Analytica International, New York, NY, USA.
Int J Clin Pract. 2011 Apr;65(4):408-14. doi: 10.1111/j.1742-1241.2010.02590.x.
To assess diabetes treatment preferences with a focus on patient barriers to insulin treatment.
A questionnaire using indirect and direct methods was administered as part of the International Diabetes Management Practices Study (IDMPS). Discrete choice modelling was used to assess how product attributes influence patients' preferences for diabetes treatment. A multinomial logit model was used to find the odds ratio for each parameter, representing the probability of selecting a chosen alternative given a choice set. This allowed for the derivation of relative attribute importance, an indication of how influential product attributes are in the respondents' choices.
The IDMPS questionnaire was administered to 14,033 individuals with diabetes in 18 countries. The majority of respondents were women (53%) and had Type 2 diabetes mellitus (T2DM; 85%). Across subgroups, administration (i.e. oral vs. injection) was a driver of preference. Patient preferences varied according to diabetes type; individuals with T2DM assigned much higher relative importance to administration than those with Type 1 diabetes mellitus (T1DM; 30.86% vs. 4.99%; p<0.0001). Individuals with T2DM treated with insulin placed less importance on administration than insulin-naïve T2DM patients (3.09% vs. 47.48%; p<0.0001). Diabetes education also had a significant effect on the priority given to administration between T2DM patients who received diabetes training and those who did not (28.21% vs. 33.68%, respectively; p<0.0001).
The insulin barriers perceived by patients with diabetes evolved with their disease experience. While administration was the primary preference driver for insulin-naïve patients, patients were increasingly concerned with more clinically relevant barriers as they gained experience with insulin. This finding suggests that patients using insulin understand the importance of achieving an optimal balance between safety and efficacy.
评估糖尿病治疗偏好,重点关注患者对胰岛素治疗的障碍。
作为国际糖尿病管理实践研究(IDMPS)的一部分,使用间接和直接方法进行了问卷调查。离散选择模型用于评估产品属性如何影响患者对糖尿病治疗的偏好。多项逻辑回归模型用于寻找每个参数的优势比,代表给定选择集选择所选替代方案的概率。这允许得出相对属性重要性,表明产品属性对受访者选择的影响程度。
在 18 个国家/地区对 14033 名患有糖尿病的个体进行了 IDMPS 问卷调查。大多数受访者为女性(53%),患有 2 型糖尿病(T2DM;85%)。在各个亚组中,给药途径(即口服与注射)是偏好的驱动因素。患者的偏好因糖尿病类型而异;T2DM 患者比 1 型糖尿病(T1DM)患者赋予给药途径更高的相对重要性(30.86%比 4.99%;p<0.0001)。接受胰岛素治疗的 T2DM 患者比胰岛素初治 T2DM 患者对给药途径的重视程度较低(3.09%比 47.48%;p<0.0001)。糖尿病教育对接受糖尿病培训的 T2DM 患者和未接受培训的患者在给药途径方面的重视程度也有显著影响(分别为 28.21%和 33.68%;p<0.0001)。
糖尿病患者感知到的胰岛素障碍随着疾病经历而演变。虽然给药途径是胰岛素初治患者的主要偏好驱动因素,但随着患者使用胰岛素经验的增加,他们越来越关注更具临床相关性的障碍。这一发现表明,使用胰岛素的患者了解在安全性和疗效之间取得最佳平衡的重要性。