Evidence map›Paper›PMID 41852132›Full record

ArticleJournal of cachexia, sarcopenia and muscle2026

Novel MRI-Guided Ultrasound Equations for Whole-Body Muscle Mass in Caucasian Adults.

Jona Van den Broeck, Hubert Raeymaekers, Erik Cattrysse, Savanah Héréus, Aldo Scafoglieri

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Article in Journal of cachexia, sarcopenia and muscle, 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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4 · The record

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5 · Who and what money

Authors and funding

5 authors.

Jona Van den BroeckExperimental Anatomy Research Group, Department of Physiotherapy and Human Anatomy, Faculty of Physical Education and Physiotherapy, Vrije Universiteit Brussel, Brussels, Belgium.ORCID https://orcid.org/0000-0002-1648-0788
Hubert RaeymaekersDepartment of Radiology, University Hospital Brussels, Brussels, Belgium.
Erik CattrysseExperimental Anatomy Research Group, Department of Physiotherapy and Human Anatomy, Faculty of Physical Education and Physiotherapy, Vrije Universiteit Brussel, Brussels, Belgium.
Savanah HéréusExperimental Anatomy Research Group, Department of Physiotherapy and Human Anatomy, Faculty of Physical Education and Physiotherapy, Vrije Universiteit Brussel, Brussels, Belgium.
Aldo ScafoglieriExperimental Anatomy Research Group, Department of Physiotherapy and Human Anatomy, Faculty of Physical Education and Physiotherapy, Vrije Universiteit Brussel, Brussels, Belgium.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundMuscle mass is a critical indicator of health and functionality, yet its accurate measurement remains challenging. Ultrasound offers a promising alternative, providing cost-effective, non-invasive assessments of surrogates of muscle mass: muscle thickness and cross-sectional area (CSA). This study aims to develop and validate ultrasound-derived equations for estimating whole-body muscle mass in healthy Caucasian adults using magnetic resonance imaging (MRI) as the reference standard, incorporating CSA measurements to enhance the accuracy and applicability of these equations.

methodsWe enrolled 211 healthy Caucasian adults (age: 42.0 years [29.0-58.0], 52% female) for whole-body MRI and ultrasound examinations, assessing eight muscle thicknesses and seven CSAs across the right arm, trunk and leg. The sample was divided into a development group (two-thirds) and a cross-validation group (one-third). Stepwise multiple regression established ultrasound equations in the development group and cross-validation group. After successful cross-validation, the full sample was used to create the most accurate and most practical equations.

resultsThe most accurate equation for estimating whole-body muscle mass included ultrasound muscle thickness measurements of the forearm extensor, rectus abdominis, rectus femoris, biceps femoris and tibialis anterior muscles, CSA measurements of the triceps brachii and tibialis anterior muscles and sex, weight and BMI. This model achieved an adjusted R

conclusionsThe equations developed in this study enable accurate estimation of whole-body muscle mass in a Caucasian population using ultrasound. A practical, time-efficient equation with fewer variables is available alongside a more detailed equation that provides higher accuracy. Importantly, models that combine muscle thickness and CSA measurements demonstrated improved prediction accuracy (higher adjusted R

Indexed as

Magnetic Resonance ImagingMuscle, SkeletalAdultBody CompositionFemaleHumansMaleMiddle AgedUltrasonographyWhite Peopleequationmuscle massultrasoundwhole‐body

Identifiers

PMID41852132
PMCPMC13140327

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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.