scholarly journals Cost-effectiveness of Artificial Intelligence for Proximal Caries Detection

2020 ◽  
pp. 002203452097233
Author(s):  
F. Schwendicke ◽  
J.G. Rossi ◽  
G. Göstemeyer ◽  
K. Elhennawy ◽  
A.G. Cantu ◽  
...  

Artificial intelligence (AI) can assist dentists in image assessment, for example, caries detection. The wider health and cost impact of employing AI for dental diagnostics has not yet been evaluated. We compared the cost-effectiveness of proximal caries detection on bitewing radiographs with versus without AI. U-Net, a fully convolutional neural network, had been trained, validated, and tested on 3,293, 252, and 141 bitewing radiographs, respectively, on which 4 experienced dentists had marked carious lesions (reference test). Lesions were stratified for initial lesions (E1/E2/D1, presumed noncavitated, receiving caries infiltration if detected) and advanced lesions (D2/D3, presumed cavitated, receiving restorative care if detected). A Markov model was used to simulate the consequences of true- and false-positive and true- and false-negative detections, as well as the subsequent decisions over the lifetime of patients. A German mixed-payers perspective was adopted. Our health outcome was tooth retention years. Costs were measured in 2020 euro. Monte-Carlo microsimulations and univariate and probabilistic sensitivity analyses were conducted. The incremental cost-effectiveness ratio (ICER) and the cost-effectiveness acceptability at different willingness-to-pay thresholds were quantified. AI showed an accuracy of 0.80; dentists’ mean accuracy was significantly lower at 0.71 (minimum–maximum: 0.61–0.78, P < 0.05). AI was significantly more sensitive than dentists (0.75 vs. 0.36 [0.19–0.65]; P = 0.006), while its specificity was not significantly lower (0.83 vs. 0.91 [0.69–0.98]; P > 0.05). In the base-case scenario, AI was more effective (tooth retention for a mean 64 [2.5%–97.5%: 61–65] y) and less costly (298 [244–367] euro) than assessment without AI (62 [59–64] y; 322 [257–394] euro). The ICER was −13.9 euro/y (i.e., AI saved money at higher effectiveness). In the majority (>77%) of all cases, AI was less costly and more effective. Applying AI for caries detection is likely to be cost-effective, mainly as fewer lesions remain undetected. Notably, this cost-effectiveness requires dentists to manage detected early lesions nonrestoratively.

10.36469/9870 ◽  
2013 ◽  
Vol 1 (3) ◽  
pp. 239-253 ◽  
Author(s):  
Jona T. Stahmeyer ◽  
Svenja Schauer ◽  
Siegbert Rossol ◽  
Hans Heinrich Wedemeyer ◽  
Daniel Wirth ◽  
...  

Background: About 400,000-500,000 people are infected with hepatitis C in Germany. Long-term consequences are the development of liver cirrhosis and hepatocellular carcinoma. The introduction of first generation protease inhibitors has significantly improved the treatment of hepatitis C genotype 1 patients. The aim of the study was to assess the cost-effectiveness of triple therapy with telaprevir in Germany. Methods: We used a Markov model on disease progression and natural history to assess the cost-effectiveness of triple therapy with telaprevir compared to standard treatment with pegylated interferon and ribavirin. Model structure and inputs were discussed with clinical experts. Deterministic and probabilistic sensitivity analyses were performed to verify the robustness of results. Results: The base-case analyses shows that triple therapy results in higher costs (untreated patients: €48,446 vs. €30,691; previously treated patients: €63,228 vs. €48,603) and better outcomes (untreated patients: 16.85 qualily of life years [QALYs] vs. 15.97 QALYs; previously treated patients: 14.16 QALYs vs. 12.89 QALYs). The incremental cost-effectiveness ratio (ICER) was €20,131 per QALY and €30,567 per life year gained (LYG) for previously untreated patients. ICER in treatment experienced patients was €7,664 per QALY for relapse patients, €12,506 per QALY for partial responders and €28,429 per QALY for null responders. Results were robust in sensitivity analyses. Conclusion: Although triple therapy with telaprevir leads to additional costs, there is a high probability of being cost-effective for different thresholds. This health economic analysis makes an important contribution to current debates on cost savings and efficient resource allocation in the German healthcare sector.


2019 ◽  
Vol 21 (Supplement_3) ◽  
pp. iii68-iii69
Author(s):  
X Armoiry ◽  
P Auguste ◽  
C Dussart ◽  
J Guyotat ◽  
M Connock

Abstract BACKGROUND The addition of novel therapy “Tumor-Treating fields” (TTF) to standard radio-chemotherapy with Temozolomide (TMZ) has recently shown superiority over conventional TMZ regimen in patients with glioblastoma. Despite the clinical benefit of TTF, there is a strong concern regarding the cost of this new treatment. A first cost-effectiveness analysis, which was published in 2016, was based on effectiveness outcomes from an interim analysis of the pivotal trial and used a “standard” Markov model. Here, we aimed to update the cost-effectiveness evaluation using a partitioned survival model design and using the latest effectiveness data. MATERIAL AND METHODS A partitioned survival model was developed with three mutually exclusive health states: stable disease, progressive disease, and dead. Parametric models were fitted to the Kaplan-Meier data for overall and progression-free survival. These generated clinically plausible extrapolations beyond the observed data. The perspective of the French national health insurance was adopted and the time horizon was 20 years. Base case results were expressed as cost/life-years (LY) gained (LYG). Secondary analyses were undertaken, with the results presented as cost/per quality adjusted life years (QALY) gained. Last, we undertook deterministic and probabilistic sensitivity analyses. RESULTS After applying 4% annual discounting of benefits and costs, the base case model generated incremental benefit of 0.507 LY at a incremental cost of €258,695 yielding an incremental cost effectiveness ratio (ICER) of €510,273 / LYG. Secondary analyses yielded an ICER of €667,173/QALY. Sensitivity analyses and bootstrapping methods showed the model was relatively robust. The model was sensitive to TTF device costs and the parametric model fitted to the Kaplan-Meier data for overall survival. The cost-effectiveness acceptability curve showed TTF has 0% of being cost-effective under conventional thresholds. CONCLUSION Using a partitioned survival model, uprated costs and more mature survival outcomes, TTF when compared to standard radio-chemotherapy with TMZ is not likely to be cost-effective. This has major implications in terms of access of newly eligible patients


Blood ◽  
2010 ◽  
Vol 116 (21) ◽  
pp. 4962-4962
Author(s):  
Khalid El Ouagari ◽  
Kristen Migliaccio-Walle ◽  
Helen Lau ◽  
Duygu Bozkaya

Abstract Abstract 4962 Introduction: Guidelines for the treatment of MDS recommend iron chelation therapy (ICT) in iron-overloaded lower-risk patients with MDS and candidates for stem cell transplantation. In particular, recent reports indicate that ICT may improve overall survival (OS) in transfusion-dependent patients with low or intermediate-1 (int-1) MDS as per international prognostic scoring system (IPSS) criteria. Deferasirox is a once-daily oral chelator, with easy administration and potentially better compliance. The goal of this study is to evaluate the cost-effectiveness of deferasirox compared to receiving no chelation therapy in transfusion-dependent patients with lower-risk MDS from a Canadian healthcare system perspective. Methods: A Markov model was developed to evaluate the cost-effectiveness of deferasirox compared to receiving no chelation therapy in transfusion-dependent patients with lower-risk (eg, IPSS low or int-1) MDS. The data used in the model were obtained from published or presented studies. Model outcomes, including life years (LY) gained, quality-adjusted life years (QALYs) gained, developing complications of iron overload, progressing to acute myeloid leukemia (AML), death, and direct medical costs of ICT, transfusion, complications and AML, were estimated for each treatment group based on a simulation of 1000 patient lives. Finally, incremental cost-effectiveness ratios (ICER) were calculated as the ratio of total medical costs to LY and QALY gains. Extensive one-way sensitivity analyses were performed to examine the effects of changes in key model parameters. Probabilistic sensitivity analyses were also performed. The outcomes of the model were evaluated over a 20-year time frame and discounted annually at the rate of 5%. Costs are reported in 2009 Canadian dollars (CAD$). Results: Under base case assumptions, patients receiving deferasirox were less likely to progress to cardiac disease, AML, and death compared to patients receiving no chelation therapy. Adding deferasirox was projected to increase OS by 4.46 years (undiscounted); discounting for time, OS was projected to be increased by 2.93 years. Furthermore, undiscounted QALYs were increased by 4.20 years and discounted QALYs, by 2.99 years. The clinical benefits of deferasirox are obtained at an additional expected discounted total lifetime cost of CAD$185,429. The incremental cost-effectiveness ratios were therefore estimated to be CAD$62,001/QALY gained and CAD$63,286/LY saved. Deterministic sensitivity analyses showed the base case results to be robust with respect to variations in assumptions and estimates. The cost-effectiveness acceptability curve shows that deferasirox was preferred to no treatment in 96% of simulations when the willingness to pay for a QALY was CAD$100,000. Conclusion: The results of our analysis indicate that deferasirox offers a cost-effective treatment option for patients with lower-risk MDS as the ICER is within the thresholds that are considered acceptable (ie, $50,000 to $100,000 per QALY gained), from a Canadian healthcare system perspective. Additional clinical studies are ongoing to evaluate event-free survival with deferasirox in patients with lower-risk MDS and transfusional iron overload. Disclosures: El Ouagari: Novartis: Employment. Migliaccio-Walle: Novartis: Research Funding. Lau: Novartis: Employment. Bozkaya: Novartis: Research Funding.


2014 ◽  
Vol 32 (3_suppl) ◽  
pp. 272-272
Author(s):  
Thejus T. Jayakrishnan ◽  
Hasan Nadeem ◽  
Ryan Thomas Groeschl ◽  
Anthony J Zacharias ◽  
T. Clark Gamblin ◽  
...  

272 Background: In addition to a diagnostic laparoscopy (DL), aroutine laparoscopic ultrasound (LUS) has been proposed to identify undetected hepatic metastases and/or anatomically advanced disease in patients with T2 or higher gall bladder cancer (GBC) planned for surgical resection. It was hypothesized that a routine LUS is not a cost-effective strategy for these patients. Methods: Decision tree modeling was undertaken to compare DL-LUS vs. DL at the time of definitive resection of GBC (with no prior cholecystectomy). Costs in US dollars (payers’ perspective), quality-adjusted-life-weeks (QALWs) and incremental-cost-effectiveness-ratios (ICER) were calculated (horizon: 6 weeks, willingness-to-pay: $1,000/QALW or $50,000/ QALY). Results: DL-LUS was cost effective at the base case scenario (costs: $30,838 for DL vs. $30,791 for DL-LUS and effectiveness 3.81 QALWs DL vs. 3.82 QALW DL-LUS, resulting in a cost reduction of $9,220 per quality adjusted life week gained (or $479,469 per QALY). DL-LUS became less cost effective as the cost of ultrasound increased (threshold: $163.18) or the probability of exclusion from resection decreased (threshold 0.29) (Table represents the results of univariate analyses). Conclusions: Routine LUS with diagnostic laparoscopy for the assessment of resectability and exclusion of metastases is cost effective for patients with GBC. Until improvements in pre-operative imaging occur to decrease the probability of exclusion, this appears to be a feasible strategy. [Table: see text]


1993 ◽  
Vol 4 (4) ◽  
pp. 1021-1027
Author(s):  
J C Hornberger

Case-mix adjusted mortality rates for patients undergoing hemodialysis for ESRD increased during the 1980s, despite the introduction of advanced dialysis technologies. Variations in dialysis practices suggest that excess mortality may be caused by inadequate uremic-toxin clearances. Cost-effectiveness analysis was used to assess whether attempts to improve uremic-toxin clearance are cost effective, assuming that these therapies are clinically effective. The medical literature was surveyed by the use of MEDLINE to assess the likelihood of clinical outcomes on the basis of the type of treatment given to the patient. Options considered in the model were delivered fractional urea clearance (Kt/V), dialysis-treatment duration, type of dialyzer membrane, dialysate, and ultrafiltration. Clinical outcomes included in the model were survival, severity of uremic symptoms, hospital days per year, and intradialytic hypotension and symptoms. Lifetime costs were calculated from data collected from a northern California dialysis center and abstracted from the literature. In the base-case scenario, it was assumed that increasing Kt/V to levels greater than 1 was effective in reducing morbidity and mortality. Under these assumptions, outpatient cost increased significantly, but the cost effectiveness of Kt/V equal to 1.5 was less than $50,000 per quality-adjusted life-year saved. These calculations indicate that, if higher levels of Kt/V prove clinically effective, they are also cost effective.


2021 ◽  
Vol 21 (1) ◽  
Author(s):  
Kinza Degerlund Maldi ◽  
Peter Asellus ◽  
Anna Myléus ◽  
Fredrik Norström

Abstract Background Electroconvulsive therapy (ECT) has long been used for treating individuals with treatment-resistant depression (TRD). Esketamine has recently emerged as a new treatment for TRD due to its rapid antidepressant effects. To further inform the decision regarding choice of treatment, this paper aims to evaluate whether ECT or esketamine is the more cost-effective option. Methods The cost-effectiveness was derived as cost per quality-adjusted life-year (QALY) using a Markov model from a societal and life-time perspective. The incremental cost-effectiveness ratio (ICER) was calculated. Health states included different depression and remission states and death. Data to populate the model was derived from randomised controlled trials and other research. Various sensitivity analyses were carried out to test the robustness of the model. Results The base case scenario shows that ECT is cost-effective compared to esketamine and yields more QALYs at a lower cost. The sensitivity analysis shows that ECT is cost-effective in all scenarios and ECT dominates esketamine in 12 scenarios. Conclusions This study found that, from a cost-effectiveness point of view, ECT should be the first-hand option for individuals with TRD, when other first line treatments have failed. Considering the lack of economic evaluation of ECT and esketamine, this study is of great value to decision makers.


2021 ◽  
Vol 9 (10_suppl5) ◽  
pp. 2325967121S0029
Author(s):  
Drake LeBrun ◽  
Jake Feingold ◽  
Stephanie Swenson-Buza ◽  
Simone Gruber ◽  
Elizabeth Dennis ◽  
...  

Objectives: Treatment options for articular cartilage lesions of the patella have evolved over the past several years due to the development of novel cell-based cartilage restoration techniques, including particulated juvenile allograft cartilage (PJAC) and matrix-induced autologous chondrocyte implantation (MACI). The objective of this study was to evaluate the cost -effectiveness of these modalities in the management of patellar cartilage defects. Methods: A Markov state-transition model was utilized to evaluate the cost-effectiveness of three strategies for patients with patellar chondral lesions: (1) nonoperative management, (2) PJAC, and (3) MACI. Probabilities, health utilities, and costs of surgical procedures and rehabilitation protocols were derived from institutional data and literature review. Effectiveness was assessed using quality-adjusted life-year (QALY). Cost-effectiveness was evaluated from societal and payer perspectives over a 15-year time horizon. The principal outcome measure was the incremental cost-effectiveness ratio (ICER). Sensitivity analyses were performed on pertinent model parameters to assess their effect on base case conclusions. Results: From a societal perspective, nonoperative management, PJAC, and MACI cost $4,140, $52,683, and $83,073 respectively. Nonoperative management, PJAC, and MACI were associated with 4.91, 7.07, and 7.79 QALYs gained, respectively. Therefore, PJAC and MACI were cost-effective relative to nonoperative management (ICERs $22,527/QALY and $27,456/QALY, respectively; Figure 1). Although MACI was more cost-effective than PJAC in the base case, this was strongly sensitive to the estimated probabilities of full versus intermediate benefit following PJAC and MACI (Table 1). If the probabilities of full and intermediate benefit following PJAC were assumed to be the same as those following MACI (i.e., PJAC and MACI were equally effective), then PJAC dominated MACI by being cheaper and more effective. At a $100,000/QALY willingness-to-pay threshold, MACI, PJAC, and nonoperative management were the preferred strategies in 63%, 33%, and 4% of the Monte Carlo probabilistic sensitivity analyses, respectively (Figures 2 and 3). Similar results were seen from a payer perspective. Conclusions: In the management of symptomatic patellar cartilage defects, PJAC and MACI were both cost-effective compared to nonoperative treatment in the management of symptomatic patellar cartilage defects; however, MACI was the preferred strategy in our base-case analysis. The cost-effectiveness of PJAC compared to MACI depended heavily on the probability of achieving full versus intermediate benefit after PJAC and MACI.


2021 ◽  
Author(s):  
Antonio Maria Fea ◽  
Francesco Cattel ◽  
Stefano Gandolfi ◽  
Giorgio Buseghin ◽  
Gianluca Furneri ◽  
...  

Abstract BackgroundGlaucoma is a disease characterized by progressive damage of the optic nerve. Several therapeutic options are available to lower intraocular pressure (IOP). In primary open-angle glaucoma (POAG) patients with inadequate IOP control (or controlled with multiple medical therapies or for whom medical therapy is contraindicated), the implantation of micro-invasive glaucoma surgery devices (MIGS) and concomitant cataract surgery has proved to be more effective in reducing intraocular pressure (IOP), as compared to cataract surgery alone. The objective of this study is to assess the cost-effectiveness of iStent inject® device with concurrent cataract surgery vs. cataract surgery alone, in patients with mild-to-moderate POAG, adopting the Italian National Health Service (NHS) perspective.MethodsSimulation of outcomes and costs was undertaken using a Markov model with 4 health states and one-month cycles, that is used to simulate the prognosis of these patients. Efficacy data were obtained from the randomized clinical trial (RCT). A lifetime horizon was adopted in the analysis. A discount rate of 3.5% was applied to both costs and effects. The Italian National Healthcare Service (NHS) perspective was considered, therefore only healthcare direct costs (acquisition of main interventions and subsequent procedures; medications; monitoring and follow-up; adverse events). Model robustness was tested through sensitivity analyses. ResultsResults of the base-case analysis showed that the total lifetime costs were higher in the iStent inject® + concurrent cataract surgery, compared with the cataract surgery alone group (€8,368.51 vs. €7,134.71 respectively). iStent inject® + concurrent cataract surgery was cost-effective vs. cataract surgery alone, with an incremental cost-effectiveness ratio of €13,037.01 per quality-adjusted life year (QALY) gained. Both one-way deterministic and probabilistic sensitivity analyses confirmed robustness of base-case results. The acceptability curve of cost-effectiveness (CEAC) analysis showed that iStent inject® + cataract surgery would have a 98% probability of being cost-effective, compared to cataract surgery alone, when the willingness to pay (WTP) is equal to €50,000 per QALY gained.ConclusionsThe results of the cost-utility analysis confirm that iStent inject® + cataract surgery is a cost-effective option for the treatment of patients affected by mild-to-moderate POAG, compared with cataract surgery alone, when evaluated from the Italian NHS perspective. Trial registration: Not applicable


2020 ◽  
Author(s):  
Akash R Wasil ◽  
Corinne Kacmarek ◽  
Tom L Osborn ◽  
Emma Palermo ◽  
Robert DeRubeis ◽  
...  

Objective: To evaluate the costs and cost-effectiveness of Shamiri-Digital, an online single-session intervention (SSI) for depression among Kenyan adolescents. Method: Data were drawn from a randomized clinical trial with n=103 Kenyan high school students (64% female, Mage=15.5). All students were eligible to participate, regardless of baseline depression symptomatology. We estimated delivery costs in 2020 US dollars from multiple perspectives. To account for uncertainty, we performed sensitivity analyses with different cost assumptions and definitions of effectiveness. Using number needed to treat (NNT) estimates, we also evaluated the cost required to achieve a clinically meaningful reduction in depressive symptoms.Results: In the base-case (the most realistic cost estimate), it cost US $3.57 per student to deliver Shamiri-Digital. Depending on the definition of clinically meaningful improvement, 7.1 to 9.7 students needed to receive the intervention for one student to experience a clinically meaningful improvement, which translated to a cost of US $25.35 to US $34.62 per student. Under a worst-case scenario (i.e., assuming the highest treatment cost and the strictest effectiveness definition), the cost to achieve clinically meaningful improvement was US $92.05 per student.Conclusions: Shamiri-Digital is a low-cost intervention for reducing depression symptomatology, especially relative to traditional psychotherapies. The public health benefit of empirically supported SSIs could be especially important in low-income countries, where funding for mental health care is most limited. Future research can compare the cost-effectiveness of online SSIs to higher-cost treatments and estimate the robustness of Shamiri-Digital’s effects over a longer time horizon.


BMJ Open ◽  
2019 ◽  
Vol 9 (11) ◽  
pp. e031186 ◽  
Author(s):  
Y Jiang ◽  
Weiyi Ni ◽  
Jing Wu

ObjectivesTo evaluate the cost-effectiveness of the 9-valent human papillomavirus (HPV) vaccine for the prevention of cervical cancer in China.DesignHealth economic modelling using the Papillomavirus Rapid Interface for Modelling and Economics (PRIME) model populated with China-specific data.SettingIndividual cervical cancer prevention in China using the 9-valent HPV vaccine from the perspective of private sector purchasers in relation to receiving other HPV vaccines and not receiving vaccination for 16-year-old girls in China who had not been previously infected with HPV.ParticipantsNot applicable.InterventionsVaccination using the 9-valent, the quadrivalent and the bivalent vaccines.Primary outcome measureIncremental costs per disability-adjusted life year (DALY) prevented.ResultsIn the base case, the incremental costs per DALY prevented were, respectively, US$35 000 and US$50 455 compared with the quadrivalent and the bivalent vaccines, both of which were above the cost-effective threshold of US$25 920/DALY prevented. To be cost-effective in these comparisons, the 9-valent vaccine should be priced at $550 and $450 for the full doses, respectively. To be highly cost-effective, the price thresholds were $435 and $335. The incremental costs per DALY prevented in relation to no vaccination was US$23 012, making the 9-valent vaccine marginally cost-effective. The results were robust in most one-way sensitivity analyses including changing vaccination age to 13 and 26 years.ConclusionsAt the current price, the 9-valent HPV vaccine is not cost-effective compared with the quadrivalent and the bivalent vaccines for young girls in China who had not been previously infected with HPV. Policymakers and clinicians should keep potential vaccine recipients informed about the economic profile of the 9-valent vaccine and carefully consider expanding its use in China at the current price.


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