ArticleEuropean journal of heart failure2024
Proteomic prediction of incident heart failure and its main subtypes.
Article in European journal of heart failure, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 14 papers.
What it found
Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.
The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
14 citing papers in PubMed, 13 citations in OpenAlex.
- Unveiling Endotypes in Systemic Lupus Erythematosus Through Multiomic Analysis: Insights Into Cardiovascular and Renal Complications.Arthritis & rheumatology (Hoboken, N.J.) · 2026Article
- Integrating Genomics and Proteomics to Identify Causal Proteins and Biologic Pathways for Incident Atrial Fibrillation in CKD.Journal of the American Society of Nephrology : JASN · 2026Article
- Large-scale plasma proteomics improves prediction of heart failure among MASLD individuals: A prospective cohort study.American journal of preventive cardiology · 2026Article
- Long-term temporal stability of circulating proteins in older adults.Nature communications · 2026Article
- Review
- The impact of low-frequency genetic variants on serum protein levels.bioRxiv : the preprint server for biology · 2026Article
- Precision cardiovascular medicine with big data and AI.NPJ digital medicine · 2026Review
- Large-Scale Proteomic Profiling of Incident Heart Failure and Its Subtypes in Older Adults.Circulation. Genomic and precision medicine · 2026Article
- Systematic comparison of observational and Mendelian Randomization estimates for cardiometabolic proteomic signatures.medRxiv : the preprint server for health sciences · 2025Article
- Long-term temporal stability of circulating proteins in older adults.bioRxiv : the preprint server for biology · 2025Article
- GPLD1 Attenuates Heart Failure via Dual-Membrane Localization to Inhibit uPAR.Circulation research · 2025Article
- Mechanistic Insights into Tumorigenesis from Serum Proteins.medRxiv : the preprint server for health sciences · 2025Article
- Geroscience in heart failure: the search for therapeutic targets in the shared pathobiology of human aging and heart failure.The journal of cardiovascular aging · 2025Article
- Screening for Heart Failure: Biomarkers to Detect Heightened Risk in the General Population.Current heart failure reports · 2024Review
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
21 authors at 9 institutions in 6 countries.
Funding
Abstract
aimTo examine the ability of serum proteins in predicting future heart failure (HF) events, including HF with reduced or preserved ejection fraction (HFrEF or HFpEF), in relation to event time, and with or without considering established HF-associated clinical variables. METHODS AND
resultsIn the prospective population-based Age, Gene/Environment Susceptibility Reykjavik Study (AGES-RS), 440 individuals developed HF after their first visit with a median follow-up of 5.45 years. Among them, 167 were diagnosed with HFrEF and 188 with HFpEF. A least absolute shrinkage and selection operator regression model with non-parametric bootstrap were used to select predictors from an analysis of 4782 serum proteins, and several pre-established clinical parameters linked to HF. A subset of 8-10 distinct or overlapping serum proteins predicted different future HF outcomes, and C-statistics were used to assess discrimination, revealing proteins combined with a C-index of 0.80 for all incident HF, 0.78 and 0.80 for incident HFpEF or HFrEF, respectively. In the AGES-RS, protein panels alone encompassed the risk contained in the clinical information and improved the performance characteristics of prediction models based on N-terminal pro-B-type natriuretic peptide and clinical risk factors. Finally, the protein predictors performed particularly well close to the time of an HF event, an outcome that was replicated in the Cardiovascular Health Study.
conclusionA small number of circulating proteins accurately predicted future HF in the AGES-RS cohort of older adults, and they alone encompass the risk information found in a collection of clinical data. Incident HF events were predicted up to 8 years, with predictor performance significantly improving for events occurring less than 1 year ahead, a finding replicated in an external cohort study.
Indexed as
Identifiers
What OpenQuestion holds
Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.