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
相关论文
共 50 条
  • [11] Spironolactone dose in heart failure with preserved ejection fraction: findings fromTOPCAT
    Ferreira, Joao Pedro
    Rossello, Xavier
    Pocock, Stuart J.
    Rossignol, Patrick
    Claggett, Brian L.
    Rouleau, Jean-Lucien
    Solomon, Scott D.
    Pitt, Bertram
    Pfeffer, Marc A.
    Zannad, Faiez
    EUROPEAN JOURNAL OF HEART FAILURE, 2020, 22 (09) : 1615 - 1624
  • [12] Clinical implication of pulmonary hospitalization in heart failure with preserved ejection fraction: from the TOPCAT
    Dong, Bin
    He, Xin
    Xue, Ruicong
    Chen, Yili
    Zhao, Jingjing
    Zhu, Wengen
    Liang, Weihao
    Wu, Zexuan
    Wu, Dexi
    Huang, Huiling
    Zhou, Yuanyuan
    Dong, Yugang
    Liu, Chen
    ESC HEART FAILURE, 2020, 7 (06): : 3801 - 3809
  • [13] Utility of the Cardiovascular Physical Examination and Impact of Spironolactone in Heart Failure With Preserved Ejection Fraction TOPCAT
    Selvaraj, Senthil
    Claggett, Brian
    Shah, Sanjiv J.
    Anand, Inder S.
    Rouleau, Jean L.
    Desai, Akshay S.
    Lewis, Eldrin F.
    Vaduganathan, Muthiah
    Wang, Stephen Y.
    Pitt, Bertram
    Sweitzer, Nancy K.
    Pfeffer, Marc A.
    Solomon, Scott D.
    CIRCULATION-HEART FAILURE, 2019, 12 (07)
  • [14] Prognostic Value of Albuminuria and Influence of Spironolactone in Heart Failure With Preserved Ejection Fraction The TOPCAT Trial
    Selvaraj, Senthil
    Claggett, Brian
    Shah, Sanjiv J.
    Anand, Inder
    Rouleau, Jean L.
    O'Meara, Eileen
    Desai, Akshay S.
    Lewis, Eldrin F.
    Pitt, Bertram
    Sweitzer, Nancy K.
    Fang, James C.
    Pfeffer, Marc A.
    Solomon, Scott D.
    CIRCULATION-HEART FAILURE, 2018, 11 (11) : e005288
  • [15] Mechanistic Effects of Spironolactone on Cardiovascular and Renal Biomarkers in Heart Failure With Preserved Ejection Fraction A TOPCAT Biorepository Study
    Myhre, Peder L.
    Vaduganathan, Muthiah
    O'Meara, Eileen
    Claggett, Brian L.
    de Denus, Simon
    Jarolim, Petr
    Anand, Inder S.
    Pitt, Bertram
    Rouleau, Jean L.
    Solomon, Scott D.
    Pfeffer, Marc A.
    Desai, Akshay S.
    CIRCULATION-HEART FAILURE, 2020, 13 (01) : E006638
  • [16] Spironolactone for Heart Failure with Preserved Ejection Fraction
    Pitt, Bertram
    Pfeffer, Marc A.
    Assmann, Susan F.
    Boineau, Robin
    Anand, Inder S.
    Claggett, Brian
    Clausell, Nadine
    Desai, Akshay S.
    Diaz, Rafael
    Fleg, Jerome L.
    Gordeev, Ivan
    Harty, Brian
    Heitner, John F.
    Kenwood, Christopher T.
    Lewis, Eldrin F.
    O'Meara, Eileen
    Probstfield, Jeffrey L.
    Shaburishvili, Tamaz
    Shah, Sanjiv J.
    Solomon, Scott D.
    Sweitzer, Nancy K.
    Yang, Song
    McKinlay, Sonja M.
    NEW ENGLAND JOURNAL OF MEDICINE, 2014, 370 (15) : 1383 - 1392
  • [17] After TOPCAT: What to do now in Heart Failure with Preserved Ejection Fraction
    Desai, Akshay S.
    Jhund, Pardeep S.
    EUROPEAN HEART JOURNAL, 2016, 37 (41) : 3135 - +
  • [18] Spironolactone and Resistant Hypertension in Heart Failure With Preserved Ejection Fraction
    Rossignol, Patrick
    Claggett, Brian Lee
    Liu, Jiankang
    Vardeny, Orly
    Pitt, Bertram
    Zannad, Faiez
    Solomon, Scott
    AMERICAN JOURNAL OF HYPERTENSION, 2018, 31 (04) : 407 - 414
  • [19] Weight changes in heart failure with preserved ejection fraction: findings from TOPCAT
    João Pedro Ferreira
    Patrick Rossignol
    Brian L. Claggett
    Scott D. Solomon
    Bertram Pitt
    Marc Pfeffer
    Faiez Zannad
    Clinical Research in Cardiology, 2022, 111 : 451 - 459
  • [20] Efficacy and safety of spironolactone in the heart failure with mid-range ejection fraction and heart failure with preserved ejection fraction A meta-analysis of randomized clinical trials
    Xiang, Yajie
    Shi, Wenhai
    Li, Zhuolin
    Yang, Yunjing
    Wang, Stephen Yishu
    Xiang, Rui
    Feng, Panpan
    Wen, Li
    Huang, Wei
    MEDICINE, 2019, 98 (13)