Evidence map›Paper›PMID 41979462›Full record

Observational studyRadiology2026

Ultra-processed Foods and Muscle Fat Infiltration at Thigh MRI: Data from the Osteoarthritis Initiative.

Zehra Akkaya, Gabby B Joseph, Katharina Ziegeler, Wynton M Sims, John A Lynch, Virginie Kreutzinger, Charles E McCulloch, Nancy E Lane, Michael C Nevitt, Thomas M Link

Abstract readMulticenter StudyObservational Study
In one paragraph

Observational study in Radiology, 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. 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

10 authors.

Zehra AkkayaDepartment of Radiology, Faculty of Medicine, Ankara University, Hacettepe Talatpasa Blvd No. 82, Altındag, Ankara 06230, Turkey.ORCID 0000-0002-6483-3381
Gabby B JosephDepartment of Radiology and Biomedical Imaging, University of California, San Francisco, San Francisco, Calif.ORCID 0000-0002-7736-123X
Katharina ZiegelerDepartment of Radiology and Biomedical Imaging, University of California, San Francisco, San Francisco, Calif.ORCID 0000-0002-9763-2420
Wynton M SimsDepartment of Radiology and Biomedical Imaging, University of California, San Francisco, San Francisco, Calif.ORCID 0009-0003-3742-6574
John A LynchDepartment of Epidemiology and Biostatistics, University of California, San Francisco, San Francisco, Calif.ORCID 0000-0003-3624-2741
Virginie KreutzingerDepartment of Radiology and Biomedical Imaging, University of California, San Francisco, San Francisco, Calif.ORCID 0009-0005-7378-1068
Charles E McCullochDepartment of Epidemiology and Biostatistics, University of California, San Francisco, San Francisco, Calif.ORCID 0000-0002-1279-6179
Nancy E LaneDepartment of Internal Medicine, UC Davis Health, Sacramento, Calif.ORCID 0000-0001-7578-8603
Michael C NevittDepartment of Epidemiology and Biostatistics, University of California, San Francisco, San Francisco, Calif.ORCID 0000-0002-6988-7530
Thomas M LinkDepartment of Radiology and Biomedical Imaging, University of California, San Francisco, San Francisco, Calif.ORCID 0000-0002-2850-8143

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background The relationship between high ultra-processed food (UPF) consumption and musculoskeletal health remains underexplored. Purpose To assess the relationship between UPF consumption and thigh muscle fat infiltration (MFI) in a population at risk for knee osteoarthritis (KOA), using thigh MRI. Materials and Methods This cross-sectional secondary analysis uses baseline data from the Osteoarthritis Initiative (February 2004 to October 2015). Participants were at risk for KOA but free of radiographic osteoarthritis (Kellgren-Lawrence grade ≤ 1) and pain in either knee or hip. MFI was assessed using Goutallier grade (grade 0 [no fatty streaks] to grade 4 [>50% fatty signal intensity]) on axial T1-weighted spin-echo MRI scans. Standardized sum Goutallier grades were calculated for bilateral flexors, extensors, and adductors and all thigh muscles. Standardized proportion of UPF in daily diet was calculated using the NOVA diet classification and a self-reported food frequency questionnaire for the preceding 12 months. The relationship between standardized UPF consumption and Goutallier grades was tested using linear regression models adjusted for sociodemographic characteristics, total daily calories, smoking, physical activity, depression, and either body mass index (BMI, calculated as weight in kilograms divided by height in meters squared) or abdominal circumference (AC). Interaction between UPF consumption and sex was also assessed. Results A total of 615 participants were included (mean age, 59.5 years ± 9 [SD]; 340 women; mean BMI, 27 ± 4.3; mean AC, 98.9 cm ± 12.1); UPFs constituted a mean 41.4% ± 13.4 of their diet. In BMI-adjusted models, greater UPF consumption was associated with higher MFI in all thigh muscles (β = 0.108 [95% CI: 0.029, 0.186];

Indexed as

Adipose TissueFast FoodsMagnetic Resonance ImagingMuscle, SkeletalOsteoarthritis, KneeThighAgedCross-Sectional StudiesFemaleHumansMaleMiddle Aged

Identifiers

PMID41979462
PMCPMC13139946

What OpenQuestion holds

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Registered trials

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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.