Evidence map›Paper›PMID 41199779›Full record

ArticleLaryngoscope investigative otolaryngology2025

Gaussian Mixture Modeling of MRI-Derived Torus Tubarius and Inferior Turbinate Mucosal Morphometrics: Implications for Nasal Cycling and Eustachian Tube Interventions.

Layth R Alkhani, Yusef Qazi, Siddhant Suri Dhawan, Paraag R Bhatt, Christopher J Shin, Tarik F Massoud

Abstract read
In one paragraph

Article in Laryngoscope investigative otolaryngology, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing 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

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

Who cites it

1 citing paper in PubMed.

  1. Article
4 · The record

Corrections and comments

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

6 authors.

Layth R AlkhaniSchool of Engineering Stanford University Palo Alto California USA.ORCID https://orcid.org/0000-0002-3994-010X
Yusef QaziallGood Palo Alto California USA.ORCID https://orcid.org/0009-0003-1074-7036
Siddhant Suri DhawanSchool of Engineering Stanford University Palo Alto California USA.ORCID https://orcid.org/0000-0002-2826-955X
Paraag R BhattDepartment of Radiology, Division of Neuroimaging and Neurointervention Stanford University School of Medicine Stanford California USA.ORCID https://orcid.org/0000-0002-4391-7746
Christopher J ShinProgram in Science, Technology and Society Stanford University School of Humanities and Sciences Stanford California USA.ORCID https://orcid.org/0009-0003-8973-7390
Tarik F MassoudDepartment of Radiology, Division of Neuroimaging and Neurointervention Stanford University School of Medicine Stanford California USA.ORCID https://orcid.org/0000-0002-9694-1408

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Objective: Thickness of torus tubarius (TT) surface mucosa overhanging the Eustachian tube (ET) ostium, and mucosa covering the posterior aspects of bilateral inferior turbinates (ITs) are potentially pertinent to ET balloon tuboplasty. Whether TT and IT mucosal thickness is fixed or varies cyclically is potentially important in therapeutic planning but remains unknown. We establish normative MRI morphometrics for mucosa of TTs, posterior ITs (post-ITs), and anterior ITs (ant-ITs) in healthy subjects, and test the hypothesis that post-IT and TT mucosal thickness may vary during the nasal cycle akin to known changes in ant-ITs. Methods: We retrospectively selected 60 subjects with normal nasopharynx MRIs, and measured maximal contrast-enhancing mucosal thickness for bilateral TTs, post-ITs, and ant-ITs. We conceived a novel indirect test for nasal cycle variations by computing likelihood ratio (LR) statistics comparing unimodal versus bimodal Gaussian distributions of left-right mucosal thickness differences, with significance assessed using bootstrapped Results: Mean maximal mucosal thicknesses for TTs, post-ITs, and ant-ITs were 3.1 ± 0.8, 7.6 ± 1.9, and 4.5 ± 1.3 mm, respectively. LR testing revealed significant cyclical variations in ant-ITs (LR = 4.599; Conclusion: TT and post-IT mucosa unlikely exhibit nasal cycle variations. Single MRI views of TTs and post-ITs would suffice for assessment during pre-interventional planning of ET procedures. Level of Evidence: 4.

Indexed as

middle earmucous membranenasal cavitynasopharynxturbinates

Identifiers

PMID41199779
PMCPMC12587432

What OpenQuestion holds

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Registered trials

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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.