Evidence map›Paper›PMID 42509261›Full record

ArticleScientific reports2026

Texture analysis on muscle T2 maps can reveal changes in upper trapezius muscles related to primary headache disorders.

Nico Sollmann, Paul Schandelmaier, Corinna Börner-Schröder, Severin Schramm, Jonathan Stelter, Thomas Baum, Gabby B Joseph, Kornelia Kreiser, Meinrad Beer, Claus Zimmer and 4 more

Abstract read
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Article in Scientific reports, 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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2 · The registry

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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

14 authors.

Nico SollmannDepartment of Diagnostic and Interventional Radiology, University Hospital Ulm, Ulm, Germany. nico.sollmann@tum.de.ORCID 0000-0002-8120-2223
Paul SchandelmaierDepartment of Diagnostic and Interventional Radiology, University Hospital Ulm, Ulm, Germany.
Corinna Börner-SchröderDepartment of Pediatric Neurology and Developmental Medicine, LMU Hospital, Dr. von Hauner Children's Hospital, Munich, Germany.
Severin SchrammDepartment of Diagnostic and Interventional Neuroradiology, School of Medicine and Health, TUM Klinikum Rechts der Isar, Technical University of Munich, Munich, Germany.
Jonathan StelterDepartment of Diagnostic and Interventional Radiology, School of Medicine and Health, TUM Klinikum Rechts der Isar, Technical University of Munich, Munich, Germany.
Thomas BaumDepartment of Diagnostic and Interventional Neuroradiology, School of Medicine and Health, TUM Klinikum Rechts der Isar, Technical University of Munich, Munich, Germany.
Gabby B JosephDepartment of Radiology and Biomedical Imaging, University of California San Francisco, San Francisco, CA, USA.
Kornelia KreiserDepartment of Diagnostic and Interventional Radiology, University Hospital Ulm, Ulm, Germany.
Meinrad BeerDepartment of Diagnostic and Interventional Radiology, University Hospital Ulm, Ulm, Germany.
Claus ZimmerDepartment of Diagnostic and Interventional Neuroradiology, School of Medicine and Health, TUM Klinikum Rechts der Isar, Technical University of Munich, Munich, Germany.
Dimitrios C KarampinosDepartment of Diagnostic and Interventional Radiology, School of Medicine and Health, TUM Klinikum Rechts der Isar, Technical University of Munich, Munich, Germany.
Florian HeinenDepartment of Pediatric Neurology and Developmental Medicine, LMU Hospital, Dr. von Hauner Children's Hospital, Munich, Germany.
Michaela V BonfertDepartment of Pediatric Neurology and Developmental Medicine, LMU Hospital, Dr. von Hauner Children's Hospital, Munich, Germany.
Michael DieckmeyerDepartment of Diagnostic and Interventional Neuroradiology, School of Medicine and Health, TUM Klinikum Rechts der Isar, Technical University of Munich, Munich, Germany.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Migraine and tension-type headache (TTH) are highly prevalent primary headache disorders. Neck pain is common among patients with migraine or TTH, but objective biomarkers for the neck's myofascial involvement within the trigemino-cervical complex (TCC) are lacking. This study aimed (1) to apply texture analysis (TA) to magnetic resonance imaging (MRI) covering the upper trapezius muscles with T2 maps, which are particularly sensitive to subtle edematous changes such as those following inflammation; and (2) to associate demographics, characteristics of sleep and sports, headache, and neck pain with muscle T2 values and derived texture features. Seventy-one participants (mean age 24.0 ± 3.0 years, 59 females; 22 healthy controls [HC], 21 migraine, 16 TTH, 12 migraine with TTH) underwent MRI of the upper trapezius muscles, followed by bilateral muscle segmentations and extraction of muscle T2 and first- and second-order texture features. Comparisons between HC and participants with primary headache disorders were performed following removal of outliers with the robust regression followed by outlier identification (ROUT) method (Mann-Whitney U tests, adjustment for multiple comparisons). Principal component analysis (PCA), linear, and logistic regression analyses (using bootstrapping with 5,000 permutations) were conducted based on image-derived parameters and headache and neck pain characteristics. Significant group differences were found between HC and participants with primary headache disorders for muscle T2 (30.14 ± 1.05 vs. 31.10 ± 0.92 ms, p < 0.001), sumaverage (0.007163 ± 0.0011 vs. 0.006366 ± 0.0012, p = 0.017), kurtosisglobal (1.15 ± 0.32 vs. 1.63 ± 0.81, p = 0.024), and energy (0.003514 ± 0.0006 vs. 0.004176 ± 0.0012, p = 0.043). According to PCA, a cluster including age, days with headache over the last three months, neck pain, muscle T2, kurtosisglobal, and skewnessglobal was identified, with a cluster close to the opposite direction including average hours of sports per week, average hours of sleep per week, sex, and varianceglobal. Muscle T2 (p = 0.015) and sumaverage (p = 0.022) were significantly associated with days with headache over the last three months. Furthermore, sumaverage was significantly associated with the presence of neck pain (p = 0.024). T2 mapping with TA may provide objective and quantitative parameters for myofascial involvement and peripheral sensitization within the TCC, partially associated with clinical parameters such as the number of days with headache.

Indexed as

Headache Disorders, PrimaryMagnetic Resonance ImagingMigraine DisordersSuperficial Back MusclesTension-Type HeadacheAdultCase-Control StudiesFemaleHumansMaleNeck PainYoung AdultMigraineT2 mappingTension-type headacheTexture analysisTrapezius muscleTrigemino-cervical complex

Identifiers

PMID42509261
PMCPMC13408834

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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.