Evidence map›Paper›PMID 40444245›Full record

ArticleFrontiers in nutrition2025

Association between metabolic score for visceral fat and chronic pain: a cross-sectional analysis of NHANES 1999-2004.

Jianyu Zhu, Yixuan Wang, Guangchao Yu, Lin Li, Jinyong He, Huilian Liao, Xianping Wu

Abstract read
In one paragraph

Article in Frontiers in nutrition, 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

7 authors.

Jianyu Zhu *Department of Medical Laboratory, Shunde Hospital of Guangzhou University of Chinese Medicine, Foshan, Guangdong, China.
Yixuan Wang *Tianjin University of Traditional Chinese Medicine, Tianjin, China.
Guangchao YuDepartment of Medical Laboratory, Shunde Hospital of Guangzhou University of Chinese Medicine, Foshan, Guangdong, China.
Lin LiDepartment of Medical Laboratory, Shunde Hospital of Guangzhou University of Chinese Medicine, Foshan, Guangdong, China.
Jinyong HeDepartment of Medical Laboratory, Shunde Hospital of Guangzhou University of Chinese Medicine, Foshan, Guangdong, China.
Huilian LiaoDepartment of Nursing, Shunde Hospital of Guangzhou University of Chinese Medicine, Foshan, Guangdong, China.
Xianping WuDepartment of Anesthesiology, Shunde Hospital of Guangzhou University of Chinese Medicine, Foshan, Guangdong, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: The Metabolic Score for Visceral Fat (METS-VF) offers a refined measure of visceral adiposity, potentially surpassing traditional metrics. This study examines the association between METS-VF and chronic pain in U.S. adults. Methods: We analyzed data from 5,905 adults aged 18 years and older from the National Health and Nutrition Examination Survey (NHANES) 1999-2004. Weighted multivariate linear regression and restricted cubic spline analyses were conducted to investigate the linear associations between METS-VF and chronic pain. Threshold effects were determined using a two-part linear regression model. Subgroup analyses were conducted across three age groups (18-39, 40-64, and ≥65 years). The predictive accuracy of METS-VF, body mass index (BMI), and waist circumference (WC) was evaluated using ROC curve analysis. Influential predictors of chronic pain were identified via XGBoost, and mediation analysis assessed the role of C-reactive protein (CRP). Results: Among participants (mean age, 46.8 years; 50.8% female), chronic pain prevalence was 14.6%. Higher METS-VF was associated with increased odds of chronic pain (adjusted OR per unit increase, 1.46; 95% CI, 1.13-1.87), with a threshold effect at METS-VF 5.714. The highest METS-VF quartile showed greater odds of chronic pain (OR, 1.87; 95% CI, 1.28-2.72; Conclusion: METS-VF independently associated with higher odds of chronic pain, especially in older adults.

Indexed as

chronic paincross-sectional analysismetabolic score for visceral fatMETS-VFNHANESvisceral adiposity

Identifiers

PMID40444245
PMCPMC12119270

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.