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Risk Prediction in Transition: MAGGIC Score Performance at Discharge and Incremental Utility of Natriuretic Peptides
Alexander Michaels1, Lindsey Aurora1, Edward Peterson2
1Heart and Vascular Institute, Henry Ford Hospital, Detroit, Michigan; Department of Internal Medicine, Henry Ford Hospital, Detroit, Michigan.
Insights
The MAGGIC score is less effective for predicting mortality risk in hospitalized heart failure patients compared to ambulatory patients. Adding natriuretic peptides did not improve risk prediction for those discharged from the hospital.
Area of Science:
- Cardiology
- Clinical Risk Prediction
- Heart Failure Management
Background:
- Accurate risk stratification for hospitalized heart failure (HF) patients is crucial for effective management.
- The Meta-Analysis Global Group in Chronic Heart Failure (MAGGIC) score, developed for ambulatory HF, has uncertain validity for hospitalized patients.
- The added value of natriuretic peptides (NPs) in predicting outcomes for hospitalized HF patients is not well-established.
Purpose of the Study:
- To evaluate the performance of the MAGGIC score in predicting 1-year all-cause mortality in hospitalized HF patients at discharge.
- To compare the MAGGIC score's discrimination in hospitalized HF patients versus ambulatory HF patients.
- To assess the incremental predictive value of N-terminal pro-B-type natriuretic peptide (BNP) levels in both cohorts.
Main Methods:
- A single-center study included 4138 HF patients: 2503 from hospital discharge administrative data and 1635 from a prospective ambulatory HF registry.
- MAGGIC score performance was compared between cohorts using Cox regression and calibration plots.
- The incremental value of NPs was evaluated using area under the curve and net reclassification improvement (NRI).
Main Results:
- The MAGGIC score demonstrated poor discrimination in the hospital discharge cohort (C-statistic: 0.668) compared to the ambulatory cohort (C-statistic: 0.784) (P=.001).
- Calibration of the MAGGIC score was adequate in both cohorts, with no significant difference between predicted and observed mortality.
- N-terminal pro-B-type natriuretic peptide (BNP) levels did not significantly improve risk prediction in the hospitalized cohort (P=.127) but did in the ambulatory cohort (P=.018).
Conclusions:
- The MAGGIC score exhibits inferior performance in predicting mortality for hospitalized HF patients at discharge compared to ambulatory HF patients.
- Incorporating hospital-based NP levels does not enhance the predictive accuracy of the MAGGIC score in the hospitalized HF population.
- Current risk stratification models may need refinement for effective use in acute HF settings.
Background:
Risk stratification for hospitalized patients with heart failure (HF) remains a critical need. The Meta-Analysis Global Group in Chronic Heart Failure (MAGGIC) score is a robust model derived from patients with ambulatory HF. Its validity at the time of discharge and the incremental value of natriuretic peptides (NPs) in this setting is unclear.
Methods:
This was a single-center study examining a total of 4138 patients with HF from 2 groups; hospital discharge patients from administrative data (n = 2503, 60.5%) and a prospective registry of patients with ambulatory HF (n = 1635, 39.5%). The ambulatory registry patients underwent N-terminal pro-B-type NP (BNP) measurement at enrollment, and in the hospitalize discharge cohort clinical BNP levels were abstracted. The primary endpoint was all-cause mortality within 1 year. MAGGIC score performance was compared between cohorts utilizing Cox regression and calibration plots. The incremental value of NPs was assessed using calculated area under the curve and net reclassification improvement (NRI).
Results:
The hospitalized and ambulatory cohorts differed with respect to primary outcome (777 and 100 deaths, respectively), sex (52.1% vs 41.7% female) and race (35% vs 49.5% African American). The MAGGIC score showed poor discrimination of mortality risk in the hospital discharge (C statistic: 0.668, hazard ratio [HR]: 1.1 per point, 95% confidence interval [CI]: 0.652, 0.684) but fair discrimination in the ambulatory cohorts (C statistic: 0.784, HR: 1.16 per point, 95% CI: 0.74, 0.83), respectively, a difference that was statistically significant (P = .001 for C statistic, 0.002 for HR). Calibration assessment indicated that the slope and intercept (of MAGGIC-predicted to observed mortality) did not statistically differ from ideal in either cohort and did not differ between the cohorts (all P > .1). NP levels did not significantly improve prediction in the hospitalized cohort (P = .127) but did in the ambulatory cohort (C statistic: 0.784 [95% CI: 0.74, 0.83] vs 0.82 [95% CI: 0.78, 0.85]; P = .018) with a favorable NRI of 0.354 (95% CI: 0.202-0.469; P = .002).
Conclusion:
The MAGGIC score showed poor discrimination when used in patients with HF at hospital discharge, which was inferior to its performance in patients with ambulatory HF. Discrimination within the hospital discharge group was not improved by including hospital NP levels.
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