Evidence map›Paper›PMID 41096615›Full record

ArticleInternational journal of molecular sciences2025

Biomarkers for Personalised Primary or Secondary Prevention in Cardiovascular Diseases: A Rapid Scoping Review.

Chantal Babb de Villiers, Elena Plans-Beriso, Chaitanya Erady, Laura Blackburn, Hayley Wilson, Heather Turner, Isla Kuhn, Cristina Barahona-López, Paul Diez-Echave, Orlando Romulo Hernández and 11 more

Abstract readScoping Review
In one paragraph

Article in International journal of molecular sciences, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing papers in PubMed
–field-weighted citation impact
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

2 citing papers in PubMed.

  1. Review
  2. 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.

Chantal Babb de VilliersPHG Foundation, University of Cambridge, Cambridge CB2 8RN, UK.ORCID 0000-0003-1334-1819
Elena Plans-BerisoCIBER of Epidemiology and Public Health (CIBERESP), 28029 Madrid, Spain.
Chaitanya EradyPHG Foundation, University of Cambridge, Cambridge CB2 8RN, UK.ORCID 0000-0002-3319-9680
Laura BlackburnPHG Foundation, University of Cambridge, Cambridge CB2 8RN, UK.ORCID 0000-0003-4258-9370
Hayley WilsonPHG Foundation, University of Cambridge, Cambridge CB2 8RN, UK.ORCID 0000-0002-9914-2601
Heather TurnerPHG Foundation, University of Cambridge, Cambridge CB2 8RN, UK.ORCID 0000-0002-5399-0605
Isla KuhnCambridge University Medical Library, Cambridge CB2 0SP, UK.
Cristina Barahona-LópezCIBER of Epidemiology and Public Health (CIBERESP), 28029 Madrid, Spain.ORCID 0000-0003-0743-383X
Paul Diez-EchaveCIBER of Epidemiology and Public Health (CIBERESP), 28029 Madrid, Spain.
Orlando Romulo HernándezCIBER of Epidemiology and Public Health (CIBERESP), 28029 Madrid, Spain.ORCID 0009-0008-9528-1867
Nerea Fernández de Larrea-BazCIBER of Epidemiology and Public Health (CIBERESP), 28029 Madrid, Spain.
Dafina PetrovaCIBER of Epidemiology and Public Health (CIBERESP), 28029 Madrid, Spain.ORCID 0000-0002-0346-6776
Ramon Cierco JimenezInternational Agency for Research on Cancer, World Health Organisation, Evidence Synthesis and Classification Branch, 69366 CEDEX 07 Lyon, France.
Pablo Fernández-NavarroCIBER of Epidemiology and Public Health (CIBERESP), 28029 Madrid, Spain.
Esther García-EsquinasCIBER of Epidemiology and Public Health (CIBERESP), 28029 Madrid, Spain.
Fernando Rodríguez-ArtalejoCIBER of Epidemiology and Public Health (CIBERESP), 28029 Madrid, Spain.ORCID 0000-0001-9317-5755
María José SánchezCIBER of Epidemiology and Public Health (CIBERESP), 28029 Madrid, Spain.ORCID 0000-0003-4817-0757
Víctor MorenoCIBER of Epidemiology and Public Health (CIBERESP), 28029 Madrid, Spain.ORCID 0000-0002-2818-5487
Marina PollánCIBER of Epidemiology and Public Health (CIBERESP), 28029 Madrid, Spain.
Beatriz Perez-GomezCIBER of Epidemiology and Public Health (CIBERESP), 28029 Madrid, Spain.ORCID 0000-0002-4299-8214
Mark KroesePHG Foundation, University of Cambridge, Cambridge CB2 8RN, UK.

Funding

H2020 Health 10040946UK Research and Innovation CP23/00024World Health Organization 001
6 · The paper itself

Abstract

Cardiovascular diseases (CVDs) are the leading cause of morbidity and mortality globally. Early detection and personalised prevention strategies are crucial for reducing the burden of CVD. The use of biomarkers plays a pivotal role in identifying individuals at risk and facilitating timely interventions. This rapid scoping review aims to identify and evaluate current research on biomarkers used for primary and secondary personalised prevention of CVD, highlighting evidence gaps and the integration of digital technologies. A comprehensive search was conducted in Medline and Embase databases from January 2020 to February 2023. Joanna Briggs Institute (JBI) Manual for Evidence Synthesis and PRISMA-ScR guidelines were followed. A total of 775 studies were included, with ischemic heart disease (IHD) and stroke being the most investigated CVDs. Molecular, cellular, imaging, physiological, and anthropometric biomarkers were included. Molecular biomarkers, particularly genetic and biochemical, were the most researched. For secondary prevention, there was considerable research using imaging biomarkers. Genetic biomarker research was the most frequent category of biomarker identified, particularly using variant analysis and polygenic scores, followed by biochemical, imaging, and physiological biomarkers. There was also evidence of the integration of artificial intelligence to enhance the predictive capabilities of these biomarkers. Despite progress, research gaps were identified for less common CVDs, such as aortic aneurysm and nonrheumatic valvular heart disease, and limited research investigating other molecular biomarker types, such as epigenetics and transcriptomics.

Indexed as

BiomarkersCardiovascular DiseasesPrecision MedicinePrimary PreventionSecondary PreventionHumansBiomarkersbiomarkercardiovascular diseaseearly detectionprecision medicineprevention

Identifiers

PMID41096615
PMCPMC12524637

What OpenQuestion holds

Textmetadata
LicenceCC BY
Read underepoch 390

Registered trials

None linked

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.