Evidence map›Paper›PMID 41772590›Full record

ArticleLipids in health and disease2026

Risk stratification for gallstones based on 14 obesity and lipid-related Indices: a longitudinal cohort study of 44,030 Chinese adults.

Hai-Feng Zhang, Jun-Long Tao, Chang-Chen Liang, Yu-Ting Wei, Jia-Min Chen, Xiao-Na Wang, Yi Ning, Peng Li, Bo Bi

Abstract read
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Article in Lipids in health and disease, 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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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

9 authors.

Hai-Feng Zhang *Key Laboratory of Tropical Translational Medicine of Ministry of Education, School of Public Health, Hainan Academy of Medical Sciences, Hainan Medical University, No. 3, Xueyuan Road, Longhua District, Haikou, Hainan, 571199, China.
Jun-Long Tao *Key Laboratory of Tropical Translational Medicine of Ministry of Education, School of Public Health, Hainan Academy of Medical Sciences, Hainan Medical University, No. 3, Xueyuan Road, Longhua District, Haikou, Hainan, 571199, China.
Chang-Chen Liang *Key Laboratory of Tropical Translational Medicine of Ministry of Education, School of Public Health, Hainan Academy of Medical Sciences, Hainan Medical University, No. 3, Xueyuan Road, Longhua District, Haikou, Hainan, 571199, China.
Yu-Ting WeiKey Laboratory of Tropical Translational Medicine of Ministry of Education, School of Public Health, Hainan Academy of Medical Sciences, Hainan Medical University, No. 3, Xueyuan Road, Longhua District, Haikou, Hainan, 571199, China.
Jia-Min ChenKey Laboratory of Tropical Translational Medicine of Ministry of Education, School of Public Health, Hainan Academy of Medical Sciences, Hainan Medical University, No. 3, Xueyuan Road, Longhua District, Haikou, Hainan, 571199, China.
Xiao-Na WangBeijing MJ Healthcare Center, Beijing, China.
Yi NingKey Laboratory of Tropical Translational Medicine of Ministry of Education, School of Public Health, Hainan Academy of Medical Sciences, Hainan Medical University, No. 3, Xueyuan Road, Longhua District, Haikou, Hainan, 571199, China. ningyi@vip.163.com.
Peng LiDepartment of Hepatobiliary and Pancreatic Surgery, The Second Affiliated Hospital of Hainan Medical University, No. 48 Baishuitang Road, Haikou, Hainan, 570100, China. lipeng512e@188.com.
Bo BiKey Laboratory of Tropical Translational Medicine of Ministry of Education, School of Public Health, Hainan Academy of Medical Sciences, Hainan Medical University, No. 3, Xueyuan Road, Longhua District, Haikou, Hainan, 571199, China. bibo@muhn.edu.cn.

Funding

Hainan provincial Natural Science Foundation of China No. 122RC679
6 · The paper itself

Abstract

backgroundGallstone disease is one of the most prevalent digestive disorders globally, showing a trend toward increasing incidence and younger onset in Asian populations. Against this backdrop, this study aims to investigate the associations between 14 different obesity and lipid-related indices and gallstones, and to compare their predictive value for gallstone screening in the Chinese population.

methodsThis study included 44,030 adult participants from the Beijing MJ Health Screening Center (2009–2023). Individuals with a history of cholecystectomy or gallstones at baseline were excluded. Gallstones were diagnosed via abdominal B-mode ultrasonography. Fourteen indices were calculated and evaluated, including BMI, WHtR, BRI, ABSI, LAP, VAI, CMI, CVAI, RFM, AIP, TyG, TyG-BMI, TyG-WC, and TyG-WHtR. Cox proportional hazards regression models were employed to assess the associations between these indices and gallstone risk, with stratified analyses performed by age (< 45 and ≥ 45 years) and sex. Restricted cubic splines (RCS) were used to evaluate non-linear relationships, and the performance and accuracy of prediction models were assessed using the C-index, calibration curves, Integrated Discrimination Improvement (IDI), and Net Reclassification Improvement (NRI).

resultsDuring the follow-up period, a total of 933 (2.12%) participants were diagnosed with new-onset gallstones. Multivariate-adjusted analyses revealed that, with the exception of ABSI, the remaining 13 indices were significantly and positively associated with gallstone risk. Stratified analysis uncovered significant population heterogeneity: CVAI demonstrated the optimal predictive ability in the young male, young female, and middle-aged/elderly male subgroups (C-indices: 0.611, 0.673, and 0.603, respectively), significantly outperforming other indices. Conversely, WHtR exhibited the best predictive performance in the middle-aged/elderly female subgroup (C-index: 0.589). Further validation indicated that the prediction model based on CVAI (for adult males and young females) possessed favorable discrimination and calibration, whereas the WHtR-based model (for middle-aged/elderly females) performed suboptimally.

conclusionThis study confirms that 13 obesity and lipid-related indices, excluding ABSI, are independent risk factors for gallstones in the Chinese population. The results support the implementation of a stratified risk assessment strategy: CVAI is identified as the preferred risk indicator for adult males and young females; for middle-aged and elderly females, WHtR may serve as a preliminary risk assessment tool to identify individuals who warrant further diagnostic evaluation. This study provides a scientific, convenient, and non-invasive assessment basis for the risk stratification and personalized intervention of gallstones in clinical practice.

Indexed as

GallstonesLipidsObesityAdultBody Mass IndexChinaEast Asian PeopleFemaleHumansLongitudinal StudiesMaleMiddle AgedProportional Hazards ModelsRisk FactorsLipidsChinese populationCohort studyGallstonesLipid-related indicesObesityPrediction model

Identifiers

PMID41772590
PMCPMC13059251

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LicenceCC BY-NC-ND
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