Observational studyRadiology2026
Ultra-processed Foods and Muscle Fat Infiltration at Thigh MRI: Data from the Osteoarthritis Initiative.
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.
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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.
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.
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Who cites it
1 citing paper in PubMed.
- Biomechanics of knee osteoarthritis from local knee loading to whole kinetic chain imbalance: a narrative review.Frontiers in bioengineering and biotechnology · 2026Review
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Authors and funding
10 authors.
Funding
No grant is acknowledged in the PubMed record.
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];
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