Cardiology Department, The First Affiliated Hospital of Sun Yat-Sen University.
Zhongshan School of Medicine, Sun Yat-sen University.
Circ J. 2023 Aug 25;87(9):1212-1218. doi: 10.1253/circj.CJ-23-0037. Epub 2023 Apr 26.
Hypertensive patients show highly heterogeneous treatment effects (HTEs) and cardiovascular prognosis, and not all benefit from intensive blood pressure treatment.
We used the causal forest model to identify potential HTEs of patients in the Systolic Blood Pressure Intervention Trial (SPRINT). Cox regression was performed to assess hazard ratios (HRs) for cardiovascular disease (CVD) outcomes and to compare the effects of intensive treatment among groups. The model revealed 3 representative covariates and patients were partitioned into 4 subgroups: Group 1 (baseline body mass index [BMI] ≤28.32 kg/mand estimated glomerular filtration rate [eGFR] ≤69.53 mL/min/1.73 m); Group 2 (baseline BMI ≤28.32 kg/mand eGFR >69.53 mL/min/1.73 m); Group 3 (baseline BMI >28.32 kg/mand 10-year CVD risk ≤15.8%); Group 4 (baseline BMI >28.32 kg/mand 10-year CVD risk >15.8%). Intensive treatment was shown to be beneficial only in Group 2 (HR 0.54, 95% confidence interval [CI] 0.35-0.82; P=0.004) and Group 4 (HR 0.69, 95% CI 0.52-0.91; P=0.009).
Intensive treatment was effective for patients with high BMI and 10-year CVD risk, or low BMI and normal eGFR, but not for those with low BMI and eGFR, or high BMI and low 10-year CVD risk. Our study could facilitate the categorization of hypertensive patients, ensuring individualized therapy.
高血压患者的治疗效果(HTE)和心血管预后存在高度异质性,并非所有患者都能从强化血压治疗中获益。
我们使用因果森林模型识别了 Systolic Blood Pressure Intervention Trial(SPRINT)中患者的潜在 HTE。采用 Cox 回归评估心血管疾病(CVD)结局的风险比(HR),并比较各组强化治疗的效果。该模型揭示了 3 个有代表性的协变量,将患者分为 4 个亚组:组 1(基线体重指数 [BMI]≤28.32kg/m2 且估计肾小球滤过率 [eGFR]≤69.53mL/min/1.73m2);组 2(基线 BMI≤28.32kg/m2 且 eGFR>69.53mL/min/1.73m2);组 3(基线 BMI>28.32kg/m2 且 10 年 CVD 风险≤15.8%);组 4(基线 BMI>28.32kg/m2 且 10 年 CVD 风险>15.8%)。结果表明,强化治疗仅对组 2(HR 0.54,95%置信区间 [CI] 0.35-0.82;P=0.004)和组 4(HR 0.69,95% CI 0.52-0.91;P=0.009)有益。
强化治疗对高 BMI 和 10 年 CVD 风险,或低 BMI 和正常 eGFR 的患者有效,但对低 BMI 和 eGFR,或高 BMI 和低 10 年 CVD 风险的患者无效。我们的研究可以促进高血压患者的分类,确保个体化治疗。