Evidence map›Paper›PMID 39041366›Full record

ArticleEuropean journal of preventive cardiology2025

External validation and comparison of six cardiovascular risk prediction models in the Prospective Urban Rural Epidemiology (PURE)-Colombia study.

Jose P Lopez-Lopez, Angel A Garcia-Pena, Daniel Martinez-Bello, Ana M Gonzalez, Maritza Perez-Mayorga, Oscar Mauricio Muñoz Velandia, Gabriela Ruiz-Uribe, Alfonso Campo, Sumathy Rangarajan, Salim Yusuf and 1 more

Registry-linked trialAbstract readComparative StudyValidation StudyMulticenter Study
In one paragraph

Article in European journal of preventive cardiology, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to trial NCT07695376 (CArdiovascular Risk Assessment Via Multimodal Data Analysis Enabling Personalised Prevention Strategies Targeting MEnopausaL Women - Observational Study), which is not on this map. Cited by 17 papers.

0numbers the graph read from it
0cells of the map it votes in
17citing 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.

NCT07695376 recruitingnot on this mapstarted 2026, after this paper: background citation

CArdiovascular Risk Assessment Via Multimodal Data Analysis Enabling Personalised Prevention Strategies Targeting MEnopausaL Women - Observational Study

Typeobservational_patient_registrySponsorBiogipuzkoa Health Research InstituteRan2026 to 2028Enrolled3,000ConditionsPerimenopause, Menopause, Cardiovascular (CV) Risk, Women (Between 30 to 60 Years Old)
3 · Its place in the literature

Who cites it

17 citing papers in PubMed.

  1. Article
  2. Observational
  3. Review
  4. Article
  5. Article
  6. Article
  7. Article
  8. Article
  9. Article
  10. Article
  11. Cardiovascular Risk Prediction in Older Adults.Current atherosclerosis reports · 2025
    Review
  12. Article
  13. Article
  14. Article
  15. Article
  16. Article
  17. Risk of Cardiovascular Disease Among People Living With HIV With Immunological Nonresponse.Journal of the International Association of Providers of AIDS Care
    Article
4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

11 authors.

Jose P Lopez-LopezMasira Research Institute, Universidad de Santander (UDES), Bloque G, piso 6, Bucaramanga 680003, Colombia.ORCID 0000-0001-8865-0929
Angel A Garcia-PenaInternal Medicine Department, Pontificia Universidad Javeriana- Hospital Universitario San Ignacio, Bogotá, Colombia.ORCID 0000-0002-3606-2102
Daniel Martinez-BelloMasira Research Institute, Universidad de Santander (UDES), Bloque G, piso 6, Bucaramanga 680003, Colombia.ORCID 0000-0003-3219-0753
Ana M GonzalezInternal Medicine Department, Pontificia Universidad Javeriana- Hospital Universitario San Ignacio, Bogotá, Colombia.ORCID 0000-0002-0231-5095
Maritza Perez-MayorgaMasira Research Institute, Universidad de Santander (UDES), Bloque G, piso 6, Bucaramanga 680003, Colombia.ORCID 0000-0002-4240-6776
Oscar Mauricio Muñoz VelandiaInternal Medicine Department, Pontificia Universidad Javeriana- Hospital Universitario San Ignacio, Bogotá, Colombia.ORCID 0000-0001-5401-0018
Gabriela Ruiz-UribeMasira Research Institute, Universidad de Santander (UDES), Bloque G, piso 6, Bucaramanga 680003, Colombia.ORCID 0009-0005-4067-1495
Alfonso CampoFaculty of Medicine, Universidad de Santander (UDES), Sede Valledupar, Valledupar, Colombia.
Sumathy RangarajanDepartment of Medicine, McMaster University, Hamilton, Canada.ORCID 0000-0003-2420-5986
Salim YusufDepartment of Medicine, McMaster University, Hamilton, Canada.ORCID 0000-0003-4776-5601
Patricio Lopez-JaramilloMasira Research Institute, Universidad de Santander (UDES), Bloque G, piso 6, Bucaramanga 680003, Colombia.ORCID 0000-0002-9122-8742

Funding

CIHRCOLCIENCIAS 6566-04-18062Heart and Stroke Foundation of OntarioPopulation Health Research Institute
6 · The paper itself

Abstract

aimsTo externally validate the SCORE2, AHA/ACC pooled cohort equation (PCE), Framingham Risk Score (FRS), Non-Laboratory INTERHEART Risk Score (NL-IHRS), Globorisk-LAC, and WHO prediction models and compare their discrimination and calibration capacity. METHODS AND

resultsValidation in individuals aged 40-69 years with at least 10 years of follow-up and without baseline use of statins or cardiovascular diseases from the Prospective Urban Rural Epidemiology (PURE)-Colombia prospective cohort study. For discrimination, the C-statistic, and receiver operating characteristic curves with the integrated area under the curve (AUCi) were used and compared. For calibration, the smoothed time-to-event method was used, choosing a recalibration factor based on the integrated calibration index (ICI). In the NL-IHRS, linear regressions were used. In 3802 participants (59.1% women), baseline risk ranged from 4.8% (SCORE2 women) to 55.7% (NL-IHRS). After a mean follow-up of 13.2 years, 234 events were reported (4.8 cases per 1000 person-years). The C-statistic ranged between 0.637 (0.601-0.672) in NL-IHRS and 0.767 (0.657-0.877) in AHA/ACC PCE. Discrimination was similar between AUCi. In women, higher over-prediction was observed in the Globorisk-LAC (61%) and WHO (59%). In men, higher over-prediction was observed in FRS (72%) and AHA/ACC PCE (71%). Overestimations were corrected after multiplying by a factor derived from the ICI.

conclusionSix prediction models had a similar discrimination capacity, supporting their use after multiplying by a correction factor. If blood tests are unavailable, NL-IHRS is a reasonable option. Our results suggest that these models could be used in other countries of Latin America after correcting the overestimations with a multiplying factor.

Indexed as

Cardiovascular DiseasesDecision Support TechniquesRural HealthAdultAgedColombiaFemaleHeart Disease Risk FactorsHumansMaleMiddle AgedPredictive Value of TestsPrognosisProspective StudiesReproducibility of ResultsRisk AssessmentCardiovascular diseaseLatin-AmericanPredictionPrimary preventionScoresValidation

Identifiers

PMID39041366
PMCPMC12066169

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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.