Evidence map›Paper›PMID 41361433›Full record

ArticleCardiovascular diabetology2025

Circulating long non-coding RNAs as predictors of type 2 diabetes mellitus development: results from the CORDIOPREV study.

Hatim Boughanem, María José Párraga-Viúdez, Ana Ojeda-Rodríguez, Juan Luis Romero-Cabrera, Eugenia Ruiz-Díaz Narváez, Alejandro López-Moreno, José David Torres-Peña, Manuel Macías-González, Juan Francisco Alcalá-Díaz, Antonio Pablo Arenas-de Larriva and 4 more

Abstract read
In one paragraph

Article in Cardiovascular diabetology, 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

14 authors.

Hatim Boughanem *Lipids and Atherosclerosis Unit, Department of Internal Medicine, Hospital Universitario Reina Sofía, 14004, Cordoba, Spain.
María José Párraga-Viúdez *Lipids and Atherosclerosis Unit, Department of Internal Medicine, Hospital Universitario Reina Sofía, 14004, Cordoba, Spain.
Ana Ojeda-RodríguezLipids and Atherosclerosis Unit, Department of Internal Medicine, Hospital Universitario Reina Sofía, 14004, Cordoba, Spain.
Juan Luis Romero-CabreraLipids and Atherosclerosis Unit, Department of Internal Medicine, Hospital Universitario Reina Sofía, 14004, Cordoba, Spain.
Eugenia Ruiz-Díaz NarváezDepartment of Clinical Nutrition and Diet Therapy, Clinics Hospital, Faculty of Medical Sciences, National University of Asunción, San Lorenzo, Paraguay.
Alejandro López-MorenoLipids and Atherosclerosis Unit, Department of Internal Medicine, Hospital Universitario Reina Sofía, 14004, Cordoba, Spain.
José David Torres-PeñaLipids and Atherosclerosis Unit, Department of Internal Medicine, Hospital Universitario Reina Sofía, 14004, Cordoba, Spain.
Manuel Macías-GonzálezCIBER Fisiopatologia Obesidad y Nutricion (CIBEROBN), Instituto de Salud Carlos III, Madrid, Spain.
Juan Francisco Alcalá-DíazLipids and Atherosclerosis Unit, Department of Internal Medicine, Hospital Universitario Reina Sofía, 14004, Cordoba, Spain.
Antonio Pablo Arenas-de LarrivaLipids and Atherosclerosis Unit, Department of Internal Medicine, Hospital Universitario Reina Sofía, 14004, Cordoba, Spain.
Pablo Pérez-MartínezLipids and Atherosclerosis Unit, Department of Internal Medicine, Hospital Universitario Reina Sofía, 14004, Cordoba, Spain.
Javier Delgado-ListaLipids and Atherosclerosis Unit, Department of Internal Medicine, Hospital Universitario Reina Sofía, 14004, Cordoba, Spain.
José López-Miranda *Lipids and Atherosclerosis Unit, Department of Internal Medicine, Hospital Universitario Reina Sofía, 14004, Cordoba, Spain. md1lomij@uco.es.
Oriol Alberto Rangel-Zuñiga *Lipids and Atherosclerosis Unit, Department of Internal Medicine, Hospital Universitario Reina Sofía, 14004, Cordoba, Spain. oriol.rangel@imibic.org.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundType 2 diabetes mellitus (T2DM) is a growing global health challenge. Conventional diagnostic tools have limited sensitivity and specificity for early-stage disease. In this context, long non-coding RNAs (lncRNAs) have emerged as promising biomarkers for T2DM risk. However, studies exploring their predictive value remain limited. This study aimed to evaluate the potential of circulating lncRNAs in T2DM development and to assess their interaction with dietary interventions.

methodsThe study included 462 non-diabetic participants from the CORDIOPREV study, followed for 5 years under Mediterranean or low-fat diet interventions. Expression levels of 22 circulating lncRNAs were quantified by qPCR. A series of statistical and machine learning methods were applied.

resultsRandom forest analysis identified four lncRNAs (XIST, LINC01116, CASC2, LINC01370) as predictive of T2DM incidence. The combination of these lncRNAs with clinical variables significantly improved prediction performance (AUC = 0.730) compared to models with Hb1Ac (p = 0.015) or clinical variables alone (p < 0.001). Regarding the constructed lncRNA score from the previous model, a lower lncRNA score was associated with a reduced risk of developing T2DM (HR 0.37 (0.24-0.59), p < 0.001), and showed an inverse correlation with the disposition index among individuals following a Mediterranean diet (r = - 0.18, p = 0.009).

conclusionCirculating lncRNAs, particularly integrated into an epigenetic score, represent promising predictive biomarkers for T2DM development. The interaction with dietary intervention-especially the Mediterranean diet-supports their potential use in guiding personalized dietary strategies for T2DM prevention in high-risk populations.

Indexed as

Cell-Free Nucleic AcidsDiabetes Mellitus, Type 2RNA, Long NoncodingAdultAgedBiomarkersDiet, Fat-RestrictedDiet, MediterraneanFemaleGenetic MarkersHumansIncidenceMaleMiddle AgedPredictive Value of TestsPrognosisBiomarkersCell-Free Nucleic AcidsGenetic MarkersRNA, Long NoncodingCORDIOPREVEpigeneticLncRNAsMediterranean dietT2DM

Identifiers

PMID41361433
PMCPMC12683892

What OpenQuestion holds

Textmetadata
LicenceCC BY-NC-ND
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.