12 treatments over 3-5 weeks. After a patient has had sufficient clinical improvement, they typically continue treatment with maintenance ECT, which means a reduced frequency of treatment sessions, and/or antidepressant medications to help prevent relapse. Ketamine was approved by the US FDA as a sedative, analgesic and general anesthetic in 1970, and researchers later found that ketamine has a rapid antidepressant effect in patients with MDD. Ketamine is typically administered intravenously in an outpatient setting with an initial course of treatment consisting of two treatments per week for 3 weeks. Anand et al.conducted a randomized controlled trial to compare the effectiveness of ECT and intravenous ketamine for management of nonpsychotic TRD. At five urban sites between March 2017 and September 2022, 403 patients with TRD aged from 21 to 75 years received either ECT or intravenous ketamine following clinical practice guidelines. The primary outcome was response to treatment with secondary outcomes including scores on memory tests and patient-reported quality of life. After the initial course of treatment, patients who had a response were followed for 6 months. A total of 55.4% of patients treated with intravenous ketamine and 41.2% of patients treated with ECT had a response. Anand et al.concluded that ketamine was noninferior to ECT for management of nonpsychotic TRD. The purpose of the current study was to estimate the economic impacts of expanded access to ketamine by offering intravenous ketamine to previously offered ECT patients for management of nonpsychotic TRD per Anand et al.We identified resource requirements for both treatments and evaluated changes in direct costs associated with healthcare utilization and indirect costs associated with time loss from the patient, caregiver, payer and societal perspectives over a 5-year horizon.

MATERIALS & METHODS

We developed a population-level Markov simulation model to estimate the outcomes over a 5-year horizon under two outpatient treatment regimens for management of nonpsychotic TRD. Throughout this paper, we refer to the adult population with nonpsychotic TRD and moderate-to-severe depression that are offered ECT or ketamine for TRD as the 'eligible patient population'. Under presumed standard of care (SC), we assume that some eligible patients are offered ECT and others are offered ketamine in an outpatient setting. Under the expanded access, we assume that 100% of the eligible patients are offered ketamine. The model estimates the costs associated with healthcare utilization (direct costs) and time loss (indirect costs) across two treatments (ECT or ketamine) under two treatment regimens (SC or expanded access) from the patient, caregiver, payer and societal perspectives.

MODEL

The economic model in this study has two distinct components: a 1-month decision tree that simulates the outcome of an acute treatment phase (i.e., response) and a Markov model that captures the outcome of a maintenance phase (i.e., treatment continuation and relapse) over the remainder of the time horizon (Figure). The Markov component of the model has a 1 year (12 month) cycle, except for the first year of the cohort, which is an 11-month cycle. The model simulates the outcomes over 5 years for consistency with past studies. In the first year of this population simulation model, all eligible patients enter the model as the first cohort. In each subsequent year, a new cohort of eligible incident patients is added. Patients with nonpsychotic TRD enter the acute treatment phase of the model upon being offered treatment choices between ECT and intravenous ketamine. Once patients accept the treatment offer, we assume that every patient has a psychiatric diagnostic evaluation session prior to their initiation of 3 weeks of acute care.

MAINTENANCE TREATMENT PHASE

After acute treatment, patients enter the health states of response to or no response to treatment. Patients in the cohort who are in a state of response to treatment are then included in the model's Markov component, which captures the maintenance treatment phase. At every cycle, patients face the probability of stopping treatment and relapse. Patients who experience no complications while continuing maintenance treatment enter the next cycle of the Markov component. Patients who relapse while continuing treatment stay in 'relapse' state, and patients who stop treatment stay in either 'relapse' or 'no complications' states for the remainder of the time horizon. In our model, patients enter an absorbing state if they enter 'refuse treatment', 'no response', 'relapse', or 'no complications' states while stopping treatment. Patients exit the model due to death. Mortality rates are assumed to be independent of treatment arms due to lack of long-term comparative clinical data. Under the expanded access, we assume that 100% of the eligible patients are offered intravenous ketamine. The probabilities of transitioning to each of the states are different depending on the treatment used but are the same across SC and expanded access treatment regimes.

MODEL PARAMETERS

Supplementary Tableincludes a full list of model parameters, values and sources. Where possible, we obtained model parameters from published estimates using Anand et al.. Of note, we did not have access to or conduct analyses on the original data of Anand et al.. Otherwise, we obtained model parameters from various sources, including literature, or estimated parameters using publicly available datasets. A 3% annual discount rate was applied to future costs, and we report all costs in 2024 US dollars.

POPULATION & CLINICAL PARAMETERS

We obtained a range for the number of adults in the USA with TRD and moderate-to-severe depression being offered ECT or intravenous ketamine for treatment of TRD in the base year from the clinical expert. We used a lower bound of the range to include patients with nonpsychotic TRD per Anand et al.. We then converted this number to the proportion of patients being offered each of the studied treatments, using the estimated number of adults in the USA and disease prevalence, and combined the proportion with the incidence rate of patients with TRD to estimate the number of new adult cases expected in the out-years of the model. Under SC, we assumed that 85.7% of the eligible patient population are offered ECT and 14.3% are offered intravenous ketamine. We obtained parameter values for the model impacts by treatment (i.e., ECT or ketamine) from the results in Anand et al. (Supplementary Table). We assumed that 25% of patients who are offered ECT accept the treatment and that 50% of patients who are offered ketamine accept the treatment. We also assumed a mortality rate of 0.48%, which considers the age and sex distribution of the population with depression.

DIRECT COST PARAMETERS

Direct cost parameters included direct patient copayments and medical costs for intravenous ketamine and ECT treatments and the continuing healthcare cost of TRD. Using the 2016-2019 Medical Expenditure Panel Survey data, we estimated that patients with depression paid 10% of the total healthcare costs. We used this estimate to calculate the direct healthcare costs borne by patients and assumed that the remaining 90% was borne by payers. We used the 2024 Medicare Physician Fee Schedule and Outpatient Prospective Payment System to estimate the average per-session costs of psychiatric evaluation, ECT and intravenous ketamine. We calculated average annual treatment costs by multiplying the average number of sessions by the per-session cost. We obtained the average number of acute-care sessions from Anand et al. and assumed that maintenance treatment was given once per month for the remainder of the time horizon. Our estimate of per-session ECT cost included cost of medications and cost of ECT (CPT 90870), which included the cost of performing ECT, anesthesia services and recovery room service in a hospital outpatient setting. For medications, we included the cost of anesthesia and muscle relaxant using the Department of Veterans Affairs Federal Supply Schedule. Our estimate for per-session intravenous ketamine cost included cost of the medication, cost of the physician visit and the cost of a 50 min observation after each dosing visit. For the cost of ketamine medication, we utilized the Veterans Affairs Federal Supply Schedule. We assumed patients would have a physician visit at each session. We used the reimbursement rates for a 30-39 min office visit, routine follow-up (CPT 99214) for the physician cost, and for a 50 min observation (CPT 99415). Patients in both treatment arms also received a psychiatric diagnostic evaluation prior to initiating their treatment, which we costed out using a reimbursement rate for a 90 min office visit (CPT 99205). Patients who enter 'refuse treatment', 'no-response', or 'relapse' states incur the healthcare costs of TRD for the remainder of the time horizon obtained from Pilon et al.. Patients who enter 'no complications' while stopping treatment incur no costs for the remainder of the time horizon. In practice, patients who stop treatment and experience no complications are likely to continue taking antidepressant medications. However, following clinical expert guidance, we did not incorporate these medication costs in our model as the costs are minimal at the per-person level (approximately $100 per year) and are incurred regardless of the treatment arm.

INDIRECT COSTS PARAMETERS

Indirect costs included the value of patient time and unpaid time provided by caregivers who accompanied the patient to appointments. To value patient and caregiver time, we used hourly wages based on the 2021 national annual earnings estimates by age/sex from Current Population Survey 2022 data adjusted to 2024 dollars and assuming a 45.3% fringe benefits rate. We valued patient time using an hourly wage of $42.73 that was adjusted for the age distribution of the TRD population. We valued unpaid time provided by caregivers using an hourly wage of $54.37 that was adjusted for the age distribution of caregivers. We assumed that each ECT and ketamine session takes 2 and 2.5 h, respectively, including the time obtaining treatment and in observations after treatment and 1 h for traveling to and from treatment. For patients receiving ECT, we further assumed that patients take the whole day off work (i.e., 8 h) for recovery and caregivers take off 2 h (the length of time of each ECT session plus travel time). We also assumed that 100% of patients, regardless of treatment arm, are accompanied to treatment by their caregivers. Furthermore, we assumed that 55 and 65% of patients and caregivers, respectively, are in the labor force.

SOCIETAL COST ESTIMATION

To estimate the total societal costs, we summed the costs of patient time and out-of-pocket healthcare costs, caregiving time and payers. These calculations avoid double-counting costs to patients and payers.

SENSITIVITY & SCENARIO ANALYSES

We assessed the sensitivity of our model results using probability and one-way sensitivity analyses. Probability sensitivity analysis (PSA) produces a CI for each outcome based on 1000 iterations of the model in which all inputs could vary across a distribution of values. We identified CIs for model results using the 2.5 and 97.5 percentiles of the distribution generated by PSAs of each outcome. One-way sensitivity analyses identify parameters to which model outcomes were most sensitive by allowing the value of one input parameter to vary across a distribution, while holding all other input parameters constant. Parameter values were obtained from the literature, where the 95% CI was assumed to be the upper and lower bounds of published parameter values or varied by ±20%. Supplementary Tableshows the ranges and distributions of parameters used in sensitivity analyses. Additionally, we conducted six scenario analyses. In the first scenario analysis, we changed the offer rate in the expanded access to 50% instead of 100% used in the base case scenario. In the second and third scenario analysis, we assumed that ECT patients take the day of and the day after treatment (i.e., 16 h instead of 8 h) and ketamine patients take an entire day off work (i.e., 8 h instead of 2.5 h). In the fourth scenario, we used relapse rates from alternative sources. Anand et al.reported relapse rates among patients who responded to treatment in the acute phase rather than relapse rates among patients who continued maintenance treatment. Thus, our model implicitly assumed independence between relapse rates and maintenance treatment. Using relapse rates from Nordenskjöld et al.and Daly et al. [24] we relaxed this independence assumption as these studies reported relapse rates among those who entered maintenance treatment. For the fifth and sixth scenario analyses, we used private insurance reimbursement rates, as opposed to Medicare reimbursement rates, for direct healthcare costs. In the fifth scenario analysis, we assumed that payers and patients incur 90% and 10% of the ketamine therapy costs, respectively. This is the same assumption used in the base case scenario. In the sixth scenario analysis, we assumed that patients bear the full direct costs of ketamine therapy.

POPULATION

Population results for the impacts of an expanded access to intravenous ketamine to all eligible patients for management of nonpsychotic TRD are reported in Table. Our model included an estimated 350,000 eligible patients in year 1 and added 11,296 eligible incident patients annually in each subsequent year (i.e., years 2 to 5). Findings from our model indicate that expanded access to ketamine would result in 75,000 additional patients in year 1 and 4292 additional patients annually in subsequent years receiving ketamine. This finding is a result of patients being more likely to accept ketamine if the treatment is offered relative to ECT. In year 1 of the model, of the 75,000 additional patients who start acute treatment, 52,174 additional patients respond to acute treatment, and 11,324 of these patients continue treatment into the maintenance phase in the same year. In subsequent model years, of the 2,420 additional patients who start acute treatment each year, 1,684 additional patients respond to acute treatment annually, and 365 of these patients continue treatment into the maintenance phase. Furthermore, another 1,872 patients continue treatment as maintenance for over 1 year annually. As a result, a total of 2,237 additional patients receive treatment as maintenance annually under the expanded access. The expanded access to intravenous ketamine reduces the number of patients who refuse treatment, do not respond, relapse, or have no complications if stopping treatment by 31,545 patients in year 1 and 29,991 patients annually in subsequent years. Overall, 95% to 98% of the patients reach an absorbing state within 1 year of entering the model.

TOTAL COSTS

Tablereports the average cost impacts across all model years. From the patient perspective, we estimated total costs savings of $95.3 million annually, including direct healthcare cost savings of $1.2 million in treatment costs and $81.4 million in continuing healthcare costs for TRD. Additionally, we estimated that patients would reduce time spent in treatment by 544,486 hours resulting in indirect cost savings of $12.7 million annually. This is a result of shorter recovery times with ketamine versus ECT (we assumed patients who receive ECT take off the entire workday). We estimated that caregivers would incur additional costs under the expanded access scenario due to more patients receiving treatment who would require a caregiver to take them to and from appointments. We estimated that caregivers would spend an additional 331,031 h transporting patients to and from treatment which translated to indirect costs of $10.8 million. The total costs savings for payers were estimated to be $743.7 million under the expanded access scenario compared with the SC scenario, including $11.2 million in direct treatment costs and $732.5 million in continuing healthcare costs for TRD. As a result, the expanded access to intravenous ketamine for the management of nonpsychotic TRD would result in potential societal cost savings of $828.2 million.

PER-PATIENT COSTS

We estimated per patient savings of $2300 from the patient perspective in the expanded access scenario, including $1990 in out-of-pocket healthcare costs and $310 from less time spent in treatment. However, the caregiver costs would increase by $260 per patient for the additional time spent transporting patients to and from treatment. We also estimated savings of $17,910 per patient in treatment from the payer perspective, and total savings of $19,940 per patient in treatment from the societal perspective under the expanded access scenario.

SENSITIVITY & SCENARIO ANALYSES SENSITIVITY ANALYSES

PSA results of CIs for the total cost outcomes for patients, caregivers, payers and society are also shown in Table. Ranges that include 0 indicate uncertainty about whether the expanded access to ketamine compared with SC would result in net savings. None of the CIs for the cost outcomes include 0, suggesting that the eligible patient population's expanded access to ketamine can result in downstream cost positive savings to patients, payers and society. Figuredisplays the results from our one-way sensitivity analyses showing parameters to which the total societal cost savings were most sensitive. The total societal cost savings were most sensitive to the relapse rate if patients continued the use of ketamine into the maintenance phase (range: 0.28-0.41); followed by the proportion of patients being offered ECT (range: 0.63-1.00). Total societal cost savings were also sensitive to the proportion of patients with moderate-to-severe depression (range: 0.68-1.00), the prevalence of patients with a major depressive episode who received treatment (range: 0.01-0.02) and the response rate to ketamine (range: 0.51-0.67). Supplementary Table. Scenario analysis results: differences in annual costs between expanded access to ketamine and standard of care.

BASE CASE

Figuredisplays the full list of parameters from the most to the least sensitive and shows that savings are positive for all one-way sensitivity analyses.

SCENARIO ANALYSES

Tablereports scenario analysis results for the total cost outcomes for patients, caregivers, payers and society. Results from our main scenario suggested that the annual total societal cost savings were $828.2 million. In the first scenario analysis, we assumed that 50% of the eligible patient population is offered intravenous ketamine and the other 50% is offered ECT. This scenario suggests a total societal cost savings of $345.1 million. In the second scenario analysis, we assumed that ECT patients take the day of and the day after treatment off work (i.e., 16 h instead of 8 h). In the third scenario analysis, we assumed that patients receiving ketamine take an entire day off work (i.e,. 8 h instead of 2.5 h). Our initial assumptions about the time missed from work due to ECT/ketamine treatment may be an underestimate as some patients undergoing treatment may not work during the treatment days. These scenarios suggest a total societal cost savings $856.7 million and $795.6 million annually under the second and third analyses, respectively. Results of these scenario analyses indicate that our main findings on the cost savings associated with expanded ketamine treatment are robust. In the fourth scenario analysis, we used alternative input valuesfor the probability of relapse if continuing treatment after the acute phase. Nordenskjöld et al.reported an annual relapse rate of 32% if continuing ECT, and Daly et al. reported an annual rate of 26% if continuing ketamine. This scenario suggests a total societal cost savings of $1172.0 million annually due to the expanded access to ketamine. The fifth and sixth scenario analyses used private insurance reimbursement rates such that the treatment cost per session was $2500 for ECT and $600 for ketamine; the healthcare costs of TRD were $21,767. These scenarios suggest a total societal cost savings of $722.5 million annually due to the expanded access to ketamine. The sixthscenario analysis further assumes that payers do not cover ketamine reflecting the current reimbursement practice of ketamine for TRD. Patients will pay the full cost of $600 out-of-pocket for ketamine treatment per session during both the acute and maintenance phases. While the total societal cost savings of $722.5 million annually due to the expanded access to ketamine remained unchanged, this assumption shifted the cost savings from patients to payers and increased the costs for patients. Under this sixth-scenario analysis, expanded access to ketamine would result in an additional $57.2 million in total patient costs as opposed to a cost savings of $84.8 million under the fourth scenario analysis. For simplicity, both of these scenarios assume that the probability of continued treatment for ECT (40.7% if response to treatment) and ketamine (35.4% if response to treatment) does not change from the base scenario even if the payer is different.

DISCUSSION

In this analysis of expanded access to intravenous ketamine versus ECT to manage TRD among patients with nonpsychotic TRD and moderate-to-severe depression, we found that the expanded access would reduce societal costs by $828.2 million annually compared with the SC with almost 90% of the savings accrued to payers. In the sensitivity analyses, we found that while the total societal cost savings from the expansion is most sensitive to the relapse rate of patients continuing the use of ketamine into the maintenance phase, expanded access to ketamine to the eligible patient population can result in cost savings to the patients, payers and society under all one-way and probabilistic sensitivity analyses. We also found that the downstream cost savings to the patients, payers and society from the expanded access to intravenous ketamine hold when using alternative values for relapse rates and reimbursement costs from private insurance. However, if patients pay the full treatment costs for ketamine, patients will incur increased costs, rather than cost savings, under the expanded access scenario. This finding highlights the importance of healthcare coverage in improving access to intravenous ketamine treatment. It is worth noting that caregivers would incur increased costs from transporting patients to and from treatment under the expanded access to ketamine scenario. The finding of increased burdens on caregivers holds under various sensitivity and scenario analyses. This finding highlights the vital role of caregivers in helping patients with (nonpsychotic) TRD to receive treatments. Along with improving patient access to ketamine, payers and policymakers should also consider improving transportation services that help patients get to medical appointments. This would ensure that patients can receive the treatment they need. To our knowledge, no other published studies compared the economic outcomes of ECT and intravenous ketamine treatments. However, a few studies have examined the economic value of ECT or ketamine treatment for patients with (nonpsychotic) TRD relative to other treatment options. Ross et al. found that offering ECT after two failed trials of pharmacotherapy or psychotherapy, which is in alignment with the current clinical practice, is most likely to maximize the treatment's value relative to pharmacotherapy or psychotherapy for the healthcare sector. Brendle et al. found that intravenous ketamine dominates esketamine nasal spray in terms of maximizing the treatment value for patients and healthcare sector. In combination with prior studies, our analysis provides additional evidence suggesting that ketamine can be an attractive treatment option for patients, payers and the society.

LIMITATIONS

Our analysis has several limitations. Our model may overstate the potential benefits of expanded access to ketamine. Our model used findings in Anand et al.that reported lower response of ECT compared with other studies. Mathew et al. attributed the lower ECT response rate in Anand et al.to the possibility that elderly patients and patients in inpatient settings were insufficiently enrolled, and that the trial also excluded patients with psychotic features, who are more likely to respond to ECT treatment. However, results from the one-way sensitivity analysis suggested that the response rate of ECT was not one of the inputs to which the potential benefits of expanded access to ketamine on total societal cost savings are most sensitive. Our cost inputs for intravenous ketamine treatment assumed that payers provide coverage for ketamine infusion, and the reimbursement amount is based on a billing guideline for ketamine infusion. Thus, our estimate of per-session ketamine cost would be a lower bound of the reimbursement amount if ketamine were covered by insurance. Indeed, when using alternative values for reimbursement rates from private insurance, our model suggests higher societal cost savings than those under the Medicare reimbursement rates. Our model includes some simplifying assumptions to reduce the complexity of real-world clinical practice. For example, we assumed indefinite maintenance use, excluded treatment effects on mortality, and assumed that patients who enter 'refuse treatment', 'no-response', or 'relapse' states would remain in these health states until the end of time horizon. However, we applied these assumptions across both treatments (ECT and ketamine) and treatment regimens (SC and expanded access). In clinical practice, these patients may try the other therapy (ECT or ketamine, depending on which they started with) or another type of therapy that is not captured in the model. A more complex model may be needed to compare a range of alternative therapies (such as repetitive transcranial magnetic stimulation or other ketamine administration modalitiessuch as intranasal ketamine, non parenteral ketamine for home use, or ketamine assisted psychotherapy) for TRD or and to fully capture the impacts of the disorder and alternative treatment strategies.

CONCLUSION

By modeling the expanded access to intravenous ketamine to manage nonpsychotic TRD among the eligible patient population per Anand et al., we found that expanded access to ketamine has the potential to increase the number of patients in treatment by 75,000 in the first year and 4292 patients annually in subsequent years. Across all 5 years of the model, the expanded access to ketamine to manage nonpsychotic TRD would decrease the annual costs to payers by $743.7 million and patients by $95.3 million but would impose an additional burden of $10.8 million on caregivers in time cost annually. The expanded access to intravenous ketamine to all eligible patients would result in a net positive savings to the society of $828.2 million annually.

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