Evidence map›Paper›PMID 33257943›Full record

ArticleClinical chemistry2021

Choline Metabolism and Risk of Atrial Fibrillation and Heart Failure in the PREDIMED Study.

Christopher Papandreou, Mònica Bulló, Pablo Hernández-Alonso, Miguel Ruiz-Canela, Jun Li, Marta Guasch-Ferré, Estefanía Toledo, Clary Clish, Dolores Corella, Ramon Estruch and 10 more

Open access · bronzeAbstract read
In one paragraph

Article in Clinical chemistry, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 51 papers, 5 of them syntheses that pooled it.

0numbers the graph read from it
0cells of the map it votes in
51citing papers in PubMed, 5 pooled it
6.5field-weighted citation impact, top 2% 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

51 citing papers in PubMed, 5 syntheses or guidelines pooled it, 78 citations in OpenAlex.

  1. Pooled it
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  3. Association of gut microbiome dysbiosis with the progression of atrial fibrillation: A systematic review.Annals of noninvasive electrocardiology : the official journal of the International Society for Holter and Noninvasive Electrocardiology, Inc · 2023
    Pooled it
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  8. Multi-Omics Genome-Wide to Explore the Formation and Development Targets for Intracranial Aneurysms.FASEB journal : official publication of the Federation of American Societies for Experimental Biology · 2026
    Article
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  16. Recent advances in precision nutrition and cardiometabolic diseases.Revista espanola de cardiologia (English ed.) · 2025
    Review
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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

20 authors at 10 institutions in 2 countries.

Christopher PapandreouUniversitat Rovira i Virgili, Departament de Bioquímica i Biotecnologia, Unitat de Nutrició, Reus, Spain.
Mònica BullóUniversitat Rovira i Virgili, Departament de Bioquímica i Biotecnologia, Unitat de Nutrició, Reus, Spain.
Pablo Hernández-AlonsoUniversitat Rovira i Virgili, Departament de Bioquímica i Biotecnologia, Unitat de Nutrició, Reus, Spain.
Miguel Ruiz-CanelaCentro de Investigación Biomédica en Red Fisiopatologia de la Obesidad y la Nutrición (CIBEROBN), Institut de Salud Carlos III, Madrid, Spain.
Jun LiDepartment of Nutrition, Harvard T.H. Chan School of Public Health, Boston, MA.
Marta Guasch-FerréDepartment of Nutrition, Harvard T.H. Chan School of Public Health, Boston, MA.
Estefanía ToledoCentro de Investigación Biomédica en Red Fisiopatologia de la Obesidad y la Nutrición (CIBEROBN), Institut de Salud Carlos III, Madrid, Spain.
Clary ClishBroad Institute of MIT and Harvard University, Cambridge, MA.
Dolores CorellaCentro de Investigación Biomédica en Red Fisiopatologia de la Obesidad y la Nutrición (CIBEROBN), Institut de Salud Carlos III, Madrid, Spain.
Ramon EstruchCentro de Investigación Biomédica en Red Fisiopatologia de la Obesidad y la Nutrición (CIBEROBN), Institut de Salud Carlos III, Madrid, Spain.
Emilio RosCentro de Investigación Biomédica en Red Fisiopatologia de la Obesidad y la Nutrición (CIBEROBN), Institut de Salud Carlos III, Madrid, Spain.
Montserrat FitóCentro de Investigación Biomédica en Red Fisiopatologia de la Obesidad y la Nutrición (CIBEROBN), Institut de Salud Carlos III, Madrid, Spain.
Angel Alonso-GómezCentro de Investigación Biomédica en Red Fisiopatologia de la Obesidad y la Nutrición (CIBEROBN), Institut de Salud Carlos III, Madrid, Spain.
Miquel FiolCentro de Investigación Biomédica en Red Fisiopatologia de la Obesidad y la Nutrición (CIBEROBN), Institut de Salud Carlos III, Madrid, Spain.
José M Santos-LozanoCentro de Investigación Biomédica en Red Fisiopatologia de la Obesidad y la Nutrición (CIBEROBN), Institut de Salud Carlos III, Madrid, Spain.
Lluís Serra-MajemCentro de Investigación Biomédica en Red Fisiopatologia de la Obesidad y la Nutrición (CIBEROBN), Institut de Salud Carlos III, Madrid, Spain.
Liming LiangDepartment of Biostatistics, Harvard T.H. Chan School of Public Health, Boston, MA.
Miguel A Martínez-GonzálezCentro de Investigación Biomédica en Red Fisiopatologia de la Obesidad y la Nutrición (CIBEROBN), Institut de Salud Carlos III, Madrid, Spain.
Frank B HuDepartment of Nutrition, Harvard T.H. Chan School of Public Health, Boston, MA.
Jordi Salas-SalvadóUniversitat Rovira i Virgili, Departament de Bioquímica i Biotecnologia, Unitat de Nutrició, Reus, Spain.
Harvard University · USInstituto de Salud Carlos III · ESCentro de Investigación Biomédica en Red · ESHospital Universitari Sant Joan de Reus · ESConsorci Institut D'Investigacions Biomediques August Pi I Sunyer · ESHospital Del Mar · ESNavarre Institute of Health Research · ESOsakidetza · ESUniversidad de Navarra · ESUniversitat de Barcelona · ES

Funding

Mediterranean diet, Metabolites, and Cardiovascular DiseaseR01HL118264 · NHLBI · HARVARD UNIVERSITY D/B/A HARVARD SCHOOL OF PUBLIC HEALTH · PI HU, FRANK B, LAMUELA-RAVENTÓS, ROSA · 2013 to 2025
$6.8M
NHLBI NIH HHS R01 HL118264
6 · The paper itself

Abstract

backgroundFew studies have examined the associations of trimethylamine-N-oxide (TMAO) and its precursors (choline, betaine, dimethylglycine, and L-carnitine) with the risk of atrial fibrillation (AF) and heart failure (HF). This study sought to investigate these associations.

methodsProspective associations of these metabolites with incident AF and HF were examined among participants at high cardiovascular risk in the PREDIMED study (PREvención con DIeta MEDiterránea) after follow-up for about 10 years. Two nested case-control studies were conducted, including 509 AF incident cases matched to 618 controls and 326 HF incident cases matched to 426 controls. Plasma levels of TMAO and its precursors were semi-quantitatively profiled with liquid chromatography tandem mass spectrometry. Odds ratios were estimated with multivariable conditional logistic regression models.

resultsAfter adjustment for classical risk factors and accounting for multiple testing, participants in the highest quartile vs. the lowest quartile of baseline choline and betaine levels had a higher risk of AF [OR (95% CI): 1.85 (1.30-2.63) and 1.57 (1.09-2.24), respectively]. The corresponding OR for AF for extreme quartiles of dimethylglycine was 1.39 (0.99-1.96). One SD increase in log-transformed dimethylglycine was positively associated with AF risk (OR, 1.17; 1.03-1.33). The corresponding ORs for HF for extreme quartiles of choline, betaine, and dimethylglycine were 2.51 (1.57-4.03), 1.65 (1.00-2.71) and 1.65 (1.04-2.61), respectively. TMAO and L-carnitine levels were not associated with AF or HF.

conclusionsOur findings support the role of the choline metabolic pathway in the pathogenesis of AF and HF.

Indexed as

Risk FactorsAgedAtrial FibrillationBetaineCarnitineCase-Control StudiesCholineFemaleHeart FailureHumansMaleMethylaminesProspective StudiesSarcosineBetaineCarnitineCholinedimethylglycineMethylaminesSarcosinetrimethyloxamineatrial fibrillationcholine metabolismheart failurePREDIMEDTrimethylamine-N-oxide

Identifiers

PMID33257943
PMCPMC7793226
OpenAlexW3109389473

What OpenQuestion holds

Textmetadata
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.