Targeting efficacy of spironolactone in patients with heart failure with preserved ejection fraction: the TOPCAT study

被引:6
作者
Zhou, Hui-min [1 ,2 ]
Zhan, Rong-jian [3 ]
Chen, Xuanyu [4 ]
Lin, Yi-fen [1 ,2 ]
Zhang, Shao-zhao [1 ,2 ]
Zheng, Huigan [4 ]
Wang, Xueqin [5 ]
Huang, Meng-ting [1 ,2 ]
Xu, Chao-guang [1 ,2 ]
Liao, Xin-xue [1 ,2 ]
Tian, Ting [4 ]
Zhuang, Xiao-dong [1 ,2 ]
机构
[1] Sun Yat Sen Univ, Affiliated Hosp 1, Cardiol Dept, 58 Zhongshan 2nd Rd, Guangzhou 510080, Peoples R China
[2] Sun Yat Sen Univ, NHC Key Lab Assisted Circulat, Guangzhou, Peoples R China
[3] Sun Yat Sen Univ, Zhongshan Sch Med, Guangzhou, Peoples R China
[4] Sun Yat Sen Univ, Sch Math, Guangzhou, Peoples R China
[5] Univ Sci & Technol China, Sch Management, Hefei, Peoples R China
来源
ESC HEART FAILURE | 2023年 / 10卷 / 01期
基金
中国国家自然科学基金;
关键词
Heart failure with preserved ejection fraction; Spironolactone; Machine learning; Efficacy; HETEROGENEOUS TREATMENT; OBESITY; PROGNOSIS; MORTALITY; IMPACT;
D O I
10.1002/ehf2.14068
中图分类号
R5 [内科学];
学科分类号
1002 ; 100201 ;
摘要
Aims We aimed to explore the heterogeneous treatment effects (HTEs) for spironolactone treatment in patients with Heart failure with preserved ejection fraction (HFpEF) and examine the efficacy and safety of spironolactone medication, ensuring a better individualized therapy. Methods and results We used the causal forest algorithm to discover the heterogeneous treatment effects (HTEs) from patients in the Treatment of Preserved Cardiac Function Heart Failure with an Aldosterone Antagonist (TOPCAT) trial. Cox regressions were performed to assess the hazard ratios (HRs) of spironolactone medication for cardiovascular death and drug discontinuation in each group. The causal forest model revealed three representative covariates and participants were partitioned into four subgroups which were Group 1 (baseline BMI <= 31.71 kg/m(2) and baseline ALP <= 80 U/L, n = 759); Group 2 (BMI < 31.71 kg/m(2) and ALP > 80 U/L, n = 1088); Group 3 (BMI > 31.71 kg/m(2), and WBC <= 6.6 cells/mu L, n = 633); Group 4 (BMI > 31.71 kg/m(2) and WBC > 6.6 cells/mu L, n = 832), respectively. In the four subgroups, spironolactone therapy reduced the risk of cardiovascular death in high-risk group (Group 4) with both high BMI and WBC count (HR: 0.76; 95% CI 0.58 to 0.99; P = 0.045) but increased the risk in low-risk group (Group 1) with both low BMI and ALP (HR: 1.45; 95% CI 1.02 to 2.07; P = 0.041; P for interaction = 0.020) but showed similar risk of drug discontinuation (P for interaction = 0.498). Conclusion Our study manifested the HTEs of spironolactone in patients with HFpEF. Spironolactone treatment in HFpEF patients is feasible and effective in patients with high BMI and WBC while harmful in patients with low BMI and ALP. Machine learning model could be meaningful for improved categorization of patients with HFpEF, ensuring a better individualized therapy in the clinical setting.
引用
收藏
页码:322 / 333
页数:12
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