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Comparative performance of risk prediction indices for mortality or readmission following heart failure hospitalization.

Publication ,  Journal Article
Averbuch, T; Zafari, A; Islam, S; Lee, SF; Sankaranarayanan, R; Greene, SJ; Mamas, MA; Pandey, A; Van Spall, HG
Published in: ESC Heart Fail
April 2025

AIMS: Risk prediction indices used in worsening heart failure (HF) vary in complexity, performance, and the type of datasets in which they were validated. We compared the performance of seven risk prediction indices in a contemporary cohort of patients hospitalized for HF. METHODS AND RESULTS: We assessed the performance of the Length of stay and number of Emergency department visits in the prior 6 months (LE), Length of stay, number of Emergency department visits in the prior 6 months, and admission N-Terminal prohormone of brain natriuretic peptide (NT-proBNP (LENT), Length of stay, Acuity, Charlson co-morbidity index, and number of Emergency department visits in the prior 6 months (LACE), Get With The Guidelines Heart Failure (GWTG), Readmission Risk Score (RRS), Enhanced Feedback for Effective Cardiac Treatment model (EFFECT), and Acute Decompensated Heart Failure National Registry (ADHERE) risk indices among consecutive patients hospitalized for HF and discharged alive from January 2017 to December 2019 in a network of hospitals in England. The primary composite outcome was 30-day all-cause mortality or readmission. We assessed model discrimination and overall accuracy using the C-statistic (higher values, better) and Brier score (lower values, better), respectively. Among 1206 patients in the cohort, 45.0% were female, mean (SD) age was 76.6 (11.7) years, and mean (SD) left ventricular ejection fraction was 43.0% (11.6). At 30 days, 236 (19.6%) patients were readmitted and 28 (2.3%) patients died, with 264 (21.9%) patients experiencing either readmission or death. The LENT index offered the combination of greatest risk discrimination and accuracy for the primary composite outcome (C-statistic: 0.97; 95% CI 0.96, 0.98; 0.29; Brier score: 0.05). The LE (C-statistic: 0.95; 95% CI 0.93, 0.96; Brier score: 0.06) and LACE (C-statistic: 0.90; 95% CI 0.88, 0.92; Brier score 0.09) indices had high discrimination and accuracy. Discrimination and accuracy were modest with the RRS (C-statistic: 0.65; 95% CI 0.61, 0.69; Brier score: 0.16) and EFFECT (C-statistic: 0.64; 95% CI 0.60, 0.67; Brier score: 0.16) score; and poor with the GWTG-HF (C-statistic: 0.62; 95% CI 0.58, 0.66; Brier score: 0.17) and ADHERE (C-statistic: 0.54; 95% CI 0.50, 0.57; Brier score: 0.17) scores. CONCLUSIONS: In a study that compared the performance of seven risk prediction indices in a contemporary cohort of patients hospitalized for HF, the simple LENT index offered the greatest combination of discrimination and accuracy for the primary composite outcome of 30-day all-cause mortality or readmission. This three-variable index -using length of hospital stay, preceding emergency department visits and admission NT-proBNP level- is a practical and reliable way to assess prognosis following hospitalization for HF.

Duke Scholars

Published In

ESC Heart Fail

DOI

EISSN

2055-5822

Publication Date

April 2025

Volume

12

Issue

2

Start / End Page

1227 / 1236

Location

England

Related Subject Headings

  • Survival Rate
  • Risk Factors
  • Risk Assessment
  • Retrospective Studies
  • Registries
  • Prognosis
  • Peptide Fragments
  • Patient Readmission
  • Natriuretic Peptide, Brain
  • Middle Aged
 

Citation

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Averbuch, T., Zafari, A., Islam, S., Lee, S. F., Sankaranarayanan, R., Greene, S. J., … Van Spall, H. G. (2025). Comparative performance of risk prediction indices for mortality or readmission following heart failure hospitalization. ESC Heart Fail, 12(2), 1227–1236. https://doi.org/10.1002/ehf2.15129
Averbuch, Tauben, Ali Zafari, Shofiqul Islam, Shun Fu Lee, Rajiv Sankaranarayanan, Stephen J. Greene, Mamas A. Mamas, Ambarish Pandey, and Harriette Gc Van Spall. “Comparative performance of risk prediction indices for mortality or readmission following heart failure hospitalization.ESC Heart Fail 12, no. 2 (April 2025): 1227–36. https://doi.org/10.1002/ehf2.15129.
Averbuch T, Zafari A, Islam S, Lee SF, Sankaranarayanan R, Greene SJ, et al. Comparative performance of risk prediction indices for mortality or readmission following heart failure hospitalization. ESC Heart Fail. 2025 Apr;12(2):1227–36.
Averbuch, Tauben, et al. “Comparative performance of risk prediction indices for mortality or readmission following heart failure hospitalization.ESC Heart Fail, vol. 12, no. 2, Apr. 2025, pp. 1227–36. Pubmed, doi:10.1002/ehf2.15129.
Averbuch T, Zafari A, Islam S, Lee SF, Sankaranarayanan R, Greene SJ, Mamas MA, Pandey A, Van Spall HG. Comparative performance of risk prediction indices for mortality or readmission following heart failure hospitalization. ESC Heart Fail. 2025 Apr;12(2):1227–1236.
Journal cover image

Published In

ESC Heart Fail

DOI

EISSN

2055-5822

Publication Date

April 2025

Volume

12

Issue

2

Start / End Page

1227 / 1236

Location

England

Related Subject Headings

  • Survival Rate
  • Risk Factors
  • Risk Assessment
  • Retrospective Studies
  • Registries
  • Prognosis
  • Peptide Fragments
  • Patient Readmission
  • Natriuretic Peptide, Brain
  • Middle Aged