Xing Yi Cheah, Claire Jing Wen Tan, Brian Sheng Yep Yeo, Nicholas E-Kai Lim, Qian Wei Tan, Marcus Zhe Xuan Teoh, Benjamin Kye Jyn Tan, Iris Rawtaer, Neville Wei Yang Teo, Tze Choong Charn
Background: Both anxiety and depression are prevalent among patients with chronic rhinosinusitis (CRS) and associated with poorer outcomes following treatment for CRS. However, the impact of treatment on CRS on mental health remains uncertain. Therefore, this study seeks to evaluate if surgical intervention for CRS may alleviate comorbid depression and anxiety.
Methods: PubMed, Embase, and Scopus databases were searched for retrospective and prospective cohort studies, cross-sectional studies, and randomized controlled trials relating to CRS treatment using sinus surgery from inception to April 30, 2024, using the Population, Intervention, Comparison, and Outcomes (PICO) framework. Three blinded reviewers selected observational studies and randomized controlled trials investigating levels of depression and anxiety pre- and post-surgical treatment of CRS. Eleven studies comprising 3067 patients were included, of which five studies were quantitatively analyzed. After which, data were extracted from included articles into a structured proforma and the Newcastle-Ottawa Scale was used to evaluate study bias, following Preferred Reporting Items for Systematic Review and Meta-Analyses (PRISMA) guidelines and a PROSPERO-registered protocol (CRD42022351855). Meta-analyses of the ratio of means were conducted in a random-effects model.
Results: Overall, sinus surgery was associated with significant improvement in test scores of depression (ratio of means (ROM) = 1.47, 95% confidence interval [CI] = 1.03‒2.10), anxiety (ROM = 1.10, 95% CI = 0.81‒1.49), and quality of life markers, which are closely correlated to mental health outcomes.
Conclusions: Sinus surgery for CRS may improve mental health outcomes (both depression and anxiety) for patients.
{"title":"The Impact of Sinus Surgery for Chronic Rhinosinusitis on Concomitant Depression and Anxiety Symptoms: A Systematic Review and Meta-analysis.","authors":"Xing Yi Cheah, Claire Jing Wen Tan, Brian Sheng Yep Yeo, Nicholas E-Kai Lim, Qian Wei Tan, Marcus Zhe Xuan Teoh, Benjamin Kye Jyn Tan, Iris Rawtaer, Neville Wei Yang Teo, Tze Choong Charn","doi":"10.1002/alr.23528","DOIUrl":"https://doi.org/10.1002/alr.23528","url":null,"abstract":"<p><strong>Background: </strong>Both anxiety and depression are prevalent among patients with chronic rhinosinusitis (CRS) and associated with poorer outcomes following treatment for CRS. However, the impact of treatment on CRS on mental health remains uncertain. Therefore, this study seeks to evaluate if surgical intervention for CRS may alleviate comorbid depression and anxiety.</p><p><strong>Methods: </strong>PubMed, Embase, and Scopus databases were searched for retrospective and prospective cohort studies, cross-sectional studies, and randomized controlled trials relating to CRS treatment using sinus surgery from inception to April 30, 2024, using the Population, Intervention, Comparison, and Outcomes (PICO) framework. Three blinded reviewers selected observational studies and randomized controlled trials investigating levels of depression and anxiety pre- and post-surgical treatment of CRS. Eleven studies comprising 3067 patients were included, of which five studies were quantitatively analyzed. After which, data were extracted from included articles into a structured proforma and the Newcastle-Ottawa Scale was used to evaluate study bias, following Preferred Reporting Items for Systematic Review and Meta-Analyses (PRISMA) guidelines and a PROSPERO-registered protocol (CRD42022351855). Meta-analyses of the ratio of means were conducted in a random-effects model.</p><p><strong>Results: </strong>Overall, sinus surgery was associated with significant improvement in test scores of depression (ratio of means (ROM) = 1.47, 95% confidence interval [CI] = 1.03‒2.10), anxiety (ROM = 1.10, 95% CI = 0.81‒1.49), and quality of life markers, which are closely correlated to mental health outcomes.</p><p><strong>Conclusions: </strong>Sinus surgery for CRS may improve mental health outcomes (both depression and anxiety) for patients.</p>","PeriodicalId":13716,"journal":{"name":"International Forum of Allergy & Rhinology","volume":" ","pages":""},"PeriodicalIF":7.2,"publicationDate":"2025-01-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142983538","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Introduction: Tissue eosinophil counts (TEC) might serve as a biomarker linking chronic rhinosinusitis (CRS) and the presence of adult-onset asthma. This study aimed to determine if TEC in sinus mucosa/polyps in CRS patients is an independent indicator of asthma and to identify its optimal cut-off point.
Methods: This cross-sectional study was conducted on primary CRS patients scheduled for surgery. All patients were assessed by a pulmonologist for asthma diagnosis. Tissues were collected during surgery and evaluated for TEC. Logistic regression and receiver operating characteristic analysis were used to determine significant factors and the optimal cut-off points of TEC associated with asthma.
Results: A total of 103 CRS patients were included. Ten patients (9.7%) had underlying asthma, while 13 (12.6%) were first diagnosed by the pulmonologist. TEC ≥40 cells per high-powered field (HPF) exhibited a significant correlation with asthma (area under the curve = 0.71, p < 0.001). The sensitivity of this cut-off point was 0.70 (95% confidence interval [CI] = 0.47-0.87), and specificity was 0.66 (95% CI = 0.55-0.76). Positive predictive value and negative predictive value were 0.37 and 0.88, respectively. The cut-off point significantly associated with the presence of asthma, with an adjusted odds ratio of 3.13 (95% CI = 1.05-9.35, p = 0.04), controlling for polyps, allergic rhinitis, and computerized tomography (CT) score.
Conclusion: TEC in CRS patients can help determine the presence of adult-onset asthma, with an optimal threshold of ≥40 cells/HPF. This threshold is significantly associated with asthma independent of polyps, allergy, and CT score.
{"title":"Tissue Eosinophils Threshold and its Association with Adult-Onset Asthma in Chronic Rhinosinusitis.","authors":"Patlada Kowatanamongkon, Kornkiat Snidvongs, Potjanee Korrungruang, Nutpacha Chotikawichean, Dichapong Kanjanawasee, Kittichai Mongkolkul, Wirach Chitsuthipakorn","doi":"10.1002/alr.23527","DOIUrl":"https://doi.org/10.1002/alr.23527","url":null,"abstract":"<p><strong>Introduction: </strong>Tissue eosinophil counts (TEC) might serve as a biomarker linking chronic rhinosinusitis (CRS) and the presence of adult-onset asthma. This study aimed to determine if TEC in sinus mucosa/polyps in CRS patients is an independent indicator of asthma and to identify its optimal cut-off point.</p><p><strong>Methods: </strong>This cross-sectional study was conducted on primary CRS patients scheduled for surgery. All patients were assessed by a pulmonologist for asthma diagnosis. Tissues were collected during surgery and evaluated for TEC. Logistic regression and receiver operating characteristic analysis were used to determine significant factors and the optimal cut-off points of TEC associated with asthma.</p><p><strong>Results: </strong>A total of 103 CRS patients were included. Ten patients (9.7%) had underlying asthma, while 13 (12.6%) were first diagnosed by the pulmonologist. TEC ≥40 cells per high-powered field (HPF) exhibited a significant correlation with asthma (area under the curve = 0.71, p < 0.001). The sensitivity of this cut-off point was 0.70 (95% confidence interval [CI] = 0.47-0.87), and specificity was 0.66 (95% CI = 0.55-0.76). Positive predictive value and negative predictive value were 0.37 and 0.88, respectively. The cut-off point significantly associated with the presence of asthma, with an adjusted odds ratio of 3.13 (95% CI = 1.05-9.35, p = 0.04), controlling for polyps, allergic rhinitis, and computerized tomography (CT) score.</p><p><strong>Conclusion: </strong>TEC in CRS patients can help determine the presence of adult-onset asthma, with an optimal threshold of ≥40 cells/HPF. This threshold is significantly associated with asthma independent of polyps, allergy, and CT score.</p>","PeriodicalId":13716,"journal":{"name":"International Forum of Allergy & Rhinology","volume":" ","pages":""},"PeriodicalIF":7.2,"publicationDate":"2025-01-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142948409","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Maxime Fieux, Julia Noel, Pooya Roozdar, Caio Athayde Neves, Carol H Yan, Matt Tyler, Aakanksha Rathor, Michael T Chang, Jayakar V Nayak, Peter H Hwang, Zara M Patel
Background: Steroid rinses and steroid-eluting stents are both options for preventing postoperative stenosis after frontal sinus surgery. This study aimed to assess whether steroid-eluting stents offer added benefit over steroid rinses alone in postoperative healing and long-term frontal sinus patency.
Methods: A randomized controlled trial enrolled patients with CRS with nasal polyps (CRSwNP) who underwent surgery for bilateral and equal frontal sinusitis after failing prior medical therapy. Each patient served as their own control, with each patient randomized to stent placement in either right or left frontal sinuses. Exclusion criteria included unequal frontal sinusitis, aspirin exacerbated respiratory disease, cystic fibrosis, primary ciliary dyskinesia, and immunocompromise. All patients used steroid rinses postoperatively. Scarring, edema, patency, and the need for additional treatments were assessed at 1, 3, 12, and 24 weeks postoperatively. Univariate and multivariate analyses were performed.
Results: Sixty-two patients were enrolled. Postoperatively, scarring, edema, patency, and the need for further treatment were similar in both groups at 24 weeks (p = 0.878, 0.688, 0.817, 1.00, and 1.00, respectively). Multivariable regression analysis identified time as an independent risk factor for scarring (OR = 1.32, [1.03‒1.71]) and patency (OR = 1.39, [1.10‒1.82]), while it was an independent protective factor for edema (OR = 0.40, [0.32‒0.49]). The steroid-eluting stent did not significantly affect this.
Conclusion: For CRSwNP, with or without asthma, without other underlying systemic disease factors, steroid-eluting stents may not add benefit over steroid rinses in reducing postoperative scarring and edema, improving long-term frontal sinus patency, or reducing the need for additional treatments, as long as patients continue topical therapy and know how to rinse effectively.
{"title":"Comparing Efficacy of Steroid Irrigation + Steroid-eluting Sinus Stent Versus Steroid Irrigation Alone for Maintaining Frontal Sinus Patency After Sinus Surgery: A Randomized Controlled Trial.","authors":"Maxime Fieux, Julia Noel, Pooya Roozdar, Caio Athayde Neves, Carol H Yan, Matt Tyler, Aakanksha Rathor, Michael T Chang, Jayakar V Nayak, Peter H Hwang, Zara M Patel","doi":"10.1002/alr.23524","DOIUrl":"https://doi.org/10.1002/alr.23524","url":null,"abstract":"<p><strong>Background: </strong>Steroid rinses and steroid-eluting stents are both options for preventing postoperative stenosis after frontal sinus surgery. This study aimed to assess whether steroid-eluting stents offer added benefit over steroid rinses alone in postoperative healing and long-term frontal sinus patency.</p><p><strong>Methods: </strong>A randomized controlled trial enrolled patients with CRS with nasal polyps (CRSwNP) who underwent surgery for bilateral and equal frontal sinusitis after failing prior medical therapy. Each patient served as their own control, with each patient randomized to stent placement in either right or left frontal sinuses. Exclusion criteria included unequal frontal sinusitis, aspirin exacerbated respiratory disease, cystic fibrosis, primary ciliary dyskinesia, and immunocompromise. All patients used steroid rinses postoperatively. Scarring, edema, patency, and the need for additional treatments were assessed at 1, 3, 12, and 24 weeks postoperatively. Univariate and multivariate analyses were performed.</p><p><strong>Results: </strong>Sixty-two patients were enrolled. Postoperatively, scarring, edema, patency, and the need for further treatment were similar in both groups at 24 weeks (p = 0.878, 0.688, 0.817, 1.00, and 1.00, respectively). Multivariable regression analysis identified time as an independent risk factor for scarring (OR = 1.32, [1.03‒1.71]) and patency (OR = 1.39, [1.10‒1.82]), while it was an independent protective factor for edema (OR = 0.40, [0.32‒0.49]). The steroid-eluting stent did not significantly affect this.</p><p><strong>Conclusion: </strong>For CRSwNP, with or without asthma, without other underlying systemic disease factors, steroid-eluting stents may not add benefit over steroid rinses in reducing postoperative scarring and edema, improving long-term frontal sinus patency, or reducing the need for additional treatments, as long as patients continue topical therapy and know how to rinse effectively.</p>","PeriodicalId":13716,"journal":{"name":"International Forum of Allergy & Rhinology","volume":" ","pages":""},"PeriodicalIF":7.2,"publicationDate":"2025-01-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142948405","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Max J Hyman, Neil S Kondamuri, Jayant M Pinto, Christopher R Roxbury
{"title":"Variation in Postoperative Debridement Patterns in Endoscopic Sinus Surgery: A Retrospective Cohort Study.","authors":"Max J Hyman, Neil S Kondamuri, Jayant M Pinto, Christopher R Roxbury","doi":"10.1002/alr.23515","DOIUrl":"https://doi.org/10.1002/alr.23515","url":null,"abstract":"","PeriodicalId":13716,"journal":{"name":"International Forum of Allergy & Rhinology","volume":" ","pages":""},"PeriodicalIF":7.2,"publicationDate":"2025-01-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142948412","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Hong-Ho Yang, Carra A Simpson, Meera Srivastava, Alakesh Bera, Monica Cappelletti, Jeffrey D Suh, MarileneB Wang, Daniel M Beswick, Tom Maxim, Saroj K Basak, Eri S Srivatsan, Jakob L Fischer, Jonathan P Jacobs, Jivianne T Lee
Background: Dysbiosis of the bacterial and fungal microbiome has been increasingly implicated in the pathogenesis of chronic rhinosinusitis (CRS). This study explores the relationship between microbiome and mycobiome biodiversity and type 2 (T2) versus non-type 2 (NT2) inflammation.
Methods: Mucosal tissues from the ethmoid sinus were collected during endoscopic sinus (CRS) and skull base (controls) surgery between January 2020 and July 2021. Specimens underwent 16S rRNA (bacterial) and internal transcribed spacer (fungal) gene sequencing, along with cytokine analysis using the Luminex assay. Based on cytokine (IL-4, IL-5, IL-13) concentrations and the presence of eosinophils, CRS cases were classified into T2 or NT2 inflammatory profiles. The relationships between CRS endotype and the biodiversity of the microbiome and mycobiome were assessed.
Results: Specimens from 92 patients (30 control, 31 CRSwNP, 31 CRSsNP) were included in the analyses. Among 62 CRS cases, 20 exhibited T2 inflammation and 42 exhibited NT2 inflammation. Compared with control specimens, NT2 specimens exhibited significantly lower amplicon sequence variants (mean difference -149, 95% CI [-261, -37], p = 0.007), Shannon index (-0.48 [-0.79, -0.16], p = 0.002), and Simpson index (-0.003 [-0.005, -0.001], p = 0.002) for bacterial alpha diversity. However, no significant differences in bacterial alpha diversity were observed between T2 specimens and controls, or between T2 and NT2 specimens. Fungal biodiversity did not differ significantly across endotype and control groups.
Conclusion: Dysbiosis of the sinus bacterial microbiome is more strongly associated with a NT2-mediated inflammatory profile than with a T2-mediated inflammatory profile.
背景:细菌和真菌微生物群的生态失调越来越多地与慢性鼻窦炎(CRS)的发病机制有关。本研究探讨了微生物组和真菌组生物多样性与2型(T2)与非2型(NT2)炎症之间的关系。方法:于2020年1月至2021年7月在内镜鼻窦(CRS)和颅底(对照组)手术中收集筛窦粘膜组织。标本进行16S rRNA(细菌)和内部转录间隔物(真菌)基因测序,并使用Luminex检测进行细胞因子分析。根据细胞因子(IL-4、IL-5、IL-13)浓度和嗜酸性粒细胞的存在,将CRS病例分为T2或NT2型炎症。评估了CRS内型与微生物组和真菌组生物多样性的关系。结果:92例患者的标本(对照组30例,CRSwNP 31例,CRSsNP 31例)纳入分析。62例CRS患者中,T2炎症20例,NT2炎症42例。与对照标本相比,NT2标本扩增子序列变异显著降低(平均差异为-149,95% CI [-261, -37], p = 0.007), Shannon指数(-0.48 [-0.79,-0.16],p = 0.002), Simpson指数(-0.003 [-0.005,-0.001],p = 0.002)。然而,在T2标本和对照组之间,以及T2和NT2标本之间,细菌α多样性没有显著差异。真菌多样性在内生型和对照组间差异不显著。结论:鼻窦细菌微生物群的生态失调与nt2介导的炎症谱的关系比与t2介导的炎症谱的关系更强。
{"title":"Biodiversity of the Bacterial and Fungal Microbiome and Associated Inflammatory Cytokine Profile in Chronic Rhinosinusitis.","authors":"Hong-Ho Yang, Carra A Simpson, Meera Srivastava, Alakesh Bera, Monica Cappelletti, Jeffrey D Suh, MarileneB Wang, Daniel M Beswick, Tom Maxim, Saroj K Basak, Eri S Srivatsan, Jakob L Fischer, Jonathan P Jacobs, Jivianne T Lee","doi":"10.1002/alr.23519","DOIUrl":"https://doi.org/10.1002/alr.23519","url":null,"abstract":"<p><strong>Background: </strong>Dysbiosis of the bacterial and fungal microbiome has been increasingly implicated in the pathogenesis of chronic rhinosinusitis (CRS). This study explores the relationship between microbiome and mycobiome biodiversity and type 2 (T2) versus non-type 2 (NT2) inflammation.</p><p><strong>Methods: </strong>Mucosal tissues from the ethmoid sinus were collected during endoscopic sinus (CRS) and skull base (controls) surgery between January 2020 and July 2021. Specimens underwent 16S rRNA (bacterial) and internal transcribed spacer (fungal) gene sequencing, along with cytokine analysis using the Luminex assay. Based on cytokine (IL-4, IL-5, IL-13) concentrations and the presence of eosinophils, CRS cases were classified into T2 or NT2 inflammatory profiles. The relationships between CRS endotype and the biodiversity of the microbiome and mycobiome were assessed.</p><p><strong>Results: </strong>Specimens from 92 patients (30 control, 31 CRSwNP, 31 CRSsNP) were included in the analyses. Among 62 CRS cases, 20 exhibited T2 inflammation and 42 exhibited NT2 inflammation. Compared with control specimens, NT2 specimens exhibited significantly lower amplicon sequence variants (mean difference -149, 95% CI [-261, -37], p = 0.007), Shannon index (-0.48 [-0.79, -0.16], p = 0.002), and Simpson index (-0.003 [-0.005, -0.001], p = 0.002) for bacterial alpha diversity. However, no significant differences in bacterial alpha diversity were observed between T2 specimens and controls, or between T2 and NT2 specimens. Fungal biodiversity did not differ significantly across endotype and control groups.</p><p><strong>Conclusion: </strong>Dysbiosis of the sinus bacterial microbiome is more strongly associated with a NT2-mediated inflammatory profile than with a T2-mediated inflammatory profile.</p>","PeriodicalId":13716,"journal":{"name":"International Forum of Allergy & Rhinology","volume":" ","pages":""},"PeriodicalIF":7.2,"publicationDate":"2025-01-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142948403","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Lirit Levi, Kenan Ye, Maxime Fieux, Axel Renteria, Steven Lin, Lei Xing, Noel F Ayoub, Zara M Patel, Jayakar V Nayak, Peter H Hwang, Michael T Chang
Background: We developed and assessed the performance of a machine learning model (MLM) to identify, classify, and segment sinonasal masses based on endoscopic appearance.
Methods: A convolutional neural network-based model was constructed from nasal endoscopy images from patients evaluated at an otolaryngology center between 2013 and 2024. Images were classified into four groups: normal endoscopy, nasal polyps, benign, and malignant tumors. Polyps and tumors were confirmed with histopathological diagnosis. Images were annotated by an otolaryngologist and independently verified by two other otolaryngologists. We used high- and low-quality images to mirror real-world conditions. The models used for classification (EfficientNet-B2) and segmentation (nnUNet) were trained, validated, and tested at an 8:1:1 ratio. The performance accuracy was averaged across a 10-fold cross-validation assessment. Segmentation accuracy was assessed via Dice similarity coefficients.
Results: A total of 1242 images from 311 patients were used. The MLM was trained, validated, and tested on 663 normal, 276 polyps, 157 benign, and 146 malignant tumors images. Overall, the model performed at 84.1 ± 4.3% accuracy in the validation set and 80.4 ± 1.7% in the test set. The model correctly identified the presence of a sinonasal mass at 90.5 ± 1.2% accuracy rate. The MLM accuracy performance rates were 86.2 ± 1.0% for polyps and 84.1 ± 1.8% for tumors. Benign and malignant tumor subclassification achieved 87.8 ± 2.1% and 94.0 ± 2.4% accuracy, respectively. Segmentation accuracies for polyps were 72.3% and 72.8% for tumors.
Conclusions: An MLM for nasal endoscopy images can perform with moderate to high accuracy in identifying, classifying, and segmenting sinonasal masses. Performance in future iterations may improve with larger and more diverse training datasets.
{"title":"Machine learning of endoscopy images to identify, classify, and segment sinonasal masses.","authors":"Lirit Levi, Kenan Ye, Maxime Fieux, Axel Renteria, Steven Lin, Lei Xing, Noel F Ayoub, Zara M Patel, Jayakar V Nayak, Peter H Hwang, Michael T Chang","doi":"10.1002/alr.23525","DOIUrl":"https://doi.org/10.1002/alr.23525","url":null,"abstract":"<p><strong>Background: </strong>We developed and assessed the performance of a machine learning model (MLM) to identify, classify, and segment sinonasal masses based on endoscopic appearance.</p><p><strong>Methods: </strong>A convolutional neural network-based model was constructed from nasal endoscopy images from patients evaluated at an otolaryngology center between 2013 and 2024. Images were classified into four groups: normal endoscopy, nasal polyps, benign, and malignant tumors. Polyps and tumors were confirmed with histopathological diagnosis. Images were annotated by an otolaryngologist and independently verified by two other otolaryngologists. We used high- and low-quality images to mirror real-world conditions. The models used for classification (EfficientNet-B2) and segmentation (nnUNet) were trained, validated, and tested at an 8:1:1 ratio. The performance accuracy was averaged across a 10-fold cross-validation assessment. Segmentation accuracy was assessed via Dice similarity coefficients.</p><p><strong>Results: </strong>A total of 1242 images from 311 patients were used. The MLM was trained, validated, and tested on 663 normal, 276 polyps, 157 benign, and 146 malignant tumors images. Overall, the model performed at 84.1 ± 4.3% accuracy in the validation set and 80.4 ± 1.7% in the test set. The model correctly identified the presence of a sinonasal mass at 90.5 ± 1.2% accuracy rate. The MLM accuracy performance rates were 86.2 ± 1.0% for polyps and 84.1 ± 1.8% for tumors. Benign and malignant tumor subclassification achieved 87.8 ± 2.1% and 94.0 ± 2.4% accuracy, respectively. Segmentation accuracies for polyps were 72.3% and 72.8% for tumors.</p><p><strong>Conclusions: </strong>An MLM for nasal endoscopy images can perform with moderate to high accuracy in identifying, classifying, and segmenting sinonasal masses. Performance in future iterations may improve with larger and more diverse training datasets.</p>","PeriodicalId":13716,"journal":{"name":"International Forum of Allergy & Rhinology","volume":" ","pages":""},"PeriodicalIF":7.2,"publicationDate":"2025-01-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142948408","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Letter to the Editor Regarding \"Perioperative Adjuvant Therapy with Short Course of Dupilumab with ESS for Recurrent CRSwNP\".","authors":"Steven Chun-Kang Liao, Robert C Kern","doi":"10.1002/alr.23514","DOIUrl":"https://doi.org/10.1002/alr.23514","url":null,"abstract":"","PeriodicalId":13716,"journal":{"name":"International Forum of Allergy & Rhinology","volume":" ","pages":""},"PeriodicalIF":7.2,"publicationDate":"2025-01-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142948406","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2025-01-01Epub Date: 2024-11-27DOI: 10.1002/alr.23485
Shravan Asthana, Alan D Workman, David K Lerner, Rani M Randell, Dana F Lopez, Michael A Kohanski, James N Palmer, Nithin D Adappa, Jennifer E Douglas, John V Bosso
Key points: Racial disparities influence the completion of aspirin (ASA) desensitization and ASA-exacerbated respiratory disease (AERD) diagnosis age. Public insurance correlates with an official AERD diagnosis after age 50. Social factors, including race and insurance status, impact AERD diagnosis and adherence to ASA desensitization.
{"title":"Social factors associated with aspirin desensitization and diagnosis age in aspirin-exacerbated respiratory disease.","authors":"Shravan Asthana, Alan D Workman, David K Lerner, Rani M Randell, Dana F Lopez, Michael A Kohanski, James N Palmer, Nithin D Adappa, Jennifer E Douglas, John V Bosso","doi":"10.1002/alr.23485","DOIUrl":"10.1002/alr.23485","url":null,"abstract":"<p><strong>Key points: </strong>Racial disparities influence the completion of aspirin (ASA) desensitization and ASA-exacerbated respiratory disease (AERD) diagnosis age. Public insurance correlates with an official AERD diagnosis after age 50. Social factors, including race and insurance status, impact AERD diagnosis and adherence to ASA desensitization.</p>","PeriodicalId":13716,"journal":{"name":"International Forum of Allergy & Rhinology","volume":" ","pages":"89-92"},"PeriodicalIF":7.2,"publicationDate":"2025-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142728294","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2025-01-01Epub Date: 2024-08-30DOI: 10.1002/alr.23440
Glen E D'Souza, Alexander Duffy, Shreya Mandloi, Emily Garvey, Bita Naimi, Paavali Hannikainen, Peter Benedict, Gurston N Nyquist, Christopher Farrell, Marc Rosen, Elina Toskala, James Evans, Mindy R Rabinowitz
Key points: Positive pressure transmitted from continuous positive airway pressure (CPAP) to the sinuses and skull base in the early post-operative period has not been studied in live subjects and controversy exists in when to restart this post-operatively. This study found that approximately 32.76% and 13.52% of the delivered CPAP pressures reached the post-surgical sphenoid sinus and the mid-nasal cavity, respectively, suggesting that surgical factors such as tissue edema, nasal packing, blood, and nasal secretions may provide a protective effect.
{"title":"CPAP-induced sphenoid sinus pressures after endoscopic sinus surgery.","authors":"Glen E D'Souza, Alexander Duffy, Shreya Mandloi, Emily Garvey, Bita Naimi, Paavali Hannikainen, Peter Benedict, Gurston N Nyquist, Christopher Farrell, Marc Rosen, Elina Toskala, James Evans, Mindy R Rabinowitz","doi":"10.1002/alr.23440","DOIUrl":"10.1002/alr.23440","url":null,"abstract":"<p><strong>Key points: </strong>Positive pressure transmitted from continuous positive airway pressure (CPAP) to the sinuses and skull base in the early post-operative period has not been studied in live subjects and controversy exists in when to restart this post-operatively. This study found that approximately 32.76% and 13.52% of the delivered CPAP pressures reached the post-surgical sphenoid sinus and the mid-nasal cavity, respectively, suggesting that surgical factors such as tissue edema, nasal packing, blood, and nasal secretions may provide a protective effect.</p>","PeriodicalId":13716,"journal":{"name":"International Forum of Allergy & Rhinology","volume":" ","pages":"68-72"},"PeriodicalIF":7.2,"publicationDate":"2025-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11697221/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142107079","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}