Development of a Computerized and Automated Cost-Effectiveness Analysis Application to Aid in Glaucoma Surgical Management.

IF 2 4区 医学 Q2 OPHTHALMOLOGY
Jaideep Prasad, Shefali Sood, Lama A Al-Aswad
{"title":"Development of a Computerized and Automated Cost-Effectiveness Analysis Application to Aid in Glaucoma Surgical Management.","authors":"Jaideep Prasad, Shefali Sood, Lama A Al-Aswad","doi":"10.1097/IJG.0000000000002557","DOIUrl":null,"url":null,"abstract":"<p><strong>Precise: </strong>In this article, we describe the development of validated software that automates cost-effectiveness analyses of minimally invasive glaucoma surgeries based on modifications to robust mathematical models of glaucoma progression and management discussed in previous literature.</p><p><strong>Purpose: </strong>To develop a validated application to streamline use of cost-effectiveness (CE) in clinical management and investigations of minimally invasive glaucoma surgeries (MIGS) in the United States.</p><p><strong>Design: </strong>Automated cost-utility analysis adapted from Markov models described in prior literature.</p><p><strong>Participants: </strong>Patients of ages 65 years and greater with mild to moderate primary open-angle glaucoma irrespective of concurrent visually significant cataract.</p><p><strong>Methods: </strong>Markov models simulating glaucoma progression through 37 states and death were constructed based on previous CE models of minimally invasive trabecular meshwork stents. These states represent combinations of various glaucoma severity (mild, moderate, advanced, and severe/blind) with differences in clinical management, including use of up to 4 medications, selective laser trabeculoplasty, or incisional surgery. These are not mutually exclusive and are based on decisions related to the rate of thinning of the retinal nerve fiber layer. Rather than using fixed sets of transition probabilities for specific surgical interventions, new transition probabilities are dynamically derived based on the expected reduction in intraocular pressure related to visual field mean deviation decline. In addition to the generic MIGS arm, two comparison arms (cataract-surgery or medications-only) are included. Medication reduction, whole costs, and utilities are modifiable inputs in the model. Optimal and worst-case results are determined by uncomplicated or complicated (secondary surgical intervention required/medication nonadherence) intervention outcomes. The model was entirely re-implemented in R and validated by comparing results to TreeAge data.</p><p><strong>Main outcome measures: </strong>Total costs, quality adjusted life years (QALY), and incremental cost-effectiveness ratio (ICER).</p><p><strong>Results: </strong>An optimal-case 35-year CE-analysis of the implantation of Hydrus and iStent inject devices provided values of costs and QALY that were similar to prior data (R vs. TreeAge): Hydrus (Cost: $50446.53 vs. $48026.13; QALY: 12.18 vs. 12.26), iStent inject (Cost: $52323.43 vs. $49599.86; QALY: 12.13 vs. 12.21), cataract (Cost: $54150.56 vs. $54409.25; QALY: 12.03 vs. 12.04). Trends of ICER over time were also very similar.</p><p><strong>Conclusions: </strong>Novel software is available to aid in CE analyses of MIGS with modifiable inputs and outcomes of interest. Such a tool makes CE more accessible for use in clinical management decisions and may guide future investigation.</p>","PeriodicalId":15938,"journal":{"name":"Journal of Glaucoma","volume":" ","pages":""},"PeriodicalIF":2.0000,"publicationDate":"2025-03-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Journal of Glaucoma","FirstCategoryId":"3","ListUrlMain":"https://doi.org/10.1097/IJG.0000000000002557","RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q2","JCRName":"OPHTHALMOLOGY","Score":null,"Total":0}
引用次数: 0

Abstract

Precise: In this article, we describe the development of validated software that automates cost-effectiveness analyses of minimally invasive glaucoma surgeries based on modifications to robust mathematical models of glaucoma progression and management discussed in previous literature.

Purpose: To develop a validated application to streamline use of cost-effectiveness (CE) in clinical management and investigations of minimally invasive glaucoma surgeries (MIGS) in the United States.

Design: Automated cost-utility analysis adapted from Markov models described in prior literature.

Participants: Patients of ages 65 years and greater with mild to moderate primary open-angle glaucoma irrespective of concurrent visually significant cataract.

Methods: Markov models simulating glaucoma progression through 37 states and death were constructed based on previous CE models of minimally invasive trabecular meshwork stents. These states represent combinations of various glaucoma severity (mild, moderate, advanced, and severe/blind) with differences in clinical management, including use of up to 4 medications, selective laser trabeculoplasty, or incisional surgery. These are not mutually exclusive and are based on decisions related to the rate of thinning of the retinal nerve fiber layer. Rather than using fixed sets of transition probabilities for specific surgical interventions, new transition probabilities are dynamically derived based on the expected reduction in intraocular pressure related to visual field mean deviation decline. In addition to the generic MIGS arm, two comparison arms (cataract-surgery or medications-only) are included. Medication reduction, whole costs, and utilities are modifiable inputs in the model. Optimal and worst-case results are determined by uncomplicated or complicated (secondary surgical intervention required/medication nonadherence) intervention outcomes. The model was entirely re-implemented in R and validated by comparing results to TreeAge data.

Main outcome measures: Total costs, quality adjusted life years (QALY), and incremental cost-effectiveness ratio (ICER).

Results: An optimal-case 35-year CE-analysis of the implantation of Hydrus and iStent inject devices provided values of costs and QALY that were similar to prior data (R vs. TreeAge): Hydrus (Cost: $50446.53 vs. $48026.13; QALY: 12.18 vs. 12.26), iStent inject (Cost: $52323.43 vs. $49599.86; QALY: 12.13 vs. 12.21), cataract (Cost: $54150.56 vs. $54409.25; QALY: 12.03 vs. 12.04). Trends of ICER over time were also very similar.

Conclusions: Novel software is available to aid in CE analyses of MIGS with modifiable inputs and outcomes of interest. Such a tool makes CE more accessible for use in clinical management decisions and may guide future investigation.

求助全文
约1分钟内获得全文 求助全文
来源期刊
Journal of Glaucoma
Journal of Glaucoma 医学-眼科学
CiteScore
4.20
自引率
10.00%
发文量
330
审稿时长
4-8 weeks
期刊介绍: The Journal of Glaucoma is a peer reviewed journal addressing the spectrum of issues affecting definition, diagnosis, and management of glaucoma and providing a forum for lively and stimulating discussion of clinical, scientific, and socioeconomic factors affecting care of glaucoma patients.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术官方微信