Evidence map›Paper›PMID 41668046›Full record

ArticleLipids in health and disease2026

The influence of ethnicity and sex on lipid profile and cardiovascular risk factors: a population-based study.

Alejandra Pérez-Montes de Oca, Analía Ramos, Anna Hernández-Rubio, Ingrid Arteaga, Laura Ferrer Estopiñan, Anna Costa-Garrido, Meritxell Carmona-Cervelló, Carla Chacon, Irene Ruiz-Rojano, Victor López-Lifante and 3 more

Abstract read
In one paragraph

Article in Lipids in health and disease, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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

0 citing papers in PubMed.

No citing paper in PubMed yet.

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

13 authors.

Alejandra Pérez-Montes de Oca *Department of Endocrinology and Nutrition, Hospital Germans Trias i Pujol, Carretera de Canyet, S/N, Badalona, 08916, Spain.
Analía Ramos *Department of Endocrinology and Nutrition, Hospital Germans Trias i Pujol, Carretera de Canyet, S/N, Badalona, 08916, Spain.
Anna Hernández-RubioDepartment of Endocrinology and Nutrition, Hospital Germans Trias i Pujol, Carretera de Canyet, S/N, Badalona, 08916, Spain.
Ingrid ArteagaUnitat de Suport a la Recerca (USR) Metropolitana Nord, Fundació Institut Universitari d'Investigació en Atenció Primària Jordi Goli Gurina (IDIAP Jordi Gol), Carrer Mare de Déu de Guadalupe, 2-1, Mataró, 08303, Spain.
Laura Ferrer EstopiñanDepartment of Endocrinology and Nutrition, Hospital Germans Trias i Pujol, Carretera de Canyet, S/N, Badalona, 08916, Spain.
Anna Costa-GarridoUnitat de Suport a la Recerca (USR) Metropolitana Nord, Fundació Institut Universitari d'Investigació en Atenció Primària Jordi Goli Gurina (IDIAP Jordi Gol), Carrer Mare de Déu de Guadalupe, 2-1, Mataró, 08303, Spain.
Meritxell Carmona-CervellóUnitat de Suport a la Recerca (USR) Metropolitana Nord, Fundació Institut Universitari d'Investigació en Atenció Primària Jordi Goli Gurina (IDIAP Jordi Gol), Carrer Mare de Déu de Guadalupe, 2-1, Mataró, 08303, Spain.
Carla ChaconUnitat de Suport a la Recerca (USR) Metropolitana Nord, Fundació Institut Universitari d'Investigació en Atenció Primària Jordi Goli Gurina (IDIAP Jordi Gol), Carrer Mare de Déu de Guadalupe, 2-1, Mataró, 08303, Spain.
Irene Ruiz-RojanoUnitat de Suport a la Recerca (USR) Metropolitana Nord, Fundació Institut Universitari d'Investigació en Atenció Primària Jordi Goli Gurina (IDIAP Jordi Gol), Carrer Mare de Déu de Guadalupe, 2-1, Mataró, 08303, Spain.
Victor López-LifanteGermans Trias i Pujol Research Institute (IGTP), Badalona, 08916, Spain.
Alberto ZamoraHospital de Blanes. Grupo de Salud Digital -CSMS- IDIBGI, Girona, Spain.
Pere Torán-Monserrat *Germans Trias i Pujol Research Institute (IGTP), Badalona, 08916, Spain. ptoran.bnm.ics@gencat.cat.
Nuria Alonso Pedrol *Department of Endocrinology and Nutrition, Hospital Germans Trias i Pujol, Carretera de Canyet, S/N, Badalona, 08916, Spain. nalonso32416@yahoo.es.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundEthnically diverse populations can present variations in cardiovascular risk, which can be influenced by differences in lipid profiles and other cardiovascular risk factors. This study aimed to evaluate lipid profiles and traditional cardiovascular risk factors in a Mediterranean population, with a focus on variations by ethnicity and sex.

methodsWe conducted a population-based cross-sectional study using the "Information System for the Development of Research in Primary Care" (SIDIAP) database, which includes primary care data from Catalonia, Spain, collected between 2015 and 2019. The study included subjects aged 40 to 89 years with no prior history of cardiovascular disease (CVD) or lipid-lowering therapy. Descriptive analyses were performed to compare lipid profiles and traditional risk factors across ethnic groups and sex.

resultsWe included 806,458 participants, 56.8% women, 89.9% from Southern Europe, 5.3% from Latin America and Caribbean origin, 3% from North Africa, 0.8% from Central/South Africa and 1% from Asia. Asian individuals presented the most atherogenic lipid profile, with the lower HDL-C, higher triglyceride levels, and elevated atherogenic indices. Higher LDL-C values were observed in Latin American men and Southern European women. Among the groups studied, Central and South Africans presented the most favorable lipid profiles, with low triglyceride and atherogenic indices, regardless of sex. North Africans and Latin Americans presented higher obesity rates, whilst southern Europeans presented the highest prevalence rates of hypertension and smoking.

conclusionsIndividuals from Asia have worse lipid and metabolic profile compared with Central and South African individuals, regardless of sex. Current risk assessment tools may underestimate the cardiovascular risk in these specific populations.

Indexed as

Cardiovascular DiseasesLipidsAdultAgedAged, 80 and overCholesterol, HDLCholesterol, LDLCross-Sectional StudiesEthnicityFemaleHeart Disease Risk FactorsHumansMaleMiddle AgedRisk FactorsSex FactorsCholesterol, HDLCholesterol, LDLLipidsTriglyceridesCardiovascular diseaseCardiovascular risk factorsEthnicityLipid profileSex

Identifiers

PMID41668046
PMCPMC12998377

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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.