Presidio Ospedaliero di Cittadella, Cittadella, Padua, Italy.
Humanitas Research Hospital, Rozzano, MI, Italy.
Acta Diabetol. 2018 Jun;55(6):557-568. doi: 10.1007/s00592-018-1124-0. Epub 2018 Mar 12.
There is an unmet need among healthcare providers to identify subgroups of patients with type 2 diabetes who are most likely to respond to treatment.
Data were taken from electronic medical records of participants of an observational, retrospective study in Italy. We used logistic regression models to assess the odds of achieving glycated haemoglobin (HbA) reduction ≥ 1.0% point after 12-month treatment with liraglutide (primary endpoint), according to various patient-related factors. RECursive Partitioning and AMalgamation (RECPAM) analysis was used to identify distinct homogeneous patient subgroups with different odds of achieving the primary endpoint.
Data from 1325 patients were included, of which 577 (43.5%) achieved HbA reduction ≥ 1.0% point (10.9 mmol/mol) after 12 months. Logistic regression showed that for each additional 1% HbA at baseline, the odds of reaching this endpoint were increased 3.5 times (95% CI: 2.90-4.32). By use of RECPAM analysis, five distinct responder subgroups were identified, with baseline HbA and diabetes duration as the two splitting variables. Patients in the most poorly controlled subgroup (RECPAM Class 1, mean baseline HbA > 9.1% [76 mmol/mol]) had a 28-fold higher odds of reaching the endpoint versus patients in the best-controlled group (mean baseline HbA ≤ 7.5% [58 mmol/mol]). Mean HbA reduction from baseline was as large as - 2.2% (24 mol/mol) in the former versus - 0.1% (1.1 mmol/mol) in the latter. Mean weight reduction ranged from 2.5 to 4.3 kg across RECPAM subgroups.
Glycaemic response to liraglutide is largely driven by baseline HbA levels and, to a lesser extent, by diabetes duration.
医疗保健提供者需要识别出 2 型糖尿病患者亚组,这些患者最有可能对治疗产生反应,但目前这方面的需求尚未得到满足。
数据来自意大利一项观察性、回顾性研究的参与者电子病历。我们使用逻辑回归模型,根据各种患者相关因素,评估了接受利拉鲁肽治疗 12 个月后糖化血红蛋白(HbA)降低≥1.0 个百分点的可能性(主要终点)。使用递归分区和合并分析(RECPAM)来识别具有不同达到主要终点可能性的不同同质患者亚组。
共纳入 1325 例患者,其中 577 例(43.5%)在 12 个月后 HbA 降低≥1.0%(10.9mmol/mol)。逻辑回归显示,基线时 HbA 每增加 1%,达到该终点的可能性增加 3.5 倍(95%CI:2.90-4.32)。通过 RECPAM 分析,确定了五个不同的应答亚组,以基线 HbA 和糖尿病病程作为两个分割变量。在控制最差的亚组(RECPAM 类别 1,平均基线 HbA>9.1%[76mmol/mol])中,达到终点的可能性是控制最好的亚组(平均基线 HbA≤7.5%[58mmol/mol])的 28 倍。前者的平均基线 HbA 降低幅度为-2.2%(24mmol/mol),而后者为-0.1%(1.1mmol/mol)。RECPAM 亚组的平均体重减轻范围为 2.5 至 4.3 公斤。
利拉鲁肽的血糖反应主要由基线 HbA 水平驱动,其次是糖尿病病程。