ISSN: 1885-5857 Impact factor 2024 4.9
Corrected proofs Journal pre-proofs

Original article
Health status trajectories using Markov modeling in patients with heart failure with preserved ejection fraction

Trayectorias del estado de salud mediante el modelo de Markov en pacientes con insuficiencia cardiaca con fracción de eyección conservada

Wonse KimabMinjae YooncJin Joo ParkcWoong KookaBarry Greenbergd
Herminio Morillas, Josep Comín-Colet
https://doi.org/10.1016/j.rec.2026.01.003
La versión en español de este artículo estará disponible en breve
Supplementary data
Imagen extra
10.1016/j.rec.2026.01.003
Abstract
Introduction and objectives

Health-related quality of life in patients with heart failure (HF) is dynamic. This post hoc study aimed to examine the predictive value of serial Kansas City Cardiomyopathy Questionnaire (KCCQ) assessments for forecasting clinical outcomes in patients with HF with preserved ejection fraction (HFpEF) using a multistate Markov model in the PARAGON-HF study.

Methods

A total of 4707 patients were categorized into 5 health states based on KCCQ scores: excellent (75-100), good (50-74), fair (25-49), poor (0-24), and death. Endpoints included health state duration (sojourn time), transition probabilities, associations with mortality, and the impact of HF treatments on health state transitions and sojourn times.

Results

At baseline, 2384 patients were in the excellent state, 1687 in good, 568 in fair, and 68 in poor. Bidirectional transitions were observed, with the longest sojourn time in the excellent state (1.57 years; 95%CI, 1.51-1.63), compared with good (0.70 years; 95%CI, 0.68-0.72), fair (0.72 years; 95%CI, 0.69-0.74), and poor (0.80 years; 95%CI, 0.73-0.87) states. Annual mortality increased progressively with worsening health states: excellent (3.1%), good (4.3%), fair (9.4%), and poor (15.6%). Overall sojourn times did not differ between sacubitril/valsartan and valsartan. However, among patients in the poor health state, sacubitril/valsartan was associated with a higher likelihood of improvement to the fair state (93.1% vs 86.9%) and a lower risk of death (6.9% vs 13.1%).

Conclusions

Health states in HFpEF exhibit bidirectional changes with varying sojourn times. Mortality was higher in poorer health states, and sacubitril/valsartan was associated with more favorable outcomes in these patients.

Keywords

Sacubitril/valsartan
KCCQ
Heart failure with preserved ejection fraction
Markov model
Quality of life

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