Evidence map›Paper›PMID 40247188›Full record

ArticleBMC gastroenterology2025

MAFLD mediates the association between CHR and gallstones in the U.S. adults: evidence from NHANES 2021-2023.

Xin Feng, Xiangyu Song, Xi'an Yang, Fuxiang Luan, Yufei Gu, Fengyu Zheng, Huahu Guo, Shishi Qiao

Abstract read
In one paragraph

Article in BMC gastroenterology, 2025. 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

8 authors.

Xin FengDepartment of Hepatobiliary Surgery, The First Affiliated Hospital of Zhengzhou University, Zhengzhou, Henan, 450052, China.
Xiangyu SongDepartment of Hepatobiliary Surgery, The First Affiliated Hospital of Zhengzhou University, Zhengzhou, Henan, 450052, China.
Xi'an YangDepartment of Hepatobiliary Surgery, The First Affiliated Hospital of Zhengzhou University, Zhengzhou, Henan, 450052, China.
Fuxiang LuanDepartment of Hepatobiliary Surgery, The First Affiliated Hospital of Zhengzhou University, Zhengzhou, Henan, 450052, China.
Yufei GuDepartment of General Surgery, The First Affiliated Hospital of Henan University, Kaifeng, Henan, 475001, China.
Fengyu ZhengDepartment of Comprehensive Surgery, Shaanxi Provincial People's Hospital, Xi'an, Shaanxi, 710068, China.
Huahu GuoDepartment of Hepatobiliary Surgery, The First Affiliated Hospital of Zhengzhou University, Zhengzhou, Henan, 450052, China.
Shishi QiaoDepartment of Hepatobiliary Surgery, The First Affiliated Hospital of Zhengzhou University, Zhengzhou, Henan, 450052, China. gandanwaike@zzu.edu.cn.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundGallstones, a global hepatobiliary disorder, are linked to systemic inflammation, lipid disturbances, and metabolic-associated fatty liver disease (MAFLD). This population-based study aims to investigate the association of the novel inflammation-lipid composite biomarker high-sensitivity C-reactive protein-to-HDL cholesterol ratio (CHR) with gallstones and evaluate whether MAFLD mediates this relationship.

methodsThis cross-sectional analysis utilized data from the National Health and Nutrition Examination Survey (NHANES, 2021-2023) to assess the correlation between the CHR and gallstone prevalence through weighted logistic regression. To evaluate potential nonlinear relationships and assess heterogeneity across key demographics, restricted cubic splines (RCS) were employed to model the association, complemented by subgroup analyses stratified by age, sex, and other covariates. A mediation analysis was used for elucidating the mediating effects of MAFLD.

resultsAmong 4,078 participants, 432 (10.60%) had gallstones. After adjusting for confounders, each unit increase in CHR was associated with a 165% increased risk of gallstones (OR: 2.65, 95% CI: 1.43-4.93, P = 0.006). The RCS curve demonstrated a nonlinear association between the CHR and gallstones (P

conclusionsCHR is positively associated with gallstones, with MAFLD partially mediating this relationship. Managing CHR levels and preventing MAFLD may reduce gallstone incidence.

Indexed as

Cholesterol, HDLC-Reactive ProteinGallstonesNon-alcoholic Fatty Liver DiseaseAdultAgedBiomarkersCross-Sectional StudiesFemaleHumansMaleMiddle AgedNutrition SurveysPrevalenceRisk FactorsUnited StatesBiomarkersCholesterol, HDLC-Reactive ProteinCross-sectional studiesGallstonesHigh-density lipoprotein cholesterolHigh-sensitivity C-reactive proteinMetabolic associated fatty liver diseaseNAHNES

Identifiers

PMID40247188
PMCPMC12007222

What Socratic 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 Socratic graph.