Key result
Spironolactone cuts major events ~24% in high-BMI HFpEF but increases risk given low BMI and ALP.
Why the study?
To explore heterogeneous treatment effects of spironolactone in patients with HFpEF and examine efficacy and safety to enable better individualized therapy.
Does spironolactone have heterogeneous treatment effects on cardiovascular death in patients with HFpEF?
RCT (n=3,312)
Double-blind
Randomized
Yes
Does spironolactone have heterogeneous treatment effects on cardiovascular death in patients with HFpEF?
Effect estimate: HR 0.89 (95% CI 0.76-1.04)
Absolute Event Rate: 18.4% vs 20.4%
p-value: p=0.130
Machine learning identifies heterogeneous treatment effects of spironolactone in HFpEF, suggesting benefit in patients with high BMI and WBC, but potential harm in those with low BMI and ALP.
May suggest heterogeneous spironolactone effects by BMI and WBC in HFpEF; hypothesis-generating and requires randomized confirmation before practice change.
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/m2 and baseline ALP ≤ 80 U/L, n = 759); Group 2 (BMI ≤ 31.71 kg/m2 and ALP > 80 U/L, n = 1088); Group 3 (BMI > 31.71 kg/m2, and WBC ≤ 6.6 cells/μL, n = 633); Group 4 (BMI > 31.71 kg/m2 and WBC > 6.6 cells/μL, 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.
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Zhou et al. (2022) conducted an RCT in Heart failure with preserved ejection fraction (HFpEF) (n=3,312). Spironolactone vs. Placebo was evaluated on Composite of cardiovascular death, aborted cardiac arrest, or HF hospitalization (HR 0.89, 95% CI 0.76-1.04, p=0.130). Spironolactone reduced the primary composite outcome in HFpEF patients with high BMI and WBC count (HR 0.76) but increased the risk in those with low BMI and ALP (HR 1.45).
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