Evidence map›Paper›PMID 40097662›Full record

ArticleScientific reports2025

Association between relative fat mass and risk of gallstones in adults.

Jianjun Wang, Wei He, Ruizi Shi, Yu Huang, Chuan Qin, Xi Chen, Xintao Zeng, Yongwei Huang, Decai Wang

Abstract read
In one paragraph

Article in Scientific reports, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 5 papers.

0numbers the graph read from it
0cells of the map it votes in
5citing 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

5 citing papers in PubMed.

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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

9 authors.

Jianjun Wang *Department of Hepatobiliary Surgery, School of Medicine, Mianyang Central Hospital, University of Electronic Science and Technology of China, Mianyang, 621000, China.
Wei He *Department of Stomatology, School of Medicine, Mianyang Central Hospital, University of Electronic Science and Technology of China, Mianyang, 621000, China.
Ruizi Shi *Department of Hepatobiliary Surgery, School of Medicine, Mianyang Central Hospital, University of Electronic Science and Technology of China, Mianyang, 621000, China.
Yu Huang *Department of Hepatobiliary Surgery, School of Medicine, Mianyang Central Hospital, University of Electronic Science and Technology of China, Mianyang, 621000, China.
Chuan QinDepartment of Hepatobiliary Surgery, School of Medicine, Mianyang Central Hospital, University of Electronic Science and Technology of China, Mianyang, 621000, China.
Xi ChenDepartment of Hepatobiliary Surgery, School of Medicine, Mianyang Central Hospital, University of Electronic Science and Technology of China, Mianyang, 621000, China.
Xintao ZengDepartment of Hepatobiliary Surgery, School of Medicine, Mianyang Central Hospital, University of Electronic Science and Technology of China, Mianyang, 621000, China. zengxintao@163.com.
Yongwei HuangDepartment of Neurosurgery, School of Medicine, Mianyang Central Hospital, University of Electronic Science and Technology of China, Mianyang, 621000, China. huangyongwei@sc-mch.cn.
Decai WangNHC Key Laboratory of Nuclear Technology Medical Transformation, School of Medicine, Mianyang Central Hospital, University of Electronic Science and Technology of China, Mianyang, 621000, China. decaiwang_2020@163.com.

Funding

NHC Key Laboratory of Nuclear Technology Medical Transformation (Mianyang Central Hospital) Grant No.2023HYX032
6 · The paper itself

Abstract

Gallstones (GS) are closely associated with obesity. The body mass index (BMI) is the most commonly used index for evaluating obesity. However, BMI does not consider the distribution of adipose tissue and does not differentiate between differences in fat distribution by sex; therefore, BMI only provides a rough indication of overweight status. Relative fat mass (RFM) is an emerging, simple, and low-cost anthropometric index that reflects obesity (particularly abdominal obesity), and is associated with various obesity-related diseases. However, the relationship between the RFM and GS has not yet been explored. Therefore, this study aimed to evaluate the relationship between RFM and the risk of developing GS, the age of patients at the time of their first GS surgery, and to evaluate the predictive value of RFM for the risk of developing GS. Data from the National Health and Nutrition Examination Survey (2017-2020) were used. Logistic regression and dose-response curves were used to analyze the relationship between RFM levels and the prevalence of GS. Multiple linear regression and dose-response curves were used to analyze the relationship between RFM levels and patient age at the time of the first GS surgery. Subgroup analyses further explored the relationship between RFM and age, sex, race, hypertension, and diabetes mellitus. Receiver operating characteristic (ROC) curves were used to analyze the predictive ability of RFM for GS development. Overall, 7978 adults aged ≥ 20 years were included in this study, of whom 828 had a history of GS. After adjusting for potential confounders, each 1-unit increase in RFM was associated with a 9% increase in GS prevalence (odds ratio: 1.09, 95% confidence interval : 1.07, 1.11), with dose-response curves confirming a positive, nonlinear correlation. And the threshold for the effect of RFM on the prevalence of GS was 40.99. Subgroup analyses revealed that the positive correlation between RFM and GS prevalence remained stable in all populations despite subtle differences. The results of the ROC curves suggested that the predictive value of RFM for GS prevalence was superior to that of BMI. In addition, dose-response curves revealed a nonlinear relationship between RFM and patient age at the time of the first GS surgery, and the threshold for the effect of RFM on age at the first GS surgery was 30.99. RFM is closely associated with GS, and in general, higher levels of RFM are associated with a higher risk of GS. RFM is a better predictor of the risk of GS than BMI. Due to the nature of this cross-sectional study, we were unable to determine a causal relationship between the two.

Indexed as

Adipose TissueGallstonesObesityAdultAgedBody Mass IndexFemaleHumansMaleMiddle AgedNutrition SurveysPrevalenceRisk FactorsROC CurveBody mass indexCross-sectional studyGallstonesObesityRelative fat mass

Identifiers

PMID40097662
PMCPMC11914624

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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.