Evidence map›Paper›PMID 37936531›Full record

ArticleEuropean journal of heart failure2024

Proteomic prediction of incident heart failure and its main subtypes.

Valur Emilsson, Brynjolfur G Jonsson, Thomas R Austin, Valborg Gudmundsdottir, Gisli T Axelsson, Elisabet A Frick, Thorarinn Jonmundsson, Anna E Steindorsdottir, Joseph Loureiro, Jennifer A Brody and 11 more

Open access · bronzeAbstract read
In one paragraph

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.

0numbers the graph read from it
0cells of the map it votes in
14citing papers in PubMed
2.9field-weighted citation impact, top 8% of its field
1 · What the graph read from it

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.

2 · The registry

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.

3 · Its place in the literature

Who cites it

14 citing papers in PubMed, 13 citations in OpenAlex.

  1. Article
  2. Article
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  4. Article
  5. Review
  6. The impact of low-frequency genetic variants on serum protein levels.bioRxiv : the preprint server for biology · 2026
    Article
  7. Review
  8. Article
  9. Article
  10. Long-term temporal stability of circulating proteins in older adults.bioRxiv : the preprint server for biology · 2025
    Article
  11. Article
  12. Mechanistic Insights into Tumorigenesis from Serum Proteins.medRxiv : the preprint server for health sciences · 2025
    Article
  13. Article
  14. Review
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

21 authors at 9 institutions in 6 countries.

Valur Emilsson *Icelandic Heart Association, Kopavogur, Iceland.ORCID 0000-0001-9982-0524
Brynjolfur G Jonsson *Icelandic Heart Association, Kopavogur, Iceland.ORCID 0000-0003-4730-5584
Thomas R Austin *Cardiovascular Health Research Unit, Department of Epidemiology, University of Washington, Seattle, WA, USA.
Valborg GudmundsdottirIcelandic Heart Association, Kopavogur, Iceland.ORCID 0000-0002-7459-1603
Gisli T AxelssonIcelandic Heart Association, Kopavogur, Iceland.ORCID 0000-0002-7156-9080
Elisabet A FrickIcelandic Heart Association, Kopavogur, Iceland.ORCID 0000-0002-9812-361X
Thorarinn JonmundssonIcelandic Heart Association, Kopavogur, Iceland.ORCID 0000-0001-9158-0087
Anna E SteindorsdottirIcelandic Heart Association, Kopavogur, Iceland.
Joseph LoureiroNovartis Institutes for Biomedical Research, Cambridge, MA, USA.ORCID 0000-0001-7222-9160
Jennifer A BrodyCardiovascular Health Research Unit, Department of Medicine, University of Washington, Seattle, WA, USA.ORCID 0000-0001-8509-148X
Thor AspelundIcelandic Heart Association, Kopavogur, Iceland.ORCID 0000-0002-7998-5433
Lenore J LaunerLaboratory of Epidemiology and Population Sciences, National Institute on Aging, Bethesda, MD, USA.ORCID 0000-0002-3238-7612
Gudmundur ThorgeirssonIcelandic Heart Association, Kopavogur, Iceland.ORCID 0000-0002-7146-1395
Kirsten A KortekaasDepartment of Cardiology, Leiden University Medical Center, Leiden, The Netherlands.ORCID 0000-0003-0971-116X
Jan H LindemanDepartment of Surgery, Leiden University Medical Center, Leiden, The Netherlands.ORCID 0000-0002-5656-4345
Anthony P OrthNovartis Institutes for Biomedical Research, San Diego, CA, USA.
John R LambMonoceros Biosystems, San Diego, CA, USA.
Bruce M PsatyCardiovascular Health Research Unit, Departments of Medicine, Epidemiology, and Health Systems and Population Health, University of Washington, Seattle, WA, USA.ORCID 0000-0002-7278-2190
Jorge R KizerDivision of Cardiology, San Francisco Veterans Affairs Health Care System, and Departments of Medicine, Epidemiology and Biostatistics, University of California, San Francisco, CA, USA.ORCID 0000-0001-9936-7803
Lori L JenningsNovartis Institutes for Biomedical Research, Cambridge, MA, USA.ORCID 0000-0001-5130-8417
Vilmundur GudnasonIcelandic Heart Association, Kopavogur, Iceland.ORCID 0000-0001-5696-0084
Icelandic Heart Association · ISUniversity of Iceland · ISUniversity of Washington · USLeiden University Medical Center · NLNovartis (Switzerland) · CHGenomics Institute of the Novartis Research Foundation · USHTD Biosystems (United States) · USNational Institute on Aging · USSan Francisco VA Medical Center · US

Funding

Exceptional Survival: Trajectories to Functional Aging (CHS All Stars)R01AG023629 · NIA · UNIVERSITY OF PITTSBURGH AT PITTSBURGH · PI NEWMAN, ANNE B. · 2004 to 2016
$9.5M
CHARGE Consortium: Omics Discovery for CVD and Aging PhenotypesR01HL105756 · NHLBI · UNIVERSITY OF WASHINGTON · PI Bruce M Psaty, NICHOLAS L SMITH · 2011 to 2026
$9.5M
CARDIOVASCULAR HEALTH STUDY (CHS) - TASK AREA C, STUDY CLOSEOUT75N92021D00006 · NHLBI · UNIVERSITY OF WASHINGTON · PI PSATY, BRUCE · 2021 to 2024
$8.4M
CHS research resources for the cardiovascular health of older adultsU01HL130114 · NHLBI · UNIVERSITY OF WASHINGTON · PI BURKE, GREGORY L, KRONMAL, RICHARD A · 2016 to 2019
$6.6M
CLINICAL PROJECT: Age, Gene/Environment Susceptibility Study on the Multi-omics of Aging: A clinical epidemiologic prospective studyZIAAG007380 · NIA · NATIONAL INSTITUTE ON AGING · PI LAUNER, LENORE J · 2009 to 2025
$6.1M
Plasma proteomics in CHS and population biologyR01HL144483 · NHLBI · UNIVERSITY OF WASHINGTON · PI DURDA, JON PETER, GERSZTEN, ROBERT E · 2019 to 2022
$6.0M
CHS Events Follow-up StudyU01HL080295 · NHLBI · UNIVERSITY OF WASHINGTON · PI PSATY, BRUCE M · 2005 to 2008
$4.6M
Brain aging and cardiovascular risk factors and diseaseZIAAG007480 · NIA · NATIONAL INSTITUTE ON AGING · PI LAUNER, LENORE J · 2011 to 2025
$2.7M
Serum proteome analysis of Alzheimer´s disease in a population-based longitudinal cohort study - the AGES Reykjavik studyR01AG065596 · NIA · ICELANDIC HEART ASSOCIATION · PI Valborg Gudmundsdottir · 2021 to 2026
$2.6M
Role of EIIIA fibronectin in pulmonary fibrosisR01HL085083 · NHLBI · UNIVERSITY OF MICHIGAN AT ANN ARBOR · PI WHITE, ERIC S · 2007 to 2011
$1.9M
CHS-Transition PhaseN01HC55222 · NHLBI · PI , · 2007 to 2007
$575k
AGES STUDY-THE REYKJAVIK STUDY OF HEALTHY AGING FOR THE NEW MILLENNIUM-26012100N01AG012100 · NIA · ICELANDIC HEART ASSOCIATION · 2002 to 2004
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6 · The paper itself

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

Heart FailureAgedBlood ProteinsCohort StudiesHumansPrognosisProspective StudiesProteomicsStroke VolumeBlood ProteinsClinical variablesC-statisticsEvent timeHeart failurePredictorsSerum proteomics

Identifiers

PMID37936531
PMCPMC12700073
OpenAlexW4388494564

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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.