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. 2025 Jun 23:12:1589805.
doi: 10.3389/fnut.2025.1589805. eCollection 2025.

The mediating role of body mass index in the association between unprocessed or minimally processed foods and gallstones

Chenyu Jiang #  1 , Luqi Zhu #  2 , Xiaosheng Teng  3 , Hongxun Wen  3 , Zhenjun Yu  3 , Weiwei Yang  3 , Yaojian Shao  3
Affiliations

The mediating role of body mass index in the association between unprocessed or minimally processed foods and gallstones

Chenyu Jiang et al. Front Nutr. .

Abstract

Background: The extent of food processing significantly impacts human health, with ultra-processed foods (UPFs) linked to numerous adverse health outcomes. In contrast, research on unprocessed or minimally processed foods (MPFs) and their association with gallstones remains scarce. This study aimed to investigate the relationship between MPF intake and gallstones in U.S. adults.

Methods: We conducted a cross-sectional analysis using data from the National Health and Nutrition Examination Survey (NHANES, 2017-2023). MPF intake was assessed according to the NOVA classification system. Survey-weighted logistic regression, restricted cubic spline models, and mediation analyses were employed to evaluate the association between MPF consumption and gallstones disease.

Results: Among 11,779 U.S. adults, 1,303 cases of gallstones disease were identified (weighted prevalence: 9.8%). Elevated percentage contribution of MPF was significantly associated with a reduced likelihood of gallstones [model 1, odds ratio (OR): 0.40, 95% confidence interval (CI): 0.21-0.78], and this inverse relationship persisted after full adjustment (model 3; OR: 0.28, 95% CI: 0.09-0.84). Compared to the lowest quartile (Q1), the highest quartile (Q4) of MPF consumption showed significantly lower odds of gallstones (OR: 0.72, 95% CI: 0.53-0.98). A non-linear, inverted U-shaped relationship was observed between MPF intake and gallstones (overall p < 0.001; non-linear p = 0.031). Mediation analysis indicated that the body mass index (BMI) partially mediated this association. No significant associations were found between other NOVA food groups, including UPF, and gallstones disease.

Conclusion: Higher MPF consumption is associated with a lower risk of gallstones disease, with BMI partially mediating this relationship.

Keywords: NHANES; NOVA; body mass index; gallstones; mediation; ultra-processed foods; unprocessed or minimally processed foods.

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Conflict of interest statement

The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.

Figures

FIGURE 1
FIGURE 1
Flowchart of participant selection.
FIGURE 2
FIGURE 2
Restricted cubic spline curves corresponding to the association between MPF consumption and gallstones.
FIGURE 3
FIGURE 3
The mediating role of BMI in the association between MPF consumption and gallstones.
See this image and copyright information in PMC

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References

    1. Lammert F, Gurusamy K, Ko C, Miquel J, Méndez-Sánchez N, Portincasa P, et al. Gallstones. Nat Rev Dis Primers. (2016) 2:16024. 10.1038/nrdp.2016.24 - DOI - PubMed
    1. Wang X, Yu W, Jiang G, Li H, Li S, Xie L, et al. Global epidemiology of gallstones in the 21st century: A systematic review and meta-analysis. Clin Gastroenterol Hepatol. (2024) 22:1586–95. 10.1016/j.cgh.2024.01.051 - DOI - PubMed
    1. Everhart J, Ruhl C. Burden of digestive diseases in the United States Part III: Liver, biliary tract, and pancreas. Gastroenterology. (2009) 136:1134–44. 10.1053/j.gastro.2009.02.038 - DOI - PubMed
    1. Innes K, Hudson J, Banister K, Croal B, Ramsay C, Ahmed I, et al. Core outcome set for symptomatic uncomplicated gallstone disease. Br J Surg. (2022) 109:539–44. 10.1093/bjs/znac095 - DOI - PMC - PubMed
    1. Shabanzadeh D, Sørensen L, Jørgensen T. A prediction rule for risk stratification of incidentally discovered gallstones: Results from a large cohort study. Gastroenterology. (2016) 150:156–67.e1. 10.1053/j.gastro.2015.09.002 - DOI - PubMed

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