Heterogeneous blood pressure treatment effects on cognitive decline in type 2 diabetes: A machine learning analysis of a randomized clinical trial

医学 2型糖尿病 糖尿病 内科学 危险系数 血压 肌酐 认知功能衰退 子群分析 随机对照试验 内分泌学 置信区间 痴呆 疾病
作者
Xuan Zhao,Xiaoli Xu,Siyu Wang,Xiaoyun Zhang,Ruizhi Zheng,Kan Wang,Xiang Yu,Tiange Wang,Zhiyun Zhao,Mian Li,Jie Zheng,Min Xu,Jieli Lu,Yufang Bi,Yu Xu
出处
期刊:Diabetes, Obesity and Metabolism [Wiley]
标识
DOI:10.1111/dom.16145
摘要

Abstract Aim We aimed to identify the characteristics of patients with diabetes who can derive cognitive benefits from intensive blood pressure (BP) treatment using machine learning methods. Materials and Methods Using data from the Action to Control Cardiovascular Risk in Diabetes Memory in Diabetes (ACCORD‐MIND) study, 1349 patients with type 2 diabetes who underwent BP treatment (intensive treatment targeting a systolic BP <120 mmHg vs. standard treatment targeting <140 mmHg) were included in the machine learning analysis. Seventy‐nine variables correlated with diabetes and cognitive function were used to build the causal forest and causal tree models for identifying heterogeneous BP treatment effects on cognitive decline. Results Our analyses identified four variables including urinary albumin‐to‐creatinine ratio (UACR, mg/g), Framingham 10‐year cardiovascular risk score (FRS, %), triglycerides (TG, mmol/L) and diabetes duration, that categorized the participants into five subgroups with different risk benefits for cognitive decline from BP treatments. Subgroup 1 (UACR ≥65 mg/g) had an absolute risk reduction (ARR) of 15.36% (95% CI, 5.01%–25.46%) from intensive versus standard BP treatment (hazard ratio [HR], 0.36; 95% CI, 0.18–0.73). Subgroup 2 (UACR <65 mg/g, FRS ≥26%, TG <2.3 mmol/L and diabetes duration ≥9 years) had an ARR of 14.74% (95% CI, 4.56%–24.59%) from intensive versus standard BP treatment (HR, 0.34; 95% CI, 0.15–0.77). No significant benefits were found for other subgroups. Conclusions Patients with type 2 diabetes with high UACR, or with low UACR and low TG, but high predicted cardiovascular risk and long diabetes duration were likely to derive cognitive benefits from intensive BP treatment.

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