Global Health Outcomes, Eli Lilly and Company , Indianapolis, IN , USA.
J Med Econ. 2014 Jan;17(1):21-31. doi: 10.3111/13696998.2013.862538. Epub 2013 Nov 21.
To examine changes in glycemic control for patients with type 2 diabetes mellitus (T2DM) after initiation of basal insulin and factors associated with improved glycemic control.
An analysis of retrospective medical records of patients with T2DM was examined using Humedica's electronic medical records database (January 2007-August 2012). Patients with T2DM, initiating basal insulin, age ≥ 21 years, with a recorded HbA1c test in both the 1 year prior and the 2 years post-initiation were included. A multivariate regression examined factors associated with changes in glycemic control. Logistic regressions examined factors associated with improvements or worsening of glycemic control, compared to relatively unchanged glycemic control.
Many (14,457) individuals met the inclusion-exclusion criteria. Multivariate analyses revealed that older age (p < 0.0001), residence in the Western region of the US (vs South) (p < 0.0001), Medicare insurance vs Medicaid or being uninsured (p = 0.0138), and higher household income (p = 0.0065) were associated with improved glycemic control. Patients diagnosed with comorbid peripheral vascular disease (p = 0.0072), cancer (p = 0.0019), obesity (p = 0.0002), moderate (p = 0.0103), and severe chronic kidney disease (p < 0.0001), or end-stage renal disease (p = 0.0075) in the pre-period were found to have significantly improved glycemic control in the post-period. Use of prandial insulin (p = 0.0087), pre-mix insulin (p = 0.0003) in the pre-period, a higher pre-period HbA1c score (p < 0.0001), and longer duration between pre-period and post-period HbA1c testing (p < 0.0001) were significantly associated with higher HbA1c levels in the post-period.
Analyses rely on electronic medical records which cannot capture patient healthcare utilization occurring outside of the data capture system. Analyses do not control for insulin dosage or type of basal insulin prescribed.
Among patients with T2DM treated with basal insulin, a number of factors may influence glycemic outcomes. These findings suggest a role for a more personalized approach to the treatment of patients with T2DM.
研究 2 型糖尿病(T2DM)患者起始基础胰岛素后血糖控制的变化情况,以及与血糖控制改善相关的因素。
对 Humedica 电子病历数据库(2007 年 1 月至 2012 年 8 月)中 T2DM 患者的回顾性病历进行分析。纳入年龄≥21 岁、起始基础胰岛素治疗、1 年前及起始后 2 年内均有 HbA1c 检测记录的 T2DM 患者。采用多元回归分析血糖控制改善相关的因素。采用逻辑回归分析与血糖控制改善或恶化相关的因素,与血糖控制相对不变相比。
共纳入 14457 名符合纳入排除标准的患者。多变量分析显示,年龄较大(p<0.0001)、居住在美国西部(vs 南部)(p<0.0001)、医疗保险(vs 医疗补助或无保险)(p=0.0138)和较高的家庭收入(p=0.0065)与血糖控制改善相关。与血糖控制相对不变相比,患有合并症外周血管疾病(p=0.0072)、癌症(p=0.0019)、肥胖(p=0.0002)、中度(p=0.0103)和重度慢性肾脏病(p<0.0001)或终末期肾病(p=0.0075)的患者,在治疗后其血糖控制明显改善。在治疗前使用餐时胰岛素(p=0.0087)、预混胰岛素(p=0.0003)、较高的治疗前 HbA1c 评分(p<0.0001)以及治疗前和治疗后 HbA1c 检测之间的时间较长(p<0.0001),与治疗后 HbA1c 水平较高显著相关。
分析依赖于电子病历,无法捕捉数据采集系统之外的患者医疗保健利用情况。分析未控制胰岛素剂量或基础胰岛素的类型。
在接受基础胰岛素治疗的 T2DM 患者中,许多因素可能会影响血糖结果。这些发现表明,在治疗 T2DM 患者时,可以采用更个性化的方法。