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
  • [41] Report Rates of Spironolactone Initiation and Subsequent Hyperkalemia Hospitalizations in Patients with Heart Failure with Preserved Ejection Fraction Following the TOPCAT trial: A Cohort Study of Medicare Beneficiaries
    Desai, Rishi J.
    Solomon, Scott D.
    Vaduganathan, Muthiah
    JOURNAL OF CARDIAC FAILURE, 2022, 28 (06) : 1035 - 1039
  • [42] Incident Hyperkalemia, Hypokalemia, and Clinical Outcomes During Spironolactone Treatment of Heart Failure With Preserved Ejection Fraction: Analysis of the TOPCAT Trial
    Desai, Akshay S.
    Liu, Jiankang
    Pfeffer, Marc A.
    Claggett, Brian
    Fleg, Jerome
    Lewis, Eldrin F.
    McKinlay, Sonja
    O'Meara, Eileen
    Shah, Sanjiv J.
    Sweitzer, Nancy K.
    Solomon, Scott
    Pitt, Bertram
    JOURNAL OF CARDIAC FAILURE, 2018, 24 (05) : 313 - 320
  • [43] Proteomic Analysis of Effects of Spironolactone in Heart Failure With Preserved Ejection Fraction
    Javaheri, Ali
    Diab, Ahmed
    Zhao, Lei
    Qian, Chenao
    Cohen, Jordana B. B.
    Zamani, Payman
    Kumar, Anupam
    Wang, Zhaoqing
    Ebert, Christina
    Maranville, Joseph
    Kvikstad, Erika
    Basso, Michael
    van Empel, Vanessa
    Richards, A. Mark
    Doughty, Robert N. N.
    Rietzschel, Ernst
    Kammerhoff, Karl
    Gogain, Joseph
    Schafer, Peter
    Seiffert, Dietmar A. A.
    Gordon, David A. A.
    Ramirez-Valle, Francisco
    Mann, Douglas L. L.
    Cappola, Thomas P. P.
    Chirinos, Julio A. A.
    CIRCULATION-HEART FAILURE, 2022, 15 (09) : 827 - 837
  • [44] 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
  • [45] The Effect of Heart Rate in Heart Failure With Preserved Ejection Fraction: Insights From the TOPCAT Trial
    Faiwiszewski, Ariel
    Alzahrani, Talal
    Solomon, Allen J.
    Panjrath, Gurusher
    CIRCULATION, 2018, 138
  • [47] Phenotypes of heart failure with preserved ejection fraction and effect of spironolactone treatment
    Choy, Manting
    Liang, Weihao
    He, Jiangui
    Fu, Michael
    Dong, Yugang
    He, Xin
    Liu, Chen
    ESC HEART FAILURE, 2022, 9 (04): : 2567 - 2575
  • [48] Effect of Serum Albumin Levels in Patients With Heart Failure With Preserved Ejection Fraction (from the TOPCAT Trial)
    Prenner, Stuart B.
    Kumar, Anupam
    Zhao, Lei
    Cvijic, Mary E.
    Basso, Michael
    Spires, Thomas
    Li, Zhuyin
    Yarde, Melissa
    Bhattacharya, Priyanka
    Zamani, Payman
    Mazurek, Jeremy
    Wang, Zhaoqing
    Seiffert, Dietmar
    Gordon, David A.
    Chirinos, Julio A.
    AMERICAN JOURNAL OF CARDIOLOGY, 2020, 125 (04): : 575 - 582
  • [49] Efficacy of Tolvaptan in Elderly Patients with Heart Failure and Preserved Ejection Fraction
    Suzuki, Yoriyasu
    Murata, Akira
    Tsujimoto, Satoshi
    Ochiumi, Yusuke
    Ito, Tatsuya
    JOURNAL OF CARDIOVASCULAR EMERGENCIES, 2019, 5 (02): : 59 - 65
  • [50] Ischemic risk in patients with heart failure with preserved ejection fraction: A post hoc analysis of the TOPCAT data
    He, Xin
    Dong, Bin
    Liang, Weihao
    Wu, Yuzhong
    Chen, Yili
    Dong, Yugang
    He, Jiangui
    Liu, Chen
    ATHEROSCLEROSIS, 2022, 344 : 1 - 6