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Updated: Jan 10, 2026

Lumped-Parameter and Finite Element Modeling of Heart Failure with Preserved Ejection Fraction
Published on: February 13, 2021
The influence of non-cardiac comorbidities burden on heart failure with improved ejection fraction: Evaluated by
Xuefu Chen1, Xinxin Zhang1, Mei Yang1
1Department of Cardiology, The First Affiliated Hospital of Dalian Medical University, Dalian, Liaoning Province, 116021, China.
Insights
Non-cardiac comorbidity burden significantly impacts heart failure with improved ejection fraction (HFimpEF) outcomes. High comorbidity burden worsens HFimpEF prognosis and predicts fewer HFimpEF cases.
Area of Science:
- Cardiology
- Internal Medicine
- Clinical Research
Background:
- Heart failure (HF) classification includes HF with improved ejection fraction (HFimpEF).
- Previous research focused on cardiac factors, overlooking non-cardiac comorbidities (NCCs) in HFimpEF.
- This study examines the impact of overall NCCs burden on HFimpEF outcomes.
Purpose of the Study:
- To investigate the role of overall non-cardiac comorbidity burden in HFimpEF.
- To determine if NCCs burden affects clinical outcomes in HFimpEF patients.
- To assess NCCs burden as a predictor for developing HFimpEF.
Main Methods:
- Retrospective cohort study of HF with reduced ejection fraction (HFrEF) patients.
- Patients categorized into HFimpEF and persistent HFrEF groups.
- Non-cardiac comorbidity burden quantified using the modified Charlson Comorbidity Index (CCI).
- Adverse endpoints included all-cause or cardiovascular mortality and rehospitalization.
Main Results:
- 1106 patients included: 346 HFimpEF, 760 persistent HFrEF.
- HFimpEF patients generally had better outcomes than persistent HFrEF.
- Modified CCI score independently predicted worse prognosis; high NCCs burden increased adverse endpoints, particularly mortality in HFimpEF.
- Higher NCCs burden was associated with fewer HFimpEF occurrences.
- Modified CCI score ≥ 2 was a negative predictor for HFimpEF.
Conclusions:
- Non-cardiac comorbidity burden is critical for evaluating HFimpEF, beyond cardiac parameters.
- Significant NCCs burden in HFimpEF patients correlates with worse clinical outcomes.
- High NCCs burden negatively predicts HFimpEF development, suggesting its utility in risk stratification.
Background:
Heart failure (HF) with improved ejection fraction (HFimpEF) is an important subtype of HF classification. Previous studies mainly focused on the association between cardiac-related parameters with HFimpEF outcomes, with less attention to the impact of overall non-cardiac comorbidities (NCCs) burden on HFimpEF. In this study, we investigated the role of overall NCCs burden on HFimpEF.
Methods And Results:
A cohort of HF with reduced ejection fraction (HFrEF) was collected retrospectively from a single tertiary A hospital. Enrolled participants were assigned into HFimpEF and persistent HFrEF groups. Overall NCCs burden was calculated through modified Charlson comorbidity index (CCI) score. Adverse endpoints included mortality from all-cause or cardiovascular diseases, or rehospitalization from all-cause or cardiovascular diseases. A total of 1106 subjects (HFimpEF: n = 346; persistent HFrEF: n = 760) were included. Compared with persistent HFrEF, HFimpEF patients experienced better clinical outcomes. Cox regression analysis revealed modified CCI score was an independent risk factor for worsen prognosis, and HFimpEF patients with high NCCs burden experienced higher risk of adverse endpoints, especially mortality. Additionally, fewer HFimpEF occurred in high NCCs burden. Logistic regression analysis confirmed that modified CCI score ≥ 2 was a negative predictor for HFimpEF.
Conclusions:
Besides cardiac-related parameters, NCCs burden also plays a crucial role in evaluating HFimpEF. HFimpEF patients with a significant burden of NCCs experienced worsen clinical outcomes. What's more, high NCCs burden was a negative indicator in predicting HFimpEF. Therefore, assessing the overall burden of NCCs can be a valuable tool for risk stratification in HFimpEF.
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