ArticleCirculation. Heart failure2026
Phenomapping in Heart Failure With Reduced Ejection Fraction to Identify Subpopulations With High Residual Risk: A VICTORIA Substudy.
Article in Circulation. Heart failure, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to trial NCT02861534 (A Randomized Parallel-Group, Placebo-Controlled, Double-Blind, Event-Driven, Multi-Center Pivotal Phase III Clinical Outcome Trial of Efficacy and Safety of the Oral sGC Stimulator Vericiguat in Subjects With Heart Failure With Reduced Ejection Fraction), which is not on this map. Cited by 1 paper.
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A Randomized Parallel-Group, Placebo-Controlled, Double-Blind, Event-Driven, Multi-Center Pivotal Phase III Clinical Outcome Trial of Efficacy and Safety of the Oral sGC Stimulator Vericiguat in Subjects With Heart Failure With Reduced Ejection Fraction (HFrEF) - VerICiguaT GlObal Study in Subjects With Heart Failure With Reduced EjectIon FrAction (VICTORIA)
Who cites it
1 citing paper in PubMed.
- Machine learning and multi-omics technologies for precision cardiovascular medicine: advancing diagnosis, risk prediction, and therapeutic guidance.Frontiers in cardiovascular medicine · 2026Review
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17 authors.
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No grant is acknowledged in the PubMed record.
Abstract
backgroundPatients with heart failure and reduced ejection fraction (HFrEF) have a high residual risk for heart failure hospitalizations and cardiovascular death. We aimed to use multimodality data to identify unique HFrEF subgroups with high residual risk.
methodsIn this VICTORIA substudy (Vericiguat Global Study in Subjects With Heart Failure With Reduced Ejection Fraction), clinical, electrocardiographic, echocardiographic, quantitative biomarker, and targeted proteomics data were collected. Agglomerative hierarchical clustering was performed using 105 variables to define HFrEF phenogroups. Cox regression estimated the relationship between the HFrEF phenogroups and the primary composite outcome of cardiovascular death or heart failure hospitalization. External validation of the phenogroups was performed in the BIOSTAT-CHF cohort (Biology Study to Tailored Treatment in Chronic Heart Failure). Multinomial logistic regression identified the most important variables in defining the HFrEF phenogroups.
resultsThere were 564 participants; after clustering, the optimal number of HFrEF phenogroups was 3. Phenogroup 1 was young, well-treated with guideline-directed medical therapy, and least likely to have an implantable cardioverter defibrillator. Phenogroup 2 had the highest prevalence of atrial fibrillation and pathological Q-waves on electrocardiography. Phenogroup 3 was older, had more biventricular dysfunction, and had advanced renal disease. A stepwise increase in the risk of the primary composite outcome was observed from HFrEF phenogroup 1 to 3 (hazard ratio, 7.0 [95% CI, 4.1-12.0];
conclusionsWe identified and externally validated unique HFrEF subpopulations with shared biological characteristics that differentiated residual risk for cardiovascular death or heart failure hospitalization. GDF-15 was the most important protein used to distinguish the 3 HFrEF phenogroups. These findings may inform study entry criteria for future HFrEF trials focused on the development of novel therapeutics. REGISTRATION: URL: https://www.clinicaltrials.gov; Unique identifier: NCT02861534.
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