Evidence map›Paper›PMID 42798101›Full record

ArticleMedicine2026

The association between dietary protein and gallstones in adults under 60 years old: A cross-sectional study.

Yuanming Li, Weihui Liu, Biqian Yang, Lishan Bai, Jing Tang, Yi Zhou, Jian Wu

Abstract read
In one paragraph

Article in Medicine, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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1 · What the graph read from it

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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.

2 · The registry

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3 · Its place in the literature

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4 · The record

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5 · Who and what money

Authors and funding

7 authors.

Yuanming LiGuangyuan Central Hospital, Guangyuan, Sichuan, China.ORCID 0009-0002-8982-2934
Weihui LiuDepartment of Gastroenterology and Hepatology, Sichuan Academy of Medical Sciences & Sichuan Provincial People's Hospital, Chengdu, Sichuan, China.
Biqian YangDepartment of Pharmacy, Guangyuan Hospital of Traditional Chinese Medicine, Guangyuan, Sichuan, China.
Lishan BaiGuangyuan Central Hospital, Guangyuan, Sichuan, China.
Jing TangGuangyuan Central Hospital, Guangyuan, Sichuan, China.
Yi ZhouGuangyuan Central Hospital, Guangyuan, Sichuan, China.
Jian WuAffiliated Hospital of Yangzhou University, Yangzhou, Jiangsu, China.ORCID 0000-0002-9393-3525

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Although there is a clear association between dietary composition and risk factors such as obesity and insulin resistance, the link between protein intake and gallstones remains unclear. The aim of this study is to investigate the association between dietary protein and the development of gallstones in American adults under 60 years old. The study employed weighted multivariate logistic regression, and smoothed curve fitting to examine the association between dietary protein and gallstones using data from National Health And Nutrition Examination Survey from 2017 to 2020. To correct for the skewed distribution of protein intake, the data underwent Box-Cox transformation. Among the 3150 participants aged 20 years and older, there was a significant negative association between Box-Cox-transformed protein intake and gallstone incidence for the United States adults under 60 years old. The risk of gallstones was reduced by 30 percent for each unit of Box-Cox-transformed dietary protein intake. The group with the highest protein intake had a 76% lower risk of gallstones compared to the group with the lowest protein intake. Threshold effect analysis revealed that the optimal threshold identified by the model was 9.79; when protein intake was below this threshold, each unit increase in intake was significantly associated with a 27% reduction in the risk of gallstones; once this threshold was exceeded, this association was no longer significant. Among adults under the age of 60 in the United States, there is an inverse association between dietary protein intake and gallstones. After Box-Cox transformation, the optimal threshold for dietary protein intake was 9.79, when protein intake exceeded this threshold, its risk-reducing effect was no longer statistically significant.

Indexed as

Dietary ProteinsGallstonesAdultCross-Sectional StudiesFemaleHumansIncidenceMaleMiddle AgedNutrition SurveysRisk FactorsUnited StatesYoung AdultDietary Proteinsdietary proteingallstoneNHANES

Identifiers

PMID42798101
PMCPMC13619227

What Socratic holds

Textmetadata
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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 Socratic graph.