Evidence map›Paper›PMID 42365438›Full record

ArticleJournal of the International Society of Sports Nutrition2026

Body fat estimation in the Mexican women's national soccer team: a cross-sectional agreement study between a derived Mexican Football Federation anthropometric equation and dual-energy X-ray absorptiometry.

Carlos Abraham Herrera-Amante, Israel Ríos-Limas, Wiliam Carvajal-Veitía, Rodrigo Yáñez-Sepúlveda, Citlalli Daniela Morón-López, Karla Jessica Mendoza-Sánchez, Jaime Andrés Figueroa-Conde, César Octavio Ramos-García, José Francisco López-Gil

Abstract readValidation Study
In one paragraph

Article in Journal of the International Society of Sports Nutrition, 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

What it found

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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.

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3 · Its place in the literature

Who cites it

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4 · The record

Corrections and comments

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5 · Who and what money

Authors and funding

9 authors.

Carlos Abraham Herrera-AmanteNutritional Assessment and Nutritional Care Laboratory (LECEN), Division of Health Sciences, Tonalá University Center, University of Guadalajara, Tonalá, México.ORCID 0000-0002-3645-3621
Israel Ríos-LimasSports Nutrition Department, Mexican Football Federation (FMF), Mexico City, México.ORCID 0009-0001-5129-6740
Wiliam Carvajal-VeitíaIbero-American Network of Researchers in Applied Anthropometry (RIBA²), Almería, Spain.ORCID 0000-0002-6228-8922
Rodrigo Yáñez-SepúlvedaFaculty of Education and Social Sciences, Andres Bello University (UNAB), Viña del Mar, Chile.ORCID 0000-0002-9311-6576
Citlalli Daniela Morón-LópezSports Nutrition Department, Mexican Football Federation (FMF), Mexico City, México.ORCID 0009-0009-1975-2804
Karla Jessica Mendoza-SánchezSports Nutrition Department, Mexican Football Federation (FMF), Mexico City, México.ORCID 0009-0005-4251-8363
Jaime Andrés Figueroa-CondeSports Nutrition Department, Mexican Football Federation (FMF), Mexico City, México.ORCID 0000-0003-3981-176X
César Octavio Ramos-GarcíaNutritional Assessment and Nutritional Care Laboratory (LECEN), Division of Health Sciences, Tonalá University Center, University of Guadalajara, Tonalá, México.ORCID 0000-0002-3697-4013
José Francisco López-GilSchool of Medicine, Universidad Espíritu Santo, Samborondón, Ecuador.ORCID 0000-0002-7412-7624

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundPrecise assessment of body composition is fundamental for monitoring training adaptations, guiding nutritional strategies, and informing performance-related decision-making in elite female soccer. Dual-energy X-ray absorptiometry (DXA) is considered a reference method; however, its limited accessibility restricts routine use in high-performance settings. Existing anthropometric equations often lack population-specific validation, particularly for elite Mexican female soccer players. This study aimed to derive and internally validate an anthropometric equation for estimating body fat percentage (%BF) and to evaluate its agreement with DXA.

methodsTwenty-seven elite players from the Mexican Women's National Team underwent DXA assessment and International Society for the Advancement of Kinanthropometry (ISAK)-standardized anthropometry during a training camp. Sample-size adequacy was assessed a posteriori. A multiple linear regression model was derived using the sum of eight skinfolds (

resultsThe Mexican Footbal Federation equation (%BF = 0.12 ×

conclusionsThe Mexican Football Federation equation provides a population-specific, field-applicable tool for estimating %BF in elite Mexican female soccer players. External validation in larger and more diverse cohorts is required before its widespread application.

Indexed as

Absorptiometry, PhotonAdipose TissueAnthropometrySoccerAdultBody CompositionCross-Sectional StudiesFemaleHumansMexicoSkinfold ThicknessWaist CircumferenceYoung Adultabsorptiometry, photonanthropometryathletic performancebody compositionSoccersports nutritional sciences

Identifiers

PMID42365438
PMCPMC13312831

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LicenceCC BY-NC
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Registered trials

None linked

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.