Long-term adherence to polytherapy in heart failure patients: a novel approach emphasising the importance of secondary prevention
Nicole Fontana, Laura Savar\'e, Federico Rea, Emanuele Di, Angelantonio, Francesca Ieva

TL;DR
This study introduces a novel Latent Markov model approach to analyze long-term drug adherence in heart failure patients, demonstrating that adherence significantly prolongs survival and emphasizing the importance of secondary prevention.
Contribution
The paper presents a new methodology using Latent Markov models to analyze and predict drug adherence patterns in heart failure patients over time.
Findings
Adherent patients gained an additional ten months of life over seven years.
The methodology effectively identifies complex behavioral adherence patterns.
Continuous monitoring improves clinical outcomes in heart failure management.
Abstract
Heart failure (HF) is a severe and costly clinical syndrome associated with increased healthcare costs and a high burden of mortality and morbidity. Although drug therapy is the mainstay of treatment for heart failure, non-adherence to prescribed therapies is common and is associated with worse health outcomes and increased hospitalizations. In this study, we propose a novel approach using Latent Markov models to analyze drug adherence to polytherapy over time using a secondary database. Our methodology enables us to evaluate patients' drug utilization behaviour, identify complex behavioural patterns, and incorporate them into predictive models to improve clinical outcomes. The significance of adhering to prescribed therapies for patients' prognosis has been highlighted in this study. Our findings show that adherent patients gained an additional ten months of life over a seven-year…
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Taxonomy
TopicsMedication Adherence and Compliance · Advanced Causal Inference Techniques · Heart Failure Treatment and Management
