Risk calculator of multimorbid risk of rehospitalization and death from heart failure: including the contribution of the gut microbiome

The contributory role of multimorbidity is not well understood in heart failure (HF), including the more recent addition of the gut microbiome (gut-heart axis). However, in current HF risk scores, the contributory role of multimorbidity is seldom considered. In this study, we developed an 11-variable risk model and a simple risk score calculator for clinical use that considers the contribution of HF multimorbidity, including the gut microbiome. The clinical risk score was developed and validated in a clinical cohort from two combined independent European studies from inpatient heart failure subjects. The outcomes were death due to HF and/or rehospitalization at 1 year. The final model showed diagnostic performance comparable to current HF risk scores. Furthermore, the risk score calculator, developed for clinical use, is able to stratify patients into low-, mid-, and high-risk groups, with worsening outcomes seen with increasing risk group. The importance and novelty of this risk model over current HF risk scores are the contribution of comorbidities including the added value of the gut-heart axis on HF risk stratification.

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Publication Details

Journal
European Journal of Preventive Cardiology
Published
2025-04-28
DOI
https://doi.org/10.1093/eurjpc/zwaf270
Citations
4
Primary Topic
Heart Failure Treatment and Management
Type
article
Field-Weighted Citation Impact
5.55

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article

Risk calculator of multimorbid risk of rehospitalization and death from heart failure: including the contribution of the gut microbiome

Hong Zhan, Andrea Salzano, Adriaan A. Voors, Leong L. Ng et al.
4 citations
European Journal of Preventive Cardiology
Heart Failure Treatment and Management
5.55
article

Risk calculator of multimorbid risk of rehospitalization and death from heart failure: including the contribution of the gut microbiome

Hong Zhan, Andrea Salzano, Adriaan A. Voors, Leong L. Ng, Toru Suzuki, Muhammad Zubair Israr
article en
4 citations

Abstract

The contributory role of multimorbidity is not well understood in heart failure (HF), including the more recent addition of the gut microbiome (gut-heart axis). However, in current HF risk scores, the contributory role of multimorbidity is seldom considered. In this study, we developed an 11-variable risk model and a simple risk score calculator for clinical use that considers the contribution of HF multimorbidity, including the gut microbiome. The clinical risk score was developed and validated in a clinical cohort from two combined independent European studies from inpatient heart failure subjects. The outcomes were death due to HF and/or rehospitalization at 1 year. The final model showed diagnostic performance comparable to current HF risk scores. Furthermore, the risk score calculator, developed for clinical use, is able to stratify patients into low-, mid-, and high-risk groups, with worsening outcomes seen with increasing risk group. The importance and novelty of this risk model over current HF risk scores are the contribution of comorbidities including the added value of the gut-heart axis on HF risk stratification.

European Journal of Preventive CardiologyVol. 33(2)
University Medical Center Groningen (NL), University of Leicester (GB), University of Groningen (NL), Tellabs (Canada) (CA), Glenfield Hospital (GB), British Heart Foundation (GB), Ospedale Antonio Cardarelli (IT), Federico II University Hospital (IT), NIHR Leicester Cardiovascular Biomedical Research Unit (GB), NIHR Leicester Biomedical Research Centre (GB), The University of Tokyo (JP)
National Institute for Health and Care Research, British Heart Foundation, European Commission, Fondation Leducq, Japan Heart Foundation, Medical Research Council, NIHR Leicester Biomedical Research Centre
Good health and well-being
Openalex Percentile: Top 4%
Heart Failure Treatment and Management
5.55
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