Cluster Analysis to Identify Clinical Subtypes of Ménière's Disease

Author:

Phillips John1ORCID,Murdin Louisa2,Khondoker Mizanur3,Grant Kelly3,Shepstone Lee3,Sims Erika3,Rea Peter4,Harcourt Jonny5

Affiliation:

1. Department of Otolaryngology Norfolk and Norwich University Hospitals NHS Foundation Trust Norwich UK

2. Department of Otolaryngology Guy's and St. Thomas' NHS Foundation Trust London UK

3. Norwich Medical School University of East Anglia Norwich UK

4. Department of Otolaryngology University Hospitals of Leicester NHS Trust Leicester UK

5. Department of Otolaryngology Imperial College Healthcare NHS Trust London UK

Abstract

ObjectiveTo identify distinct clinical subtypes of Ménière's disease by analyzing data acquired from a UK registry of patients who have been diagnosed with Ménière's disease.Study DesignObservational study.MethodsPatients with Ménière's disease were identified at secondary/tertiary care clinics. Cluster analysis was performed by grouping participants sharing similar characteristics and risk factors into groups based on a defined measure of similarity.ResultsA total of 411 participants were recruited into this study. Two main clusters were identified: participants diagnosed with ear infections (OR = 0.30, p < 0.014, 95% CI: 0.11–0.78) were more likely to be allocated in Cluster 1 (C1). Participants reporting tinnitus in both ears (OR = 11.89, p < 0.001, 95% CI: 4.08–34.64), low pitched tinnitus (OR = 21.09, p < 0.001, 95% CI: 7.47–59.54), and those reporting stress as a trigger for vertigo attacks (OR = 14.94, p < 0.001, 95% CI: 4.54–49.10) were significantly more likely to be in Cluster 2 (C2). Also, participants diagnosed with Benign Paroxysmal Positional Vertigo (OR = 13.14, <0.001, 95% CI: 4.35–39.74), autoimmune disease (OR = 5.97, p < 0.007, 95% CI: 1.62–22.03), depression (OR = 4.72, p < 0.056, 95% CI: 0.96–23.24), migraines (OR = 3.13, p < 0.008, 95% CI: 1.34–7.26), drug allergy (OR = 3.25, p < 0.029, 95% CI: 1.13–9.34), and hay fever (OR = 3.12, p < 0.009, 95% CI: 1.33–7.34) were significantly more likely to be clustered in C2.ConclusionsThis study supports the hypothesis that Ménière's disease is a heterogeneous condition with subgroups that may be identifiable by clinical features. Two main clusters were identified with differing putative etiological factors.Level of Evidence3 Laryngoscope, 2024

Publisher

Wiley

Subject

Otorhinolaryngology

Reference33 articles.

1. The Cost of Ménière’s Disease: A Novel Multisource Approach

2. Impact of M??ni??re's Disease on Quality of Life

3. Prevalence, Associated Factors, and Comorbid Conditions for Ménière’s Disease

4. James Lind Alliance – Priority Setting Partnership.2023.http://www.jla.nihr.ac.uk/priority‐setting‐partnerships/ear‐nose‐and‐throat‐aspects‐of‐balance/top‐10‐priorities/

5. What is Menière’s disease? A contemporary re-evaluation of endolymphatic hydrops

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