Medical Decision Modeling Inc., 201 N. Illinois St., Ste. 1245, Indianapolis, IN 46204.
J Manag Care Spec Pharm. 2014 Sep;20(9):968-84. doi: 10.18553/jmcp.2014.20.9.968.
The treatment for patients with type 2 diabetes mellitus (T2DM) follows a stepwise progression. As a treatment loses its effectiveness, it is typically replaced with a more complex and frequently more costly treatment. Eventually this progression leads to the use of basal insulin typically with concomitant treatments (e.g., metformin, a GLP-1 RA [glucagon-like peptide-1 receptor agonist], a TZD [thiazolidinedione] or a DPP-4i [dipeptidyl peptidase 4 inhibitor]) and, ultimately, to basal-bolus insulin in some forms. As the cost of oral antidiabetics (OADs) and noninsulin injectables have approached, and in some cases exceeded, the cost of insulin, we reexamined the placement of insulin in T2DM treatment progression. Our hypothesis was that earlier use of insulin produces clinical and cost benefits due to its superior efficacy and treatment scalability at an acceptable cost when considered over a 5-year period.
To (a) estimate clinical and payer cost outcomes of initiating insulin treatment for patients with T2DM earlier in their treatment progression and (b) estimate clinical and payer cost outcomes resulting from delays in escalating treatment for T2DM when indicated by patient hemoglobin A1c levels.
We developed a Monte Carlo microsimulation model to estimate patients reaching target A1c, diabetes-related complications, mortality, and associated costs under various treatment strategies for newly diagnosed patients with T2DM. Treatment efficacies were modeled from results of randomized clinical trials, including the time and rate of A1c drift. A typical treatment progression was selected based on the American Diabetes Association and the European Association for the Study of Diabetes guidelines as the standard of care (SOC). Two treatment approaches were evaluated: two-stage insulin (basal plus antidiabetics followed by biphasic plus metformin) and single-stage insulin (biphasic plus metformin). For each approach, we analyzed multiple strategies. For each analysis, treatment steps were sequentially and cumulatively removed from the SOC until only the insulin steps remained. Delays in escalating treatment were evaluated by increasing the minimum time on a treatment within each strategy. The analysis time frame was 5 years.
Relative to SOC, the two-stage insulin approach resulted in 0.10% to 1.79% more patients achieving target A1c (<7.0%), at incremental costs of $95 to $3,267. (The ranges are due to the different strategies within the approach.) With the single-stage approach, 0.50% to 2.63% more patients achieved the target A1c compared with SOC at an incremental cost of -$1,642 to $1,177. Major diabetes-related complications were reduced by 0.38% to 17.46% using the two-stage approach and 0.72% to 25.92% using the single-stage approach. Severe hypoglycemia increased by 17.97% to 60.43% using the two-stage approach and 6.44% to 68.87% using the single-stage approach. In the base case scenario, the minimum time on a specific treatment was 3 months. When the minimum time on each treatment was increased to 12 months (i.e., delayed), patients reaching A1c targets were reduced by 57%, complications increased by 13% to 76%, and mortality increased by 8% over 5 years when compared with the base case for the SOC. However, severe hypoglycemic events were reduced by 83%.
As insulin was advanced earlier in therapy in the two-stage and single-stage approaches, patients reaching their A1c targets increased, severe hypoglycemic events increased, and diabetes-related complications and mortality decreased. Cost savings were estimated for 3 (of 4) strategies in the single-stage approach. Delays in treatment escalation substantially reduced patients reaching target A1c levels and increased the occurrence of major nonhypoglycemic diabetic complications. With the exception of substantial increases in severe hypoglycemic events, earlier use of insulin mitigates the clinical consequences of these delays.
2 型糖尿病(T2DM)患者的治疗遵循逐步进展的原则。随着一种治疗方法的效果降低,通常会用更复杂、更昂贵的治疗方法来替代。最终,这一进展导致使用基础胰岛素,通常还会同时使用其他治疗药物(如二甲双胍、GLP-1RA[胰高血糖素样肽-1 受体激动剂]、TZD[噻唑烷二酮]或 DPP-4i[二肽基肽酶 4 抑制剂]),最终在某些情况下会使用基础-餐时胰岛素。随着口服降糖药(OAD)和非胰岛素注射剂的成本接近,在某些情况下甚至超过了胰岛素的成本,我们重新审视了胰岛素在 T2DM 治疗进展中的位置。我们的假设是,由于胰岛素在 5 年内具有更好的疗效和治疗可扩展性,并且成本可以接受,因此早期使用胰岛素可以带来临床和成本效益。
(a)评估 T2DM 患者在治疗进展早期使用胰岛素治疗的临床和支付方成本结果;(b)评估当患者的血红蛋白 A1c 水平表明需要升级治疗时,延迟升级治疗对 T2DM 的临床和支付方成本结果的影响。
我们开发了一个蒙特卡罗微观模拟模型,以估计新诊断的 T2DM 患者在各种治疗策略下达到目标 A1c、糖尿病相关并发症、死亡率和相关成本的情况。治疗效果是根据随机临床试验的结果建模的,包括 A1c 漂移的时间和速率。根据美国糖尿病协会和欧洲糖尿病研究协会的指南,选择了一种典型的治疗进展作为标准治疗(SOC)。评估了两种治疗方法:两阶段胰岛素(基础加降糖药,然后是双相加二甲双胍)和单阶段胰岛素(双相加二甲双胍)。对于每种方法,我们分析了多种策略。对于每种分析,从 SOC 中逐步和累积地去除治疗步骤,直到只剩下胰岛素步骤。通过增加每种策略中每种治疗的最小时间来评估延迟升级治疗的情况。分析时间框架为 5 年。
与 SOC 相比,两阶段胰岛素方法使达到目标 A1c(<7.0%)的患者比例增加了 0.10%至 1.79%,增量成本为 95 美元至 3267 美元。(范围是由于该方法内的不同策略造成的。)使用单阶段方法,与 SOC 相比,有 0.50%至 2.63%的患者达到了目标 A1c,增量成本为-1642 美元至 1177 美元。使用两阶段方法可降低 0.38%至 17.46%的主要糖尿病相关并发症,使用单阶段方法可降低 0.72%至 25.92%的主要糖尿病相关并发症。严重低血糖发生率使用两阶段方法增加了 17.97%至 60.43%,使用单阶段方法增加了 6.44%至 68.87%。在基本情况下,每种治疗的最小时间为 3 个月。当每种治疗的最小时间增加到 12 个月(即延迟)时,与 SOC 的基本情况相比,达到 A1c 目标的患者减少了 57%,并发症增加了 13%至 76%,死亡率增加了 8%,而严重低血糖事件减少了 83%。
在两阶段和单阶段方法中,随着胰岛素在治疗中的提前应用,达到 A1c 目标的患者增加,严重低血糖事件增加,糖尿病相关并发症和死亡率降低。在单阶段方法的 4 种策略中,有 3 种(占 4 种)估计有成本节约。治疗升级的延迟大大降低了达到目标 A1c 水平的患者数量,并增加了主要非低血糖性糖尿病并发症的发生。除了严重低血糖事件的大量增加外,早期使用胰岛素减轻了这些延迟的临床后果。