Evidence map›Paper›PMID 42426560›Full record

ArticleDiabetes, obesity & metabolism2026

Leisure-Time Physical Activity on Age-Modelled Trajectories of Body Mass Index and Obesity Risk Throughout Life: Multivariable Regression and Mendelian Randomization Analyses Using Electronic Health Record Data From the CORDELIA-Catalunya Study.

Javier Hernando-Redondo, Anna Camps-Vilaró, Roberto Elosua, Eleonora Fornara, Marcelino Bermúdez-López, Pere Torán-Monserrat, Ainara Jiménez-Navarro, José M Valdivielso, Víctor M López-Lifante, Tomàs Salas-Fernández and 4 more

Abstract read
In one paragraph

Article in Diabetes, obesity & metabolism, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing 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

1 citing paper in PubMed.

  1. Article
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.

Javier Hernando-RedondoREGICOR Study Group, Hospital del Mar Research Institute (HMRIB), Carrer del Doctor Aiguader, Barcelona, Spain.ORCID 0000-0002-6777-1649
Anna Camps-VilaróREGICOR Study Group, Hospital del Mar Research Institute (HMRIB), Carrer del Doctor Aiguader, Barcelona, Spain.
Roberto ElosuaConsorcio CIBER, M.P. Enfermedades Cardiovasculares (CIBERCV), Instituto de Salud Carlos III, Madrid, Spain.
Eleonora FornaraREGICOR Study Group, Hospital del Mar Research Institute (HMRIB), Carrer del Doctor Aiguader, Barcelona, Spain.
Marcelino Bermúdez-LópezVascular and Renal Translational Research Group, Institut de Recerca Biomèdica de Lleida (IRBLleida), Lleida, Spain.
Pere Torán-MonserratDepartment of Medical Science, Faculty of Medicine, University of Girona, Girona, Spain.
Ainara Jiménez-NavarroREGICOR Study Group, Hospital del Mar Research Institute (HMRIB), Carrer del Doctor Aiguader, Barcelona, Spain.
José M ValdivielsoVascular and Renal Translational Research Group, Institut de Recerca Biomèdica de Lleida (IRBLleida), Lleida, Spain.
Víctor M López-LifanteUnitat de Suport a la Recerca Metropolitana Nord, Institut Universitari Per a la Recerca a L'Atenció Primària de Salut Jordi Gol I Gurina (IDIAPJGol), Mataró, Spain.
Tomàs Salas-FernándezAgency for Health Quality and Assessment of Catalonia (AQuAS), Barcelona, Spain.
Serafí CambrayVascular and Renal Translational Research Group, Institut de Recerca Biomèdica de Lleida (IRBLleida), Lleida, Spain.
Raquel CruzConsorcio CIBER, M.P. Enfermedades Raras (CIBERER), Instituto de Salud Carlos III, Madrid, Spain.
Jaume MarrugatREGICOR Study Group, Hospital del Mar Research Institute (HMRIB), Carrer del Doctor Aiguader, Barcelona, Spain.
Álvaro HernáezREGICOR Study Group, Hospital del Mar Research Institute (HMRIB), Carrer del Doctor Aiguader, Barcelona, Spain.

Funding

HORIZON EUROPE Marie Sklodowska-Curie Actions 101201060Instituto de Salud Carlos III CB16/11/00229Instituto de Salud Carlos III FI25/00006Instituto de Salud Carlos III PI24/00182Instituto de Salud Carlos III PMP22/00033
6 · The paper itself

Abstract

aimsTo assess whether self-reported leisure-time physical activity, moderate-to-vigorous leisure-time physical activity, and genetically determined cardiorespiratory fitness are associated with age-related BMI trajectories and incident obesity.

methodsWe pooled 14 993 adults (30-90 years; 52.7% women; cohorts: REGICOR-ACRISC, ILERVAS, ARTPER) with estimated LTPA (moderate-to-vigorous LTPA [MVLTPA] in REGICOR-ACRISC), genotype, and 120 352 repeated BMI measurements from electronic health records (1990-2024). LTPA was categorised into cohort-specific quartiles; MVLTPA in 0, < 100, < 200, and ≥ 200 METs-min/day. In one-sample Mendelian randomisation analyses, we categorised participants in quartiles of a cardiorespiratory fitness polygenic risk score derived from a large GWAS in UK Biobank. Group-dependent BMI trajectories were modelled using spline mixed-effects models. Obesity onset (first BMI ≥ 30 kg/m

resultsHigher LTPA was associated with slower BMI increases in ages 30-60 (Q1: +0.120 vs. Q4: +0.075 kg/m

conclusionsHigher LTPA and MVLTPA were associated with more favourable lifelong BMI trajectories, delayed obesity risk, and convergent support from Mendelian randomisation analyses, supporting a causal protective role of physical activity (in both sexes but stronger in men).

Indexed as

Body Mass IndexBody-Weight TrajectoryExerciseLeisure ActivitiesObesityAdultAgedAged, 80 and overCardiorespiratory FitnessElectronic Health RecordsFemaleHumansMaleMendelian Randomization AnalysisMiddle AgedRisk Factorsbody mass indexbody‐weight trajectorycardiorespiratory fitnessexerciseMendelian randomisation analysesobesity

Identifiers

PMID42426560
PMCPMC13538805

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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.