School of Nursing, University of Michigan, Ann Arbor, MI, United States of America.
Schools of Nursing, University of Michigan, Ann Arbor, MI, United States of America; School of Public Health, University of Michigan, Ann Arbor, MI, United States of America.
J Diabetes Complications. 2021 Jul;35(7):107911. doi: 10.1016/j.jdiacomp.2021.107911. Epub 2021 Mar 17.
People with type 2 diabetes (T2DM) have an increased risk of transient ischemic attack and minor stroke (TIA) which are frequently followed by an ischemic stroke. We aimed to develop a predictive model for incident TIA in people with T2DM.
We pooled data from two longitudinal cohort studies, Atherosclerosis Risk in Communities (ARIC) and the Cardiovascular Health Study (CHS), using a two-stage approach. First, we used a random effects model to interpolate risk factors of individuals between follow-up exams. Second, we used forward selection to develop a proportional hazards model for time to incident TIA. We internally validated our model using 10-fold cross-validation.
Among 3575 participants with T2DM, mean (SD) age was 60 (10) years and body mass index was 30 (6) kg/m2. Sixty-nine incident TIAs occurred during 38,364 person-years of follow-up. The multivariable model included age at diagnosis of diabetes (hazard ratio 1.13 (95% confidence interval: 1.05,1.21) per year), systolic blood pressure (1.25 (1.04,1.49) per 10 mmHg), a quadratic function of diastolic blood pressure, and history of congestive heart failure (2.08 (1.26, 3.42)). The median cross-validated Harrell's C-index was 0.80.
Blood pressure and heart failure are risk factors for the earliest stages of cerebrovascular disease.
2 型糖尿病(T2DM)患者发生短暂性脑缺血发作(TIA)和小中风(TIA)的风险增加,而这些疾病通常会继发缺血性中风。本研究旨在建立预测 T2DM 患者发生 TIA 的模型。
我们采用两阶段方法,汇总了两项纵向队列研究(ARIC 和 CHS)的数据。首先,我们使用随机效应模型对随访检查之间的个体风险因素进行插值。其次,我们使用向前选择法为 TIA 发病时间建立比例风险模型。我们通过 10 折交叉验证对模型进行内部验证。
在 3575 名患有 T2DM 的参与者中,平均(SD)年龄为 60(10)岁,体重指数为 30(6)kg/m2。在 38364 人年的随访期间,发生了 69 例 TIA。多变量模型包括糖尿病诊断时的年龄(每增加 1 年,风险比为 1.13(95%置信区间:1.05,1.21))、收缩压(每增加 10mmHg,风险比为 1.25(1.04,1.49))、舒张压的二次函数和充血性心力衰竭病史(风险比为 2.08(1.26,3.42))。交叉验证的 Harrell's C 指数中位数为 0.80。
血压和心力衰竭是脑血管疾病早期阶段的危险因素。