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Published on: June 10, 2025
A novel age-biomarker-clinical history prognostic index for heart failure with reduced left ventricular ejection
1Department of Health Statistics, Shanxi Provincial Key Laboratory of Major Diseases Risk Assessment, School of Public Health, Shanxi Medical University, 56 South XinJian Road, Taiyuan, Shanxi Province 030001, People's Republic of China.
Insights
A new prognostic index, the ABC-PI, effectively predicts outcomes for heart failure with reduced ejection fraction (HFrEF) patients. This tool utilizes age, biomarkers, and clinical history for personalized risk assessment.
Area of Science:
- Cardiology
- Clinical Medicine
- Biostatistics
Background:
- Heart failure with reduced left ventricular ejection fraction (HFrEF) lacks a validated prognostic model.
- Accurate prognosis is crucial for guiding patient management and treatment strategies.
Purpose of the Study:
- To develop and validate an Age-Biomarker-Clinical history Prognostic Index (ABC-PI) for predicting individual prognosis in HFrEF patients.
- To assess the performance of the ABC-PI in stratifying mortality risk.
Main Methods:
- Cox regression analysis identified significant predictors of all-cause mortality in 5,974 HFrEF patients (1,529 included).
- Latent Trait Analysis (LTA) validated the discriminatory power of selected variables.
- A nomogram was used to construct the ABC-PI, with scores ranging from 0-100.
Main Results:
- Seven key variables were selected: age, N-terminal pro-B-type natriuretic peptide, renal dysfunction, left ventricular mass index, percutaneous coronary intervention, atrial fibrillation, and NYHA class (C-index: 0.801).
- The ABC-PI demonstrated strong discrimination, with 3-year mortality rates of 34.7% in the high-risk group and 2.6% in the low-risk group.
- The ABC-PI requires no re-input into original models, simplifying its application.
Conclusions:
- The novel ABC-PI is a validated and effective tool for predicting prognosis in HFrEF patients.
- The ABC-PI offers a practical and accurate method for individual risk stratification in clinical practice.
Purpose:
A model for predicting the prognosis of patients with heart failure with reduced left ventricular ejection fraction (HFrEF) is currently not available. This study aimed to develop an age-biomarker-clinical history prognostic index (ABC-PI) and validate it for the assessment of individual prognosis.
Patients And Methods:
A total of 5,974 HFrEF patients were enrolled and 1,529 were included in this study after excluding missing values and loss to follow-up. Variables that significantly contributed to prediction of all-cause mortality were assessed by Cox regression and latent trait analysis (LTA) was used to validate discrimination of variables.
Results:
After Cox regression, the following seven most significant variables were selected: age, N-terminal pro-B-type natriuretic peptide, renal dysfunction, left ventricular mass index, percutaneous coronary intervention, atrial fibrillation, and New York Heart Association (C-index: 0.801 ± 0.013). After verification by LTA, discrimination of these seven variables was proven. A nomogram was used to form the ABC-PI, and then the total score was set to 100 points. A lower score indicated a higher risk. After verification, the 3-year mortality rate was 34.7% in the high-risk group and only 2.6% in the low-risk group.
Conclusion:
Our novel ABC-PI shows a good performance and does not require re-input in the original model. The ABC-PI can be used to effectively and practically predict the prognosis of HFrEF patients.
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