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Liu YY, Jiang SP, Wang YB. Artificial intelligence optimizes the standardized diagnosis and treatment of chronic sinusitis. Front Physiol 2025; 16:1522090. [PMID: 40182690 PMCID: PMC11966420 DOI: 10.3389/fphys.2025.1522090] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/20/2024] [Accepted: 02/26/2025] [Indexed: 04/05/2025] Open
Abstract
Background Standardised management of chronic sinusitis (CRS) is a challenging but vital area of research. Not only is accurate diagnosis and individualised treatment plans required, but post-treatment chronic disease management is also indispensable. With the development of artificial intelligence (AI), more "AI + medical" application models are emerging. Many AI-assisted systems have been applied to the diagnosis and treatment of CRS, providing valuable solutions for clinical practice. Objective This study summarises the research progress of various AI-assisted systems applied to the clinical diagnosis and treatment of CRS, focusing on their role in imaging and pathological diagnosis and prognostic prediction and treatment. Methods We used PubMed, Web of Science, and other Internet search engines with "artificial intelligence"、"machine learning" and "chronic sinusitis" as the keywords to conduct a literature search for studies from the last 7 years. We included literature eligible for AI application to CRS diagnosis and treatment in our study, excluded literature outside this scope, and categorized it according to its clinical application to CRS diagnosis, treatment, and prognosis prediction. We provide an overview and summary of current advances in AI to optimize the diagnosis and treatment of CRS, as well as difficulties and challenges in promoting standardization of clinical diagnosis and treatment in this area. Results Through applications in CRS imaging and pathology diagnosis, personalised medicine and prognosis prediction, AI can significantly reduce turnaround times, lower diagnostic costs and accurately predict disease outcomes. However, a number of challenges remain. These include a lack of AI product standards, standardised data, difficulties in collaboration between different healthcare providers, and the non-interpretability of AI systems. There may also be data privacy issues involved. Therefore, more research and improvements are needed to realise the full potential of AI in the diagnosis and treatment of CRS. Conclusion Our findings inform the clinical diagnosis and treatment of CRS and the development of AI-assisted clinical diagnosis and treatment systems. We provide recommendations for AI to drive standardisation of CRS diagnosis and treatment.
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Affiliation(s)
| | | | - Ying-Bin Wang
- Department of Otolaryngology, First Affiliated Hospital of Gannan Medical University, Ganzhou, China
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Gan W, Liu X, Liu F, Hu J. Staphylococcus aureus regulates Th17 cells and autophagy via STING in chronic eosinophilic rhinosinusitis with nasal polyps. Eur Arch Otorhinolaryngol 2025; 282:881-894. [PMID: 39674846 PMCID: PMC11805884 DOI: 10.1007/s00405-024-09100-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/09/2024] [Accepted: 11/15/2024] [Indexed: 12/16/2024]
Abstract
PURPOSE As a common pathogen of rhinosinusitis, the role of Staphylococcus aureus in modulating autophagy through STING activation and Th17 cell differentiation in CRSwNP remains unexplored. This study aims to investigate how S. aureus regulates Th17 cell differentiation and the occurrence and development of autophagy in CRS by inducing STING expression. METHODS Immunoblotting and flow cytometry were employed to assess the expression levels of STING, RORγt, LC3B, and MUC5AC, as well as Th17 markers in cells. HNECs were co-cultured with S. aureus in vitro to explore its regulatory effects. RESULTS STING expression was found to be decreased in CRSwNP tissues, while RORγt, LC3B, and MUC5AC levels were elevated. S. aureus was shown to induce Th17 differentiation via STING regulation. STING activators reduced Th17 inflammation, while autophagy activators increased autophagosomes and MUC5AC levels. CONCLUSION The STING system may play a protective role in the inflammatory response of nasal epithelial cells. S. aureus inhibits STING, not only by promoting the differentiation of pathogenic Th17 cells but also by increasing autophagy levels in nasal epithelial cells. Both mechanisms contribute to the enhanced expression of MUC5AC, facilitating the progression of CRSwNP.
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Affiliation(s)
- Weigang Gan
- Department of Otolaryngology Head and Neck Surgery, West China Hospital of Sichuan University, Sichuan Province, 37Guoxue Lane, Chengdu, 610041, China
| | - Xingchen Liu
- Department of Otolaryngology Head and Neck Surgery, West China Hospital of Sichuan University, Sichuan Province, 37Guoxue Lane, Chengdu, 610041, China
| | - Feng Liu
- Department of Otolaryngology Head and Neck Surgery, West China Hospital of Sichuan University, Sichuan Province, 37Guoxue Lane, Chengdu, 610041, China.
| | - Junying Hu
- Department of Otolaryngology Head and Neck Surgery, West China Hospital of Sichuan University, Sichuan Province, 37Guoxue Lane, Chengdu, 610041, China
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Donna ED, Perez A, Hsieh JW, Daskalou D, Aymon R, Landis BN, Scolozzi P. Surgically treated chronic maxillary sinusitis: Does the odontogenic etiology alone or in combination with a fungus ball matter? JOURNAL OF STOMATOLOGY, ORAL AND MAXILLOFACIAL SURGERY 2024; 126:102086. [PMID: 39326845 DOI: 10.1016/j.jormas.2024.102086] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/27/2024] [Revised: 09/08/2024] [Accepted: 09/16/2024] [Indexed: 09/28/2024]
Abstract
PURPOSE To determine whether odontogenic maxillary sinusitis, either alone (OMSw/oFB) or in combination with fungus ball (OMSwFB), is associated with specific clinical characteristics and treatment outcomes compared to non-odontogenic maxillary sinusitis. MATERIALS AND METHODS A retrospective cohort study was performed on patients who underwent surgical treatment for chronic maxillary sinusitis between 2013 and 2021. OMSw/oFB and OMSwFB patients, were selected as the study group, while patients diagnosed with non-odontogenic maxillary sinusitis (non-OMS) were enrolled as the control group. Predictor variables were OMSw/oFB and OMSwFB. Outcomes were clinical presentation, postoperative complications, and treatment outcome. Descriptive, bivariate, and multiple logistic regression statistics were calculated, and the significance level was set at P ≤ 0.05. RESULTS The sample included 200 patients with a mean age of 49.6 ± 20.1 years and 57.5 % were men. Of the 200 patients, 123 (61.5 %) had non-OMS, 55 (27.5 %) had OMSw/oFB, and 22 (11 %) had OMSwFB. Multivariate analysis showed that OMSw/oFB was associated with more successful treatment rates (OR = 8.19, p < 0.01), whereas OMSwFB was associated with a less favorable outcome (OR = 0.27, p = 0.03). Age was associated with an unfavorable outcome in both OMS groups (OR: 0.98, p = 0.03 and p = 0.03, respectively), but no significant associations with other outcomes were found. CONCLUSION This study suggests that OMSwFB is a recalcitrant form of OMS associated with a higher risk of persistent symptoms and less favorable outcome. These patients should be informed about the challenging nature of the disease and closely monitored.
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Affiliation(s)
- Edouard Di Donna
- Service of Oral and Maxillofacial Surgery, Department of Surgery, Faculty of Medicine, University of Geneva & University Hospitals of Geneva, Geneva, Switzerland
| | - Alexandre Perez
- Service of Oral and Maxillofacial Surgery, Department of Surgery, Faculty of Medicine, University of Geneva & University Hospitals of Geneva, Geneva, Switzerland
| | - Julien Wen Hsieh
- Rhinology-Olfactology Unit, Service of Otorhinolaryngology, Head and Neck Surgery, Department of Clinical Neurosciences, Faculty of Medicine, University of Geneva & University Hospitals of Geneva, Geneva, Switzerland
| | - Dimitrios Daskalou
- Rhinology-Olfactology Unit, Service of Otorhinolaryngology, Head and Neck Surgery, Department of Clinical Neurosciences, Faculty of Medicine, University of Geneva & University Hospitals of Geneva, Geneva, Switzerland
| | - Romain Aymon
- Service of Oral and Maxillofacial Surgery, Department of Surgery, Faculty of Medicine, University of Geneva & University Hospitals of Geneva, Geneva, Switzerland
| | - Basile Nicolas Landis
- Rhinology-Olfactology Unit, Service of Otorhinolaryngology, Head and Neck Surgery, Department of Clinical Neurosciences, Faculty of Medicine, University of Geneva & University Hospitals of Geneva, Geneva, Switzerland
| | - Paolo Scolozzi
- Rhinology-Olfactology Unit, Service of Otorhinolaryngology, Head and Neck Surgery, Department of Clinical Neurosciences, Faculty of Medicine, University of Geneva & University Hospitals of Geneva, Geneva, Switzerland.
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Guo Y, Sun Q, Yin J, Mou Y, Wang J, Wang Y, Liu J, Li Y, Song X. Identification of hub genes associated with neutrophils in chronic rhinosinusitis with nasal polyps. Sci Rep 2024; 14:19870. [PMID: 39191825 DOI: 10.1038/s41598-024-70387-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/25/2024] [Accepted: 08/16/2024] [Indexed: 08/29/2024] Open
Abstract
Neutrophil infiltration plays a key role in the pathogenesis of chronic rhinosinusitis with nasal polyps (CRSwNP). However, pertinent mechanisms remain poorly elucidated. Here, we obtained the data from gene expression omnibus (GEO) and gene set enrichment analysis (GSEA) to identify and validate neutrophil-associated hub genes in CRSwNP. We found that four neutrophil-associated hub genes, namely ICAM1, IL-1β, TYROBP, and BCL2A1, were markedly upregulated and positively correlated with neutrophil infiltration levels in patients with CRSwNP. Subsequently, this was confirmed by real-time quantitative PCR. In conclusion, we identified the role of neutrophil infiltration in the pathophysiology of CRSwNP, which may be the potential targets for the diagnosis and treatment of CRSwNP.
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Affiliation(s)
- Ying Guo
- Department of Otolaryngology, Head and Neck Surgery, Yantai Yuhuangding Hospital, Qingdao University, Yantai, People's Republic of China
- Shandong Provincial Clinical Research Center for Otorhinolaryngologic Diseases, Yantai Yuhuangding Hospital, Qingdao University, Yantai, People's Republic of China
| | - Qi Sun
- Department of Otolaryngology, Head and Neck Surgery, Yantai Yuhuangding Hospital, Qingdao University, Yantai, People's Republic of China
- Shandong Provincial Clinical Research Center for Otorhinolaryngologic Diseases, Yantai Yuhuangding Hospital, Qingdao University, Yantai, People's Republic of China
| | - Jiali Yin
- Department of Otolaryngology, Head and Neck Surgery, Yantai Yuhuangding Hospital, Qingdao University, Yantai, People's Republic of China
- Shandong Provincial Clinical Research Center for Otorhinolaryngologic Diseases, Yantai Yuhuangding Hospital, Qingdao University, Yantai, People's Republic of China
| | - Yakui Mou
- Department of Otolaryngology, Head and Neck Surgery, Yantai Yuhuangding Hospital, Qingdao University, Yantai, People's Republic of China
- Shandong Provincial Clinical Research Center for Otorhinolaryngologic Diseases, Yantai Yuhuangding Hospital, Qingdao University, Yantai, People's Republic of China
| | - Jianwei Wang
- Department of Otolaryngology, Head and Neck Surgery, Yantai Yuhuangding Hospital, Qingdao University, Yantai, People's Republic of China
- Shandong Provincial Clinical Research Center for Otorhinolaryngologic Diseases, Yantai Yuhuangding Hospital, Qingdao University, Yantai, People's Republic of China
| | - Yaqi Wang
- Department of Otolaryngology, Head and Neck Surgery, Yantai Yuhuangding Hospital, Qingdao University, Yantai, People's Republic of China
- Shandong Provincial Clinical Research Center for Otorhinolaryngologic Diseases, Yantai Yuhuangding Hospital, Qingdao University, Yantai, People's Republic of China
| | - Jiahui Liu
- Department of Otolaryngology, Head and Neck Surgery, Yantai Yuhuangding Hospital, Qingdao University, Yantai, People's Republic of China
- Shandong Provincial Clinical Research Center for Otorhinolaryngologic Diseases, Yantai Yuhuangding Hospital, Qingdao University, Yantai, People's Republic of China
| | - Yumei Li
- Department of Otolaryngology, Head and Neck Surgery, Yantai Yuhuangding Hospital, Qingdao University, Yantai, People's Republic of China.
- Shandong Provincial Clinical Research Center for Otorhinolaryngologic Diseases, Yantai Yuhuangding Hospital, Qingdao University, Yantai, People's Republic of China.
| | - Xicheng Song
- Department of Otolaryngology, Head and Neck Surgery, Yantai Yuhuangding Hospital, Qingdao University, Yantai, People's Republic of China.
- Shandong Provincial Clinical Research Center for Otorhinolaryngologic Diseases, Yantai Yuhuangding Hospital, Qingdao University, Yantai, People's Republic of China.
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Kim DK, Yu H. Incidence Rates and Risk Ratios of Normal Tension Glaucoma in Patients with Chronic Rhinosinusitis: A Population-Based Longitudinal Follow-Up Study. Life (Basel) 2023; 13:2238. [PMID: 38137840 PMCID: PMC10745065 DOI: 10.3390/life13122238] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/25/2023] [Revised: 11/19/2023] [Accepted: 11/20/2023] [Indexed: 12/24/2023] Open
Abstract
Several studies have investigated the association between chronic rhinosinusitis (CRS) and ophthalmological complications. However, it remains uncertain whether CRS is independently associated with the development of normal tension glaucoma (NTG). Therefore, this retrospective cohort study aimed to investigate the prospective association between CRS and the increased incidence and risk of NTG using a representative population-based dataset. The selection of both the CRS and comparison groups was meticulously conducted through the propensity scoring method. The incidence and risk ratios of NTG were measured using person-years at risk and a weighted Cox proportional hazards model. We enrolled 30,284 individuals without CRS (comparison group) and 15,142 individuals with CRS. The NTG incidence rates were 1.19 and 0.81 in the CRS and comparison groups, respectively. The CRS group showed a significantly increased risk of subsequent development for NTG (adjusted hazard ratio = 1.41, 95% confidence interval = 1.16-1.72), regardless of the CRS subtype. Additionally, the risk of developing NTG was relatively higher in the first 2 years after CRS diagnosis. Moreover, a subgroup analysis revealed a higher risk of NTG in elderly female individuals with CRS. The present findings underscore the importance of monitoring and managing NTG risk in individuals with CRS, especially in elderly female patients.
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Affiliation(s)
- Dong-Kyu Kim
- Department of Otorhinolaryngology-Head and Neck Surgery, Chuncheon Sacred Heart Hospital, Hallym University College of Medicine, Chuncheon 24252, Republic of Korea
- Institute of New Frontier Research, Division of Big Data and Artificial Intelligence, Hallym University College of Medicine, Chuncheon 24252, Republic of Korea
| | - Hyunjae Yu
- Institute of New Frontier Research, Division of Big Data and Artificial Intelligence, Hallym University College of Medicine, Chuncheon 24252, Republic of Korea
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Bachert C, Luong AU, Gevaert P, Mullol J, Smith SG, Silver J, Sousa AR, Howarth PH, Benson VS, Mayer B, Chan RH, Busse WW. The Unified Airway Hypothesis: Evidence From Specific Intervention With Anti-IL-5 Biologic Therapy. THE JOURNAL OF ALLERGY AND CLINICAL IMMUNOLOGY. IN PRACTICE 2023; 11:2630-2641. [PMID: 37207831 DOI: 10.1016/j.jaip.2023.05.011] [Citation(s) in RCA: 16] [Impact Index Per Article: 8.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/06/2023] [Revised: 05/05/2023] [Accepted: 05/08/2023] [Indexed: 05/21/2023]
Abstract
The unified airway hypothesis proposes that upper and lower airway diseases reflect a single pathological process manifesting in different locations within the airway. Functional, epidemiological, and pathological evidence has supported this well-established hypothesis for some time. However, literature on the pathobiologic roles/therapeutic targeting of eosinophils and IL-5 in upper and lower airway diseases (including asthma, chronic rhinosinusitis with nasal polyps [CRSwNP], and nonsteroidal anti-inflammatory drug-exacerbated respiratory disease) has recently emerged. This narrative review revisits the unified airway hypothesis by searching the scientific literature for recent learnings and clinical trial/real-world data that provide a novel perspective on its relevance for clinicians. According to the available literature, eosinophils and IL-5 have important pathophysiological roles in both the upper and lower airways, although the impact of eosinophils and IL-5 may vary in asthma and CRSwNP. Some differential effects of anti-IL-5 and anti-IL-5-receptor therapies in CRSwNP have been observed, requiring further investigation. However, pharmaceutical targeting of eosinophils and IL-5 in patients with upper, lower, and comorbid upper and lower airway inflammation has led to clinical benefit, supporting the hypothesis that these are linked conditions manifesting in different locations. Consideration of this approach may improve patient care and aid clinical decision making.
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Affiliation(s)
- Claus Bachert
- Department of Otorhinolaryngology, Head and Neck Surgery, University of Muenster, Muenster, Germany; Department of Ear, Nose and Throat Diseases, Karolinska University Hospital, Stockholm, Sweden; Department of Otorhinolaryngology, The First Affiliated Hospital of Sun Yat-sen University, Sun Yat-sen University, Guangzhou, China; Upper Airway Research Laboratory, Ghent University Hospital, Ghent, Belgium.
| | - Amber U Luong
- McGovern Medical School of the University of Texas Health Science Center, Houston, Texas
| | - Philippe Gevaert
- Upper Airway Research Laboratory, Ghent University Hospital, Ghent, Belgium
| | - Joaquim Mullol
- Department of Otorhinolaryngology, Hospital Clínic, IDIBAPS, Universitat de Barcelona, CIBERES, Barcelona, Catalonia, Spain
| | | | - Jared Silver
- US Medical Affairs - Respiratory, GSK, Durham, NC
| | - Ana R Sousa
- Clinical Sciences - Respiratory, GSK, Brentford, United Kingdom
| | - Peter H Howarth
- Clinical and Experimental Sciences, Faculty of Medicine, University of Southampton and NIHR Respiratory Biomedical Research Unit, Southampton General Hospital, Southampton, United Kingdom; Global Respiratory Franchise, GSK, Brentford, United Kingdom
| | - Victoria S Benson
- Epidemiology, Value Evidence and Outcomes, GSK, Brentford, United Kingdom
| | | | - Robert H Chan
- Clinical Sciences - Respiratory, GSK, Brentford, United Kingdom
| | - William W Busse
- Division of Allergy, Pulmonary and Critical Care Medicine, Department of Medicine, University of Wisconsin, Madison, Wis
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Izuhara K, Fujieda S, Ohta N. The functional role and the clinical application of periostin in chronic rhinosinusitis. Expert Rev Clin Immunol 2023; 19:857-866. [PMID: 36946365 DOI: 10.1080/1744666x.2023.2192928] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/03/2023] [Accepted: 03/15/2023] [Indexed: 03/23/2023]
Abstract
INTRODUCTION Chronic rhinosinusitis (CRS) comprises several heterogenous groups, now classified based on endotype more often than on phenotype. A number of studies aimed at finding a useful biomarker for type 2 CRS suggest that periostin is a promising surrogate. AREAS COVERED A comprehensive overview of the clinical significance of tissue periostin expression and serum periostin in CRS patients is provided. The effects of comorbid asthma on serum periostin and samples other than serum in which periostin can be detected in CRS patients are also discussed. Moreover, the functional roles of periostin in CRS pathogenesis are summarized. EXPERT OPINION The position of periostin as a signature biomarker of type 2 CRS has been well established, enabling us to classify CRS patients by endotyping. Serum periostin is useful not only for endotyping CRS patients, but also for estimating disease severity, comorbidity, prognosis, and response to treatment, and in particular, predicting recurrence after surgery. However, it remains to be addressed how we apply serum periostin to using biologics for CRS patients. Further studies aimed at showing periostin to be a therapeutic target for CRS are awaited.
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Affiliation(s)
- Kenji Izuhara
- Division of Medical Biochemistry, Department of Biomolecular Sciences, Saga Medical School, Saga, Japan
| | - Shigeharu Fujieda
- Division of Otorhinolaryngology and Head & Neck Surgery, Department of Sensory and Locomotor Medicine, Faculty of Medical Science, University of Fukui, Fukui, Japan
| | - Nobuo Ohta
- Division of Otolaryngology, Tohoku Medical and Pharmaceutical University, Sendai, Japan
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