Key result
CART model using exhaled breath acetone stratifies 6-month acute HF death or transplant risk up to ~89%.
Why the study?
Estimating prognostic risk in acute HF guides decision-making, particularly for patients needing inotropic support who may require heart transplantation, where exhaled breath acetone may aid risk assessment.
Does a CART model incorporating Exhaled Breath Acetone and standard clinical variables predict listing for heart transplantation or death in patients with acute decompensated heart failure profile C?
Observational (n=276)
No
Does a CART model incorporating Exhaled Breath Acetone and standard clinical variables predict listing for heart transplantation or death in patients with acute decompensated heart failure profile C?
A bedside risk tree incorporating BNP, sodium, LVEF, creatinine, and Exhaled Breath Acetone can effectively stratify the 6-month risk of death or heart transplant listing in patients with acute decompensated heart failure requiring inotropes.
May support bedside stratification in profile C acute HF; extends BNP/sodium data with EBA but remains hypothesis-generating.
Introduction Estimating prognostic risk in acute heart failure (HF) is crucial for guiding clinical decision-making, especially in patients receiving inotropic support who may require heart transplantation (HT). Exhaled Breath Acetone (EBA), a biomarker of prognosis that reflects metabolic changes in HF, could be useful in risk assessment for this population. Objective To develop a practical bedside tool to predict the need for listing for HT or the risk of death in patients admitted to emergency room in acute decompensated HF (ADHF) hemodynamic C profile. Methods This was a prospective, observational, single-center study. We used the classification and regression tree (CART) methodology to identify the strongest predictors of listing for HT or death within six months. A total of six variables, previously analyzed using the Cox proportional hazards model, were tested for inclusion in the CART model, and the cutoff point was determined using the ROC curve. Final models were developed and adjusted to ensure that at least 10% of the sample was included in each branch. Results Between January 2019 and August 2023, 276 patients were included. Most patients were male (67%), with mean age of 55 (±13) years-old. The mean left ventricle ejection fraction (LVEF) was 25(±5)%, and the most prevalent etiologies were idiopathic (30%), Chagas disease (20%), and ischemic heart disease (20%) (table 1). Listing for HT or death was observed in 59% of the cohort. The variables included and their respective cutoff values were B-Type Natriuretic Peptide (BNP) (2214 pg/mL), sodium (137.5 mmol/L), LVEF (24.5%), creatinine (2.1 mg/dL), and EBA (4.3 µg/L) at admission. The risk ranged from 38% to 61% in patients with BNP levels below the cutoff, depending on LVEF and creatinine values. However, when BNP levels were higher than the cutoff, the risk varied according to sodium and EBA levels. BNP >2214 pg/mL and sodium < or = 137.5 mmol/L resulted in the highest risk in the cohort (89%). However, when high levels of BNP were associated with sodium levels >137.5 mmol/L, the risk varied according to EBA levels: 38% if EBA< or =4.3 µg/L and 75% if EBA>4.3 µg/L (Figure 1). Conclusion Our findings confirmed that HF patients receiving inotropic support are at high risk of being listed for HT or progressing to death and can be identified using laboratory and echocardiographic data obtained at admission. In this cohort, EBA provided additional prognostic value to known predictors. The risk tree offers a practical bedside tool for severity stratification in HF patients in hemodynamic profile C. These results can be used in the future for validation in other populations.
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Costa-Dan et al. (2025) conducted an observational in Acute decompensated heart failure (ADHF) hemodynamic C profile (n=276). Classification and regression tree (CART) model including Exhaled Breath Acetone (EBA) was evaluated on Listing for heart transplantation or death within six months. A CART model incorporating BNP, sodium, LVEF, creatinine, and Exhaled Breath Acetone stratified 6-month risk of heart transplant listing or death from 38% to 89% in acute heart failure patients.
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