Department of Regulatory Science, Graduate School, Kyung Hee University, Seoul, Republic of Korea.
Institute of Regulatory Innovation through Science, Kyung Hee University, Seoul, Republic of Korea.
JMIR Public Health Surveill. 2024 Oct 8;10:e56741. doi: 10.2196/56741.
Diabetic macular edema (DME), a leading cause of blindness, requires treatment with costly drugs, such as anti-vascular endothelial growth factor (VEGF) agents. The prolonged use of these effective but expensive drugs results in an incremental economic burden for patients with DME compared with those with diabetes mellitus (DM) without DME. However, there are no studies on the long-term patient-centered economic burden of DME after reimbursement for anti-VEGFs.
This retrospective cohort study aims to estimate the 3-year patient-centered economic burden of DME compared with DM without DME, using the Common Data Model.
We used medical data from 1,903,603 patients (2003-2020), transformed and validated using the Observational Medical Outcomes Partnership Common Data Model from Seoul National University Bundang Hospital. We defined the group with DME as patients aged >18 years with nonproliferative diabetic retinopathy and intravitreal anti-VEGF or steroid prescriptions. As control, we defined the group with DM without DME as patients aged >18 years with DM or diabetic retinopathy without intravitreal anti-VEGF or steroid prescriptions. Propensity score matching, performed using a regularized logistic regression with a Laplace prior, addressed selection bias. We estimated direct medical costs over 3 years categorized into total costs, reimbursement costs, nonreimbursement costs, out-of-pocket costs, and costs covered by insurance, as well as healthcare resource utilization. An exponential conditional model and a count model estimated unbiased incremental patient-centered economic burden using generalized linear models and a zero-inflation model.
In a cohort of 454 patients with DME matched with 1640 patients with DM, the economic burden of DME was significantly higher than that of DM, with total costs over 3 years being 2.09 (95% CI 1.78-2.47) times higher. Reimbursement costs were 1.89 (95% CI 1.57-2.28) times higher in the group with DME than with the group with DM, while nonreimbursement costs were 2.54 (95% CI 2.12-3.06) times higher. Out-of-pocket costs and costs covered by insurance were also higher by a factor of 2.11 (95% CI 1.58-2.59) and a factor of 2.01 (95% CI 1.85-2.42), respectively. Patients with DME had a significantly higher number of outpatient (1.87-fold) and inpatient (1.99-fold) visits compared with those with DM (P<.001 in all cases).
Patients with DME experience a heightened economic burden compared with diabetic patients without DME. The substantial and enduring economic impact observed in real-world settings underscores the need to alleviate patients' burden through preventive measures, effective management, appropriate reimbursement policies, and the development of innovative treatments. Strategies to mitigate the economic impact of DME should include proactive approaches such as expanding anti-VEGF reimbursement criteria, approving and reimbursing cost-effective drugs such as bevacizumab, advocating for proactive eye examinations, and embracing early diagnosis by ophthalmologists facilitated by cutting-edge methodologies such as artificial intelligence for patients with DM.
糖尿病性黄斑水肿(DME)是失明的主要原因,需要使用昂贵的药物进行治疗,如抗血管内皮生长因子(VEGF)药物。与没有 DME 的糖尿病患者相比,这些有效但昂贵的药物的长期使用会给 DME 患者带来额外的经济负担。然而,对于抗 VEGF 药物报销后 DME 的长期以患者为中心的经济负担,目前尚无研究。
本回顾性队列研究旨在使用通用数据模型(CDM)估计与没有 DME 的糖尿病患者相比,DME 的 3 年以患者为中心的经济负担。
我们使用了来自首尔国立大学盆唐医院的 1,903,603 名患者(2003-2020 年)的医疗数据,使用观察医疗结果伙伴关系通用数据模型进行了转换和验证。我们将患有 DME 的组定义为年龄大于 18 岁、患有非增殖性糖尿病性视网膜病变和玻璃体内抗 VEGF 或类固醇处方的患者。作为对照,我们将没有 DME 的糖尿病患者组定义为年龄大于 18 岁、患有糖尿病或糖尿病性视网膜病变但没有玻璃体内抗 VEGF 或类固醇处方的患者。使用带有拉普拉斯先验的正则化逻辑回归进行倾向评分匹配,以解决选择偏差问题。我们根据总费用、报销费用、非报销费用、自付费用和保险覆盖费用,以及医疗资源利用情况,对 3 年内的直接医疗费用进行了分类。使用广义线性模型和零膨胀模型的指数条件模型和计数模型估计了无偏的以患者为中心的经济负担增量。
在一组 454 名 DME 患者与 1640 名没有 DME 的糖尿病患者的队列中,DME 的经济负担明显高于糖尿病,3 年内的总费用高 2.09 倍(95%CI 1.78-2.47)。DME 组的报销费用比糖尿病组高 1.89 倍(95%CI 1.57-2.28),而非报销费用高 2.54 倍(95%CI 2.12-3.06)。自付费用和保险覆盖费用也分别高出 2.11 倍(95%CI 1.58-2.59)和 2.01 倍(95%CI 1.85-2.42)。与糖尿病患者相比,DME 患者的门诊就诊(1.87 倍)和住院就诊(1.99 倍)次数明显更多(所有情况均 P<.001)。
与没有 DME 的糖尿病患者相比,DME 患者的经济负担更高。在现实环境中观察到的实质性和持久的经济影响突出表明,需要通过预防措施、有效的管理、适当的报销政策和创新治疗方法来减轻患者的负担。减轻 DME 经济影响的策略应包括积极的方法,例如扩大抗 VEGF 报销标准、批准和报销贝伐珠单抗等具有成本效益的药物、倡导积极的眼科检查,并通过人工智能等前沿方法为糖尿病患者尽早诊断。