Evidence map›Paper›PMID 42054414›Full record

ArticlePloS one2026

A cross-sectional protocol for experimental tongue high-density surface electromyography to detect and classify radiation-associated hypoglossal neuropathy.

Nathan J Hansen, Karin Woodman, Christine Peterson, Sheila Buoy, Xiaohui Tang, Shitong Mao, Amy C Moreno, Stephen Y Lai, C David Fuller, Carly E A Barbon and 5 more

Abstract read
In one paragraph

Article in PloS one, 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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0citing papers in PubMed
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1 · What the graph read from it

What it found

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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

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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

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0 citing papers in PubMed.

No citing paper in PubMed yet.

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

15 authors.

Nathan J HansenDepartment of Electrical and Computer Engineering, The University of Utah, Salt Lake City, Utah, United States of America.ORCID https://orcid.org/0009-0000-8466-7520
Karin WoodmanDepartment of Neurology, Vanderbilt University, Nashville, Tennessee, United States of America.
Christine PetersonDepartment of Biostatics, Division of Discovery Science, The University of Texas, MD Anderson Cancer Center, Houston, Texas, United States of America.
Sheila BuoyDepartment of Head and Neck Surgery, Division of Surgery, The University of Texas, MD Anderson Cancer Center, Houston, Texas, United States of America.
Xiaohui TangDepartment of Head and Neck Surgery, Division of Surgery, The University of Texas, MD Anderson Cancer Center, Houston, Texas, United States of America.
Shitong MaoDepartment of Head and Neck Surgery, Division of Surgery, The University of Texas, MD Anderson Cancer Center, Houston, Texas, United States of America.
Amy C MorenoDivision of Radiation Oncology, The University of Texas, MD Anderson Cancer Center, Houston, Texas, United States of America.
Stephen Y LaiDepartment of Head and Neck Surgery, Division of Surgery, The University of Texas, MD Anderson Cancer Center, Houston, Texas, United States of America.
C David FullerDivision of Radiation Oncology, The University of Texas, MD Anderson Cancer Center, Houston, Texas, United States of America.
Carly E A BarbonDepartment of Head and Neck Surgery, Division of Surgery, The University of Texas, MD Anderson Cancer Center, Houston, Texas, United States of America.
Holly McMillanDepartment of Head and Neck Surgery, Division of Surgery, The University of Texas, MD Anderson Cancer Center, Houston, Texas, United States of America.
Nicolaas C AndersonDepartment of Neurology, Baylor College of Medicine, Houston, Texas, United States of America.
Katherine A HutchesonDepartment of Head and Neck Surgery, Division of Surgery, The University of Texas, MD Anderson Cancer Center, Houston, Texas, United States of America.
Benjamin SanchezDepartment of Electrical and Computer Engineering, The University of Illinois Chicago, Chicago, Illinois, United States of America.
OPC-SURVIVOR Program Working Group

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundHypoglossal neuropathy is the most common lower cranial neuropathy detected as a delayed sequelae of Human Papillomavirus (HPV) -driven oropharyngeal cancer (OPC). Needle electromyography (EMG) is the gold standard for electrodiagnostic testing, but it is invasive and relies on subjective interpretation of the EMG signal. This study explores the potential of non-invasive high-density surface electromyography (HDSEMG) to detect and quantify hypoglossal neuropathy in OPC survivors.

objectiveIn an exploratory study, examine the feasibility of HDSEMG for rapid, non-invasive screening of hypoglossal nerve (CN XII) function and estimate the prevalence of hypoglossal neuropathy before and after oropharyngeal radiotherapy, and associate with patient-reported and clinician-graded functional outcomes. Machine learning performance will be measured through sensitivity, specificity, and F1 score, with a target area under the curve > 0.7 based on literature-reported EMG sensitivity and specificity.

methodsThis protocol will recruit patients aged ≥ 18 years who receive radiation therapy for OPC at MD Anderson Cancer Center (MDACC) between 2024-2025 and consent to experimental HDSEMG testing. Sanchez Research Lab (The University of Utah, Salt Lake City, UT) will perform data analysis. Clinical data-including electrical impedance measurement (EIM), patient-reported outcomes, dysphagia grading, tongue functions, fibrosis grading, and needle EMG-will be collected from n = 36 patients. Features extracted from HDSEMG will be correlated with other clinical outcomes and used to train a machine learning classifier to quantify the severity of hypoglossal neuropathy.

Indexed as

ElectromyographyHypoglossal Nerve DiseasesOropharyngeal NeoplasmsRadiation InjuriesTongueAdultAgedCross-Sectional StudiesFemaleHumansMachine LearningMaleMiddle Aged

Identifiers

PMID42054414
PMCPMC13127915

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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.