Evidence map›Paper›PMID 40863115›Full record

ArticleMetabolites2025

Comparison of Anthropometric and Metabolic Indexes in the Diagnosis of Metabolic Syndrome: A Large-Scale Analysis of Spanish Workers.

Juan José Guarro Miquel, Pedro Juan Tárraga López, María Dolores Marzoa Jansana, Ángel Arturo López-González, Pere Riutord Sbert, Carla Busquets-Cortés, José Ignacio Ramirez-Manent

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Article in Metabolites, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 3 papers.

0numbers the graph read from it
0cells of the map it votes in
3citing 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

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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

3 citing papers in PubMed.

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4 · The record

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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.

Juan José Guarro MiquelADEMA-Health Group, University Institute for Research in Health Sciences (IUNICS), 07010 Palma, Spain.
Pedro Juan Tárraga LópezFaculty of Medicine, UCLM (University of Castilla La Mancha), 02008 Albacete, Spain.ORCID 0000-0002-5222-5784
María Dolores Marzoa JansanaADEMA-Health Group, University Institute for Research in Health Sciences (IUNICS), 07010 Palma, Spain.
Ángel Arturo López-GonzálezADEMA-Health Group, University Institute for Research in Health Sciences (IUNICS), 07010 Palma, Spain.ORCID 0000-0002-7439-8117
Pere Riutord SbertADEMA-Health Group, University Institute for Research in Health Sciences (IUNICS), 07010 Palma, Spain.
Carla Busquets-CortésADEMA-Health Group, University Institute for Research in Health Sciences (IUNICS), 07010 Palma, Spain.ORCID 0000-0001-9367-2137
José Ignacio Ramirez-ManentADEMA-Health Group, University Institute for Research in Health Sciences (IUNICS), 07010 Palma, Spain.ORCID 0000-0001-6887-4562

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundMetabolic syndrome (MS) is a major public health concern linked to an elevated risk of type 2 diabetes and cardiovascular disease. Simple, reliable screening tools are needed for early identification, especially in working populations.

objectiveTo compare the diagnostic accuracy of body mass index (BMI), waist-to-height ratio (WtHR), triglyceride-glucose index (TyG), and waist-triglyceride index (WTI) for detecting MS based on NCEP ATP III and IDF criteria in a large cohort of Spanish workers.

methodsThis cross-sectional study analyzed data from 386,924 Spanish workers. MS was diagnosed using NCEP ATP III and IDF definitions. The four indexes were evaluated by sex using a receiver operating characteristic (ROC) curve analysis. Area under the curve (AUC), optimal cut-off points, and Youden's index were calculated.

resultsTyG and WTI had the highest AUC values in men (0.911 and 0.901, respectively) for NCEP ATP III-defined MS, while WtHR and WTI achieved the best performance in women (0.955 and 0.953, respectively). WtHR outperformed BMI in all subgroups. Optimal cut-off values were identified according to sex and the definition of MS: TyG (8.95 men, 8.51 women), WtHR (0.54 men, 0.51 women), and WTI (170.6 men, 96.5 women), supporting their practical implementation in occupational health programs. All indexes showed significant discriminatory capacity (

conclusionsTyG, WtHR, and WTI are more effective than BMI in detecting MS among Spanish workers, with sex-specific patterns. Their ease of use and diagnostic strength support their adoption in occupational health programs for early cardiometabolic risk detection.

Indexed as

body mass indexmetabolic syndromeTyG indexwaist–triglyceride index

Identifiers

PMID40863115
PMCPMC12388431

What Socratic holds

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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.