{"title":"Screening for Psychiatric Disorders in Chronic Rhinosinusitis Patients Waiting for Surgery: A Prospective Cross-Sectional Study","authors":"Liang Peng, Hui-Fang Wang, Dong-Fang Wang, Yi-Hui Wen, Hua Zhong, Wei-Ping Wen, Jian Li","doi":"10.1111/coa.14239","DOIUrl":"10.1111/coa.14239","url":null,"abstract":"<div>\u0000 \u0000 \u0000 <section>\u0000 \u0000 <h3> Objective</h3>\u0000 \u0000 <p>To assess the prevalence of depression, anxiety, insomnia and somatic symptom disorder (SSD) in chronic rhinosinusitis (CRS) patients who were waiting for surgery and to predict these psychiatric disorders using the 22-item Sinonasal Outcome Test (SNOT-22).</p>\u0000 </section>\u0000 \u0000 <section>\u0000 \u0000 <h3> Design</h3>\u0000 \u0000 <p>A prospective cross-sectional study.</p>\u0000 </section>\u0000 \u0000 <section>\u0000 \u0000 <h3> Setting</h3>\u0000 \u0000 <p>The rhinology ward at our institution, a tertiary hospital.</p>\u0000 </section>\u0000 \u0000 <section>\u0000 \u0000 <h3> Participants</h3>\u0000 \u0000 <p>Adult patients (> 18 years) diagnosed with CRS who were admitted to the rhinology ward for endoscopic sinus surgery and were able to understand and complete the study questionnaires.</p>\u0000 </section>\u0000 \u0000 <section>\u0000 \u0000 <h3> Main Outcome Measures</h3>\u0000 \u0000 <p>Patient Health Questionnaire-9 (PHQ-9), Generalised Anxiety Disorder-7 (GAD-7), Insomnia Severity Index (ISI), Patient Health Questionnaire-15 (PHQ-15) and SNOT-22.</p>\u0000 </section>\u0000 \u0000 <section>\u0000 \u0000 <h3> Results</h3>\u0000 \u0000 <p>Of the 159 participants recruited, 58 were at risk of depression (defined by PHQ-9 > 4, while 25 with PHQ-9 > 9), 49 were at risk of anxiety (defined by GAD-7 > 4, while 25 with GAD-7 > 9), 81 were at risk of insomnia (defined by ISI > 7, while 51 with ISI > 14) and 69 were at risk of SSD (defined by PHQ-15 > 4, while 24 with PHQ-15 > 9). The SNOT-22 score was closely correlated with the scores of psychometric tests and was an independent predictor of these psychiatric disorders. Patients with a high SNOT-22 score (> 30) are likely to be affected by comorbid psychiatric disorders and should be further evaluated by otolaryngologists.</p>\u0000 </section>\u0000 \u0000 <section>\u0000 \u0000 <h3> Conclusion</h3>\u0000 \u0000 <p>Depression, anxiety, insomnia and SSD are prevalent in CRS patients. Otolaryngologists should have a low threshold to ask the patient about psychiatric symptoms, especially for patients with an SNOT-22 score > 30.</p>\u0000 </section>\u0000 </div>","PeriodicalId":10431,"journal":{"name":"Clinical Otolaryngology","volume":"50 1","pages":"88-97"},"PeriodicalIF":1.7,"publicationDate":"2024-10-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142364692","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Murat Yaşar, Fatih Öner, Fatma Atalay, Sezai Sacid Anbar
{"title":"Cochlear Synaptopathy Evaluation With Electrocochleography in Patients With Hearing Difficulty in Noise Despite Normal Hearing Levels","authors":"Murat Yaşar, Fatih Öner, Fatma Atalay, Sezai Sacid Anbar","doi":"10.1111/coa.14235","DOIUrl":"10.1111/coa.14235","url":null,"abstract":"<div>\u0000 \u0000 \u0000 <section>\u0000 \u0000 <h3> Objective</h3>\u0000 \u0000 <p>This study examined patients with normal hearing thresholds who had trouble understanding speech in noise. We used electrocochleography (ECochG) to detect and compare SP/AP amplitude area ratios, a potential indicator of cochlear synaptopathy, and investigate speech perception disorder in noise.</p>\u0000 </section>\u0000 \u0000 <section>\u0000 \u0000 <h3> Methods</h3>\u0000 \u0000 <p>The study included 68 people aged between 18 and 65 years, 35 patients and 33 healthy volunteers, who applied to the otorhinolaryngology clinic between November 2023 and March 2024 with a 2-month history of difficulty understanding speech in noisy environments. Everyone was given a tiptrode electrode ECochG test, and the results were compared between groups. An ECochG test was recorded with tiptrode electrodes and was performed on all participants, and the results were compared between groups.</p>\u0000 </section>\u0000 \u0000 <section>\u0000 \u0000 <h3> Results</h3>\u0000 \u0000 <p>In the ECochG test, the summation potential/action potential (SP/AP) amplitude and area ratios of patients who had difficulty understanding speech in a noisy environment were statistically higher than those of the control group.</p>\u0000 </section>\u0000 \u0000 <section>\u0000 \u0000 <h3> Conclusion</h3>\u0000 \u0000 <p>ECochG testing may provide additional evidence to evaluate auditory nerve pathways.</p>\u0000 </section>\u0000 </div>","PeriodicalId":10431,"journal":{"name":"Clinical Otolaryngology","volume":"50 1","pages":"75-81"},"PeriodicalIF":1.7,"publicationDate":"2024-09-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11618223/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142342905","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Paediatric Laryngeal Ultrasound: A Retrospective Cohort Study in Aotearoa New Zealand and an International Survey","authors":"Silvia Giovanna Marinone Lares, Georgia Mackay, Sita Tarini Clark, Jeyasakthy Saniasiaya, Craig McCaffer","doi":"10.1111/coa.14237","DOIUrl":"10.1111/coa.14237","url":null,"abstract":"<div>\u0000 \u0000 \u0000 <section>\u0000 \u0000 <h3> Objective</h3>\u0000 \u0000 <p>Vocal fold immobility (VFI) is a cause of significant morbidity and mortality in the paediatric population. Laryngoscopy is the current first-line investigation for patients with suspected VFI. Laryngeal ultrasound (LUS) has recently emerged as an alternative method of identifying VFI. Compared to laryngoscopy, LUS is less invasive, does not require anaesthesia, and can be performed by non-otolaryngologists. The objectives of this study are to evaluate LUS as a diagnostic method for the identification of VFI in a cohort of paediatric patients in Aotearoa New Zealand (NZ) and to estimate the frequency of use of LUS in the paediatric population by clinicians around the world.</p>\u0000 </section>\u0000 \u0000 <section>\u0000 \u0000 <h3> Methods</h3>\u0000 \u0000 <p>A retrospective, single-centre cohort study was performed on all paediatric patients who had undergone laryngoscopy and LUS at Starship Children's Health in Auckland, NZ, between 2020 and 2023. An eight-question survey was also developed and distributed to better understand clinicians' use of LUS in their clinical practice to diagnose paediatric VFI globally.</p>\u0000 </section>\u0000 \u0000 <section>\u0000 \u0000 <h3> Results</h3>\u0000 \u0000 <p>Twenty-nine paediatric patients met the inclusion criteria. LUS demonstrated good sensitivity (80.95%) for detecting VFI and increased to 93.33% for the detection of unilateral VFI. Of the 87 respondents to the survey, 41.38% utilise LUS in their clinical practice in the paediatric population. The main barriers to implementation of LUS as identified by non-users were lack of equipment, expertise, and training.</p>\u0000 </section>\u0000 \u0000 <section>\u0000 \u0000 <h3> Conclusions</h3>\u0000 \u0000 <p>These findings support the use of LUS as an accurate diagnostic tool for the detection of unilateral VFI. Further studies in non-surgical populations and in patients with bilateral VFI, as well as standardised guidelines for LUS technique and reporting, are required.</p>\u0000 </section>\u0000 </div>","PeriodicalId":10431,"journal":{"name":"Clinical Otolaryngology","volume":"50 1","pages":"82-87"},"PeriodicalIF":1.7,"publicationDate":"2024-09-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11618319/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142342918","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Alberto Caranti, Ruggero Campisi, Angelo Cannavicci, Giuseppe Meccariello, Luigi Marco Stringa, Andrea Catalano, Andrea Migliorelli, Chiara Bianchini, Andrea Ciorba, Francesco Stomeo, Giannicola Iannella, Antonino Maniaci, Stefano Pelucchi, Claudio Vicni
{"title":"Eagle's Syndrome Treated With Transoral Robotic Surgery Approach: A Single Centre Experience and Literature Review","authors":"Alberto Caranti, Ruggero Campisi, Angelo Cannavicci, Giuseppe Meccariello, Luigi Marco Stringa, Andrea Catalano, Andrea Migliorelli, Chiara Bianchini, Andrea Ciorba, Francesco Stomeo, Giannicola Iannella, Antonino Maniaci, Stefano Pelucchi, Claudio Vicni","doi":"10.1111/coa.14230","DOIUrl":"10.1111/coa.14230","url":null,"abstract":"","PeriodicalId":10431,"journal":{"name":"Clinical Otolaryngology","volume":"50 1","pages":"164-170"},"PeriodicalIF":1.7,"publicationDate":"2024-09-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142342906","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Madelyn Frank, Karen Tawk, Ella J. Lee, Joshua K. Kim, Abdula Al-Seraji, Mehdi Abouzari, Hamid R. Djalilian
{"title":"Efficacy of Nortriptyline and Migraine Lifestyle Modifications in Vestibular Migraine Management","authors":"Madelyn Frank, Karen Tawk, Ella J. Lee, Joshua K. Kim, Abdula Al-Seraji, Mehdi Abouzari, Hamid R. Djalilian","doi":"10.1111/coa.14231","DOIUrl":"10.1111/coa.14231","url":null,"abstract":"<div>\u0000 \u0000 \u0000 <section>\u0000 \u0000 <h3> Objective</h3>\u0000 \u0000 <p>To evaluate the effectiveness of nortriptyline regimen and migraine dietary/lifestyle modifications on dizziness and stress levels in patients diagnosed with vestibular migraine (VM).</p>\u0000 </section>\u0000 \u0000 <section>\u0000 \u0000 <h3> Methods</h3>\u0000 \u0000 <p>A total of 35 patients diagnosed with definite VM based on the International Classification of Headache Disorders were included in this intervention study. Patients self-selected to receive either nortriptyline regimen alone (10–40 mg daily with biweekly escalation) (group A, <i>n</i> = 17) or migraine dietary/lifestyle modifications alone (group B, <i>n</i> = 18). Main outcome measures were dizziness severity and stress level measured by the visual analog scale (VAS).</p>\u0000 </section>\u0000 \u0000 <section>\u0000 \u0000 <h3> Results</h3>\u0000 \u0000 <p>At 4-week post-treatment, dizziness decreased from 6.0 ± 2.5 to 4.2 ± 3.4 (<i>p</i> = 0.069) in group A and from 8.7 ± 1.5 to 3.6 ± 3.0 (<i>p</i> < 0.001) in group B. VAS for stress changed from 5.5 ± 1.3 to 5.4 ± 2.9 (<i>p</i> = 0.93) and from 6.9 ± 3.2 to 5.0 ± 2.7 (<i>p</i> = 0.025) in groups A and B, respectively. The <i>δ</i> values of the VAS score for dizziness were 1.8 ± 3.7 and 5.1 ± 3.1 and the <i>δ</i> values of the VAS score for stress were 0.06 ± 2.9 and 1.9 ± 3.3 in groups A and B, respectively. Quality of life (QOL) improved in 88% patients in group A and 94% patients in group B.</p>\u0000 </section>\u0000 \u0000 <section>\u0000 \u0000 <h3> Conclusions</h3>\u0000 \u0000 <p>Nortriptyline, at a maximum dose of 40 mg, effectively alleviates patient symptoms, while a migraine diet and lifestyle modifications notably reduce vertiginous symptoms and stress levels in VM patients in 4 weeks. Both interventions are equally effective in ameliorating the QOL of patients. The ideal treatment for patients would likely need to include both medication and diet/lifestyle changes.</p>\u0000 </section>\u0000 </div>","PeriodicalId":10431,"journal":{"name":"Clinical Otolaryngology","volume":"50 1","pages":"62-67"},"PeriodicalIF":1.7,"publicationDate":"2024-09-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142342907","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Sabrina Tengku, Aislinn FitzGerald, Alison E. Lim, Jenny Montgomery
{"title":"Socioeconomic Inequality in the Head and Neck Cancer Referral System: Redressing the Balance","authors":"Sabrina Tengku, Aislinn FitzGerald, Alison E. Lim, Jenny Montgomery","doi":"10.1111/coa.14232","DOIUrl":"10.1111/coa.14232","url":null,"abstract":"<div>\u0000 \u0000 \u0000 <section>\u0000 \u0000 <h3> Introduction</h3>\u0000 \u0000 <p>Socioeconomic deprivation is a known risk factor for head and neck cancer (HNC). Despite this, there is no current way to acknowledge this in two-week wait (2WW) referrals. 2WW HNC referrals have continually risen, and a self-reporting questionnaire was trialled with referrals to the ear, nose and throat (ENT) department with suspected HNC, allowing additional triage information not included in referrals to be obtained.</p>\u0000 </section>\u0000 \u0000 <section>\u0000 \u0000 <h3> Methods</h3>\u0000 \u0000 <p>Patients referred through the 2WW pathway for HNC between February 2021 and March 2022 were asked to complete an electronic self-reporting symptom questionnaire. The vetting process resulted in the referral being accepted or regraded to less urgent referral streams. Scottish Index of Multiple Deprivation (SIMD) quintiles were derived using the online postcode checker tool.</p>\u0000 </section>\u0000 \u0000 <section>\u0000 \u0000 <h3> Results</h3>\u0000 \u0000 <p>A total of 984 2WW referrals were retrospectively reviewed. The questionnaire was completed by 717 (72.9%) patients. Regrading of urgency resulted in 292 (29.7%) 2WW appointments not required. Of those regraded, 264 (90.4%) patients completed the questionnaire. A significantly greater number of patients (<i>p</i> = 0.03) from SIMD 4 and SIMD 5 were regraded (33.3%) compared to SIMD 1 and SIMD 2 (26.4%). Patients who did not complete the questionnaire had a higher median age (61.0 years, range: 17–96, IQR: 25.0) compared to those who completed the questionnaire (56.0 years, range: 17–88, IQR: 23.5, <i>p</i> < 0.001).</p>\u0000 </section>\u0000 \u0000 <section>\u0000 \u0000 <h3> Conclusion</h3>\u0000 \u0000 <p>A self-reported symptom questionnaire can help rebalance urgent appointments to those with genuine red flag symptoms. This in turn reduces social inequality in 2WW referrals and reduces the number of inappropriate 2WW appointments.</p>\u0000 </section>\u0000 </div>","PeriodicalId":10431,"journal":{"name":"Clinical Otolaryngology","volume":"50 1","pages":"68-74"},"PeriodicalIF":1.7,"publicationDate":"2024-09-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142342919","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Bernhard Prem, David T. Liu, Katharina Boehme, Mia T. Maurer, Bertold Renner, Christian A. Mueller
{"title":"Factors Associated With Persisting Olfactory Dysfunction After COVID-19","authors":"Bernhard Prem, David T. Liu, Katharina Boehme, Mia T. Maurer, Bertold Renner, Christian A. Mueller","doi":"10.1111/coa.14233","DOIUrl":"10.1111/coa.14233","url":null,"abstract":"<div>\u0000 \u0000 \u0000 <section>\u0000 \u0000 <h3> Background</h3>\u0000 \u0000 <p>Fortunately, the majority of COVID-19 patients recover from olfactory dysfunction (OD) within the first couple of weeks. However, from approximately 5% up to 20% continue to suffer from OD even more than 1 year after the onset. Nonetheless, factors associated with long-lasting OD are hardly known. The aim of this study was to identify favourable and disadvantageous markers of persisting OD in COVID-19 patients.</p>\u0000 </section>\u0000 \u0000 <section>\u0000 \u0000 <h3> Methodology</h3>\u0000 \u0000 <p>Sixty-six patients (46 female; mean age: 39.9 years) that suffer from OD longer than 6 months due to laboratory-confirmed SARS-CoV-2 infection have participated in this longitudinal study. Participants completed comprehensive psychophysical chemosensory tests (i.e., Sniffin' Sticks = TDI) and questionnaires twice at our department—on average 219 ± 80 (T-1) and 489 ± 89 (T-2) days after the onset of symptoms, respectively. Olfactory recovery rates were associated with demographic factors and questionnaires using linear regression analysis.</p>\u0000 </section>\u0000 \u0000 <section>\u0000 \u0000 <h3> Results</h3>\u0000 \u0000 <p>Patients below 40 years of age improved better (TDI: 4.1 ± 4.3 vs. 0.7 ± 5.8; <i>p</i> = 0.008) and achieved statistically significant higher scores (TDI: 31.5 ± 4.0 vs. 27.3 ± 6.7; <i>p</i> = 0.033) regarding psychophysical chemosensory tests. Furthermore, linear regression analysis revealed that parosmia was associated with worse orthonasal smell function (T-1: <i>β</i> = −0.346, <i>p</i> = 0.004; T-2: <i>β</i> = −0.384, <i>p</i> = 0.001), especially concerning identification subtest (T-1: <i>β</i> = −0.395, <i>p</i> = 0.001; T-2: <i>β</i> = −0.398, <i>p</i> < 0.001). Moreover, increasing parosmia between T-1and T-2 led to worse orthonasal olfactory function (<i>β</i> = −0.294, <i>p</i> = 0.016).</p>\u0000 </section>\u0000 \u0000 <section>\u0000 \u0000 <h3> Conclusions</h3>\u0000 \u0000 <p>Older age and parosmia seem to be unfavourable factors of persisting OD in COVID-19 patients.</p>\u0000 </section>\u0000 </div>","PeriodicalId":10431,"journal":{"name":"Clinical Otolaryngology","volume":"50 1","pages":"53-61"},"PeriodicalIF":1.7,"publicationDate":"2024-09-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11618320/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142281415","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Samuel J. M. Hale, Olivia Lengyel, Deanna Louis, Raymond Kim, Richard G. Douglas
{"title":"The Anaesthetic Efficacy of Tetracaine and Oxymetazoline Compared With Co-Phenylcaine in Healthy Individuals","authors":"Samuel J. M. Hale, Olivia Lengyel, Deanna Louis, Raymond Kim, Richard G. Douglas","doi":"10.1111/coa.14223","DOIUrl":"10.1111/coa.14223","url":null,"abstract":"<div>\u0000 \u0000 \u0000 <section>\u0000 \u0000 <h3> Objectives</h3>\u0000 \u0000 <p>Nasal anaesthetic-decongestant sprays are commonly used prior to nasal instrumentation, such as flexible and rigid nasal endoscopy. <i>Co-phenylcaine</i> (lignocaine 5%, phenylephrine 0.5%, ENT Technologies Pty Ltd., Melbourne, VIC, Australia) is a combination spray commonly used for this purpose. However, lignocaine is less potent than other local anaesthetics, and both active constituents of <i>Co-phenylcaine</i> have a bitter taste. It was hypothesised that a combination spray containing tetracaine and oxymetazoline would both offer more potent topical anaesthesia and have a better taste.</p>\u0000 </section>\u0000 \u0000 <section>\u0000 \u0000 <h3> Methods</h3>\u0000 \u0000 <p>Four anaesthetic-decongestant nasal sprays were tested in 10 healthy participants (<i>Co-phenylcaine</i>, and tetracaine 0.5%, 1% and 2% with oxymetazoline 0.05%). Sensory thresholds were sequentially measured at the head of the inferior turbinate using Semmes-Weinstein monofilaments over the following hour. Participants also rated taste on a Likert-style scale, and reported whether they experienced subjective numbness of the maxillary teeth.</p>\u0000 </section>\u0000 \u0000 <section>\u0000 \u0000 <h3> Results</h3>\u0000 \u0000 <p>A median peak sensory threshold of 60 g (the maximum tested) was observed with <i>Co-phenylcaine</i>, but this threshold was exceeded by all the tetracaine-based sprays. Tetracaine 2% with oxymetazoline 0.05% had a significantly more rapid onset than <i>Co-phenylcaine</i> (4 min vs. 6 min, <i>p</i> < 0.05) and a longer duration of action. Eight participants reported dental numbness after administration of tetracaine 2% with oxymetazoline 0.05%, but only one participant after <i>Co-phenylcaine.</i> Tetracaine-based sprays were generally perceived to taste less unpleasant than <i>Co-phenylcaine.</i>\u0000 </p>\u0000 </section>\u0000 \u0000 <section>\u0000 \u0000 <h3> Conclusion</h3>\u0000 \u0000 <p>Tetracaine 2% with oxymetazoline 0.05% is a more potent and rapidly acting anaesthetic-decongestant spray than <i>Co-phenylcaine</i>, with a longer duration of action.</p>\u0000 </section>\u0000 </div>","PeriodicalId":10431,"journal":{"name":"Clinical Otolaryngology","volume":"50 1","pages":"46-52"},"PeriodicalIF":1.7,"publicationDate":"2024-09-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1111/coa.14223","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142266990","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Hollie Black, David Young, Alexander Rogers, Jenny Montgomery
{"title":"Machine Learning in Clinical Diagnosis of Head and Neck Cancer","authors":"Hollie Black, David Young, Alexander Rogers, Jenny Montgomery","doi":"10.1111/coa.14220","DOIUrl":"10.1111/coa.14220","url":null,"abstract":"<div>\u0000 \u0000 \u0000 <section>\u0000 \u0000 <h3> Objective</h3>\u0000 \u0000 <p>Machine learning has been effective in other areas of medicine, this study aims to investigate this with regards to HNC and identify which algorithm works best to classify malignant patients.</p>\u0000 </section>\u0000 \u0000 <section>\u0000 \u0000 <h3> Design</h3>\u0000 \u0000 <p>An observational cohort study.</p>\u0000 </section>\u0000 \u0000 <section>\u0000 \u0000 <h3> Setting</h3>\u0000 \u0000 <p>Queen Elizabeth University Hospital.</p>\u0000 </section>\u0000 \u0000 <section>\u0000 \u0000 <h3> Participants</h3>\u0000 \u0000 <p>Patients who were referred via the USOC pathway between January 2019 and May 2021.</p>\u0000 </section>\u0000 \u0000 <section>\u0000 \u0000 <h3> Main Outcome Measures</h3>\u0000 \u0000 <p>Predicting the diagnosis of patients from three categories, benign, potential malignant and malignant, using demographics and symptoms data.</p>\u0000 </section>\u0000 \u0000 <section>\u0000 \u0000 <h3> Results</h3>\u0000 \u0000 <p>The classic statistical method of ordinal logistic regression worked best on the data, achieving an AUC of 0.6697 and balanced accuracy of 0.641. The demographic features describing recreational drug use history and living situation were the most important variables alongside the red flag symptom of a neck lump.</p>\u0000 </section>\u0000 \u0000 <section>\u0000 \u0000 <h3> Conclusion</h3>\u0000 \u0000 <p>Further studies should aim to collect larger samples of malignant and pre-malignant patients to improve the class imbalance and increase the performance of the machine learning models.</p>\u0000 </section>\u0000 </div>","PeriodicalId":10431,"journal":{"name":"Clinical Otolaryngology","volume":"50 1","pages":"31-38"},"PeriodicalIF":1.7,"publicationDate":"2024-09-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1111/coa.14220","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142266991","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}