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Cao X, Xu Z, Zhang B, Li Q, Jiang Z, Yuan X. Metabolic Biomarkers Mediate Allergic Conjunctivitis via Circulating Inflammatory Proteins: Evidence From a Mendelian Randomization Study. Transl Vis Sci Technol 2025; 14:12. [PMID: 40208894 PMCID: PMC11993135 DOI: 10.1167/tvst.14.4.12] [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: 09/04/2024] [Accepted: 02/26/2025] [Indexed: 04/12/2025] Open
Abstract
Purpose This study aimed to investigate the mediating role of metabolic biomarkers (MBs) in the association between circulating inflammatory proteins (CIPs) and allergic conjunctivitis (AC) and identify potential therapeutic targets. Methods A Mendelian randomization (MR) study was conducted, leveraging genetic variants as instrumental variables to infer causal relationships. Data were obtained from genome-wide association studies (GWASs), and a two-sample MR was employed to estimate the direct and indirect effects of CIPs on AC through MBs. Inverse-variance weighting (IVW) served as the primary analysis method, supplemented by sensitivity analyses to assess the robustness of findings. Results Six CIPs were found to have significant causal effects on AC. Natural killer cell receptor 2B4 (CD244) exhibited a protective effect, and interleukin-18 receptor 1 (IL-18R1), IL-6, leukemia inhibitory factor (LIF), protein S100-A12 (EN-RAGE), and TNF-related activation-induced cytokine (TRANCE) were identified as risk factors. The MR analysis indicated the mediation role of specific MBs in these associations, with MBs such as 4-oxo-retinoic acid, gulonate, 3-(4-hydroxyphenyl) lactate, S-adenosylhomocysteine, and sphingomyelin, significantly influencing the pathway from CIPs to AC. Conclusions This study highlights the crucial role of MBs in mediating the association between CIPs and AC. These findings offer new insights into the pathophysiology of AC and suggest potential metabolic targets for novel therapeutic approaches. Translational Relevance This study underscores the potential for targeting specific MBs as novel therapeutic approaches to modulate the inflammatory pathways implicated in AC.
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Affiliation(s)
- Xiang Cao
- Department of Ophthalmology, Affiliated People's Hospital, Jiangsu University, Zhenjiang, Jiangsu, China
- Zhenjiang Kangfu Eye Hospital, Zhenjiang, Jiangsu, China
| | - Zijiao Xu
- School of Medicine, Nankai University, Tianjin, China
- Tianjin Eye Hospital, Nankai University Affiliated Eye Hospital, Clinical College of Ophthalmology, Tianjin Medical University, Tianjin Eye Institute, Tianjin Key Laboratory of Ophthalmology and Visual Science, Tianjin, China
| | - Boyang Zhang
- School of Medicine, Nankai University, Tianjin, China
- Tianjin Eye Hospital, Nankai University Affiliated Eye Hospital, Clinical College of Ophthalmology, Tianjin Medical University, Tianjin Eye Institute, Tianjin Key Laboratory of Ophthalmology and Visual Science, Tianjin, China
| | - Qingyu Li
- Tianjin Eye Hospital, Nankai University Affiliated Eye Hospital, Clinical College of Ophthalmology, Tianjin Medical University, Tianjin Eye Institute, Tianjin Key Laboratory of Ophthalmology and Visual Science, Tianjin, China
| | - Zhixin Jiang
- Tianjin Eye Hospital, Nankai University Affiliated Eye Hospital, Clinical College of Ophthalmology, Tianjin Medical University, Tianjin Eye Institute, Tianjin Key Laboratory of Ophthalmology and Visual Science, Tianjin, China
| | - Xiaoyong Yuan
- Tianjin Eye Hospital, Nankai University Affiliated Eye Hospital, Clinical College of Ophthalmology, Tianjin Medical University, Tianjin Eye Institute, Tianjin Key Laboratory of Ophthalmology and Visual Science, Tianjin, China
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Xu J, Li J, Wang X, An Y, Liu W, Luo R, Sun C. IRF4 Knockdown Inhibits the Chronic Rhinosinusitis Without Nasal Polyps Development by Regulating NLRP3/Caspase-1/GSDMD-Mediated Pyroptosis. Biochem Genet 2025; 63:1880-1900. [PMID: 38635014 DOI: 10.1007/s10528-024-10792-8] [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: 01/09/2024] [Accepted: 03/21/2024] [Indexed: 04/19/2024]
Abstract
Chronic rhinosinusitis without nasal polyps (CRSsNP) is a CRS phenotype. However, the mechanisms of CRSsNP remains unclear. Differentially expressed genes (DEGs) were obtained from the GSE36830 and GSE198950 datasets through the GEO2R tool. The six hub genes were screened by the protein-protein interaction (PPI) network analysis and Cytoscape software. Then we constructed the mouse models of CRS and verified the expression levels of hub genes by reverse transcription quantitative PCR (RT-qPCR). Hematoxylin-eosin (HE) staining was employed to observe pathological alterations in mouse tissues. Casepase-3 expression was detected by immunohistochemistry (IHC). The levels of TNF-α, IL-12, IL-6, IL-1β, LDH, and IL-18 were evaluated using enzyme-linked immunosorbent assay (ELISA). Pyroptosis-related protein expressions were measured by western blotting. Cell counting kit-8 (CCK-8) and flow cytometry were performed to assess the proliferation and apoptosis of lipopolysaccharide (LPS)-induced NP69 cells. Six hub DEGs were identified. The expression levels of IRF4, IKZF1, and CD79A were obviously increased in CRSsNP, while those of ADH6, ADH1A, and LDHC were significantly decreased. IRF4 knockdown attenuated the pathologic features of CRSsNP. IRF4 knockdown reduced levels of the TNF-α, IL-12, IL-6 IL-1β, LDH, and IL-18 as well as the proteins expression of Casepase-1, GSDMD, and NLRP3 both in vivo and in vitro, implying that inflammation and pyroptosis were inhibited. IRF4 knockdown hinders the development of CRSsNP by inhibiting the inflammatory response and NLRP3/Caspase-1/GSDMD-mediated pyroptosis, which offers novel promising treatment strategies for clinical intervention.
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Affiliation(s)
- Jun Xu
- Department of Otorhinolaryngology, Guangzhou Women and Children's Medical Center, National Children's Medical Center for South Central Region, Guangzhou Medical University, Guangzhou, No. 9, Jinsui Road, Guangzhou, 510623, China.
| | - Jiahui Li
- Department of Otorhinolaryngology, Guangzhou Women and Children's Medical Center, National Children's Medical Center for South Central Region, Guangzhou Medical University, Guangzhou, No. 9, Jinsui Road, Guangzhou, 510623, China
| | - Xiaoya Wang
- Department of Otorhinolaryngology, Guangzhou Women and Children's Medical Center, National Children's Medical Center for South Central Region, Guangzhou Medical University, Guangzhou, No. 9, Jinsui Road, Guangzhou, 510623, China
| | - Yunsong An
- Department of Otolaryngology-Head and Neck Surgery, Guangdong Provincial People's Hospital, Southern Medical University, No. 106, Zhongshan 2nd Road, Guangzhou, 510080, China
| | - Wenlong Liu
- Department of Otorhinolaryngology, Guangzhou Women and Children's Medical Center, National Children's Medical Center for South Central Region, Guangzhou Medical University, Guangzhou, No. 9, Jinsui Road, Guangzhou, 510623, China
| | - Renzhong Luo
- Department of Otorhinolaryngology, Guangzhou Women and Children's Medical Center, National Children's Medical Center for South Central Region, Guangzhou Medical University, Guangzhou, No. 9, Jinsui Road, Guangzhou, 510623, China
| | - Changzhi Sun
- Department of Otorhinolaryngology, Guangzhou Women and Children's Medical Center, National Children's Medical Center for South Central Region, Guangzhou Medical University, Guangzhou, No. 9, Jinsui Road, Guangzhou, 510623, China.
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Francavilla B, Velletrani G, Fiorelli D, Omer GL, Passali FM, Nuccetelli M, Di Girolamo S. Olfactory cleft brushing: A minimally invasive tool for biomarker analysis in rhinology. Am J Otolaryngol 2025; 46:104589. [PMID: 39721256 DOI: 10.1016/j.amjoto.2024.104589] [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: 11/24/2024] [Accepted: 12/17/2024] [Indexed: 12/28/2024]
Abstract
INTRODUCTION Olfactory dysfunction is a prevalent condition associated with post-viral syndromes, chronic rhinosinusitis, and neurodegenerative diseases. While olfactory cleft sampling has been investigated in neurology, its potential for assessing localized biomarkers in rhinological conditions remains underexplored. This study presents a minimally invasive nasal brushing technique specifically targeting the olfactory cleft, enabling simultaneous biomarker quantification and cytological analysis. A comprehensive literature review was performed to highlight its potential utility in both clinical practice and research. METHODS Nasal brushing was performed under endoscopic guidance in the olfactory cleft using a cytology brush. Samples were processed to quantify localized biomarkers, including calprotectin, circulating immune complexes, and anti-endothelial cell antibodies, among others. Cytological analysis evaluated cellular composition and inflammatory changes. A literature review focused on nasal brushing applications for biomarker collection across rhinology and other fields. RESULTS This technique allowed precise biomarker analysis specific to the olfactory cleft, demonstrating feasibility and reproducibility. The procedure was well-tolerated, with only minor discomfort and occasional spotting reported. Cytological analysis revealed preserved cellular architecture and inflammatory changes in patients with olfactory dysfunction. Reproducibility testing demonstrated consistent biomarker levels (Spearman correlation 0.9) and stable cytological findings. CONCLUSION Olfactory cleft brushing provides a minimally invasive and reproducible approach for assessing localized biomarkers and cytological characteristics in olfactory dysfunction. By focusing on the olfactory cleft, this method offers a targeted tool for advancing the diagnosis and understanding of OD, CRS, and related rhinological conditions.
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Affiliation(s)
- Beatrice Francavilla
- Department of Otorhinolaryngology, University of Rome Tor Vergata, Rome 00133, Italy.
| | - Gianluca Velletrani
- Department of Otorhinolaryngology, University of Rome Tor Vergata, Rome 00133, Italy
| | - Denise Fiorelli
- Department of Experimental Medicine, University of Rome Tor Vergata, Rome 00133, Italy
| | - Goran Latif Omer
- Department of Otorhinolaryngology, University of Rome Tor Vergata, Rome 00133, Italy
| | | | - Marzia Nuccetelli
- Department of Experimental Medicine, University of Rome Tor Vergata, Rome 00133, Italy
| | - Stefano Di Girolamo
- Department of Otorhinolaryngology, University of Rome Tor Vergata, Rome 00133, Italy
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Xie X, Wang P, Jin M, Wang Y, Qi L, Wu C, Guo S, Li C, Zhang X, Yuan Y, Ma X, Liu F, Liu W, Liu H, Duan C, Ye P, Li X, Borish L, Zhao W, Feng X. IL-1β-induced epithelial cell and fibroblast transdifferentiation promotes neutrophil recruitment in chronic rhinosinusitis with nasal polyps. Nat Commun 2024; 15:9101. [PMID: 39438439 PMCID: PMC11496833 DOI: 10.1038/s41467-024-53307-0] [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: 01/23/2024] [Accepted: 10/09/2024] [Indexed: 10/25/2024] Open
Abstract
Neutrophilic inflammation contributes to multiple chronic inflammatory airway diseases, including asthma and chronic rhinosinusitis with nasal polyps (CRSwNP), and is associated with an unfavorable prognosis. Here, using single-cell RNA sequencing (scRNA-seq) to profile human nasal mucosa obtained from the inferior turbinates, middle turbinates, and nasal polyps of CRSwNP patients, we identify two IL-1 signaling-induced cell subsets-LY6D+ club cells and IDO1+ fibroblasts-that promote neutrophil recruitment by respectively releasing S100A8/A9 and CXCL1/2/3/5/6/8 into inflammatory regions. IL-1β, a pro-inflammatory cytokine involved in IL-1 signaling, induces the transdifferentiation of LY6D+ club cells and IDO1+ fibroblasts from primary epithelial cells and fibroblasts, respectively. In an LPS-induced neutrophilic CRSwNP mouse model, blocking IL-1β activity with a receptor antagonist significantly reduces the numbers of LY6D+ club cells and IDO1+ fibroblasts and mitigates nasal inflammation. This study implicates the function of two cell subsets in neutrophil recruitment and demonstrates an IL-1-based intervention for mitigating neutrophilic inflammation in CRSwNP.
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Affiliation(s)
- Xinyu Xie
- Department of Otorhinolaryngology, National Health Commission Key Laboratory of Otorhinolaryngology, Qilu Hospital of Shandong University, Jinan, China
- Shandong Provincial Key Medical and Health Discipline, Qilu Hospital of Shandong University, Jinan, China
| | - Pin Wang
- Department of Otorhinolaryngology, National Health Commission Key Laboratory of Otorhinolaryngology, Qilu Hospital of Shandong University, Jinan, China
- Shandong Provincial Key Medical and Health Discipline, Qilu Hospital of Shandong University, Jinan, China
| | - Min Jin
- Department of Anesthesiology, Qilu Hospital of Shandong University, Jinan, China
| | - Yue Wang
- Department of Gastroenterology, Qilu Hospital of Shandong University, Jinan, China
| | - Lijie Qi
- Department of Otorhinolaryngology, National Health Commission Key Laboratory of Otorhinolaryngology, Qilu Hospital of Shandong University, Jinan, China
- Shandong Provincial Key Medical and Health Discipline, Qilu Hospital of Shandong University, Jinan, China
| | - Changhua Wu
- Department of Otorhinolaryngology, National Health Commission Key Laboratory of Otorhinolaryngology, Qilu Hospital of Shandong University, Jinan, China
| | - Shu Guo
- Department of Otorhinolaryngology, National Health Commission Key Laboratory of Otorhinolaryngology, Qilu Hospital of Shandong University, Jinan, China
| | - Changqing Li
- Department of Otorhinolaryngology, National Health Commission Key Laboratory of Otorhinolaryngology, Qilu Hospital of Shandong University, Jinan, China
| | - Xiaojun Zhang
- Department of Otorhinolaryngology, National Health Commission Key Laboratory of Otorhinolaryngology, Qilu Hospital of Shandong University, Jinan, China
- Shandong Provincial Key Medical and Health Discipline, Qilu Hospital of Shandong University, Jinan, China
| | - Ye Yuan
- Department of Otorhinolaryngology, National Health Commission Key Laboratory of Otorhinolaryngology, Qilu Hospital of Shandong University, Jinan, China
| | - Xinyi Ma
- Department of Otorhinolaryngology, National Health Commission Key Laboratory of Otorhinolaryngology, Qilu Hospital of Shandong University, Jinan, China
| | - Fangying Liu
- Department of Otorhinolaryngology, National Health Commission Key Laboratory of Otorhinolaryngology, Qilu Hospital of Shandong University, Jinan, China
| | - Weiyuan Liu
- Department of Otorhinolaryngology, National Health Commission Key Laboratory of Otorhinolaryngology, Qilu Hospital of Shandong University, Jinan, China
| | - Heng Liu
- Department of Otorhinolaryngology, National Health Commission Key Laboratory of Otorhinolaryngology, Qilu Hospital of Shandong University, Jinan, China
| | - Chen Duan
- Department of Otorhinolaryngology, National Health Commission Key Laboratory of Otorhinolaryngology, Qilu Hospital of Shandong University, Jinan, China
- Shandong Provincial Key Medical and Health Discipline, Qilu Hospital of Shandong University, Jinan, China
| | - Ping Ye
- Department of Otorhinolaryngology, National Health Commission Key Laboratory of Otorhinolaryngology, Qilu Hospital of Shandong University, Jinan, China
- Shandong Provincial Key Medical and Health Discipline, Qilu Hospital of Shandong University, Jinan, China
| | - Xuezhong Li
- Department of Otorhinolaryngology, National Health Commission Key Laboratory of Otorhinolaryngology, Qilu Hospital of Shandong University, Jinan, China
- Shandong Provincial Key Medical and Health Discipline, Qilu Hospital of Shandong University, Jinan, China
| | - Larry Borish
- Departments of Medicine, University of Virginia Health System, Charlottesville, VA, USA
- Departments of Microbiology, University of Virginia Health System, Charlottesville, VA, USA
| | - Wei Zhao
- Key Laboratory for Experimental Teratology of the Chinese Ministry of Education, School of Basic Medical Science, Shandong University, Jinan, China
- Key Laboratory of Infection and Immunity of Shandong Province, School of Basic Medical Science, Shandong University, Jinan, China
| | - Xin Feng
- Department of Otorhinolaryngology, National Health Commission Key Laboratory of Otorhinolaryngology, Qilu Hospital of Shandong University, Jinan, China.
- Shandong Provincial Key Medical and Health Discipline, Qilu Hospital of Shandong University, Jinan, China.
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Barraza GA, Castro-Guijarro AC, de la Fuente Hoffmann V, Bolívar Ávila SJ, Flamini MI, Sanchez AM. Drug repositioning for rosacea disease: Biological TARGET identification, molecular docking, pharmacophore mapping, and molecular dynamics analysis. Comput Biol Med 2024; 181:108988. [PMID: 39168013 DOI: 10.1016/j.compbiomed.2024.108988] [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: 04/18/2024] [Revised: 07/16/2024] [Accepted: 08/02/2024] [Indexed: 08/23/2024]
Abstract
Rosacea is a chronic dermatological condition that currently lacks a clear treatment approach due to an uncomprehensive knowledge of its pathogenesis. The main obstacle lies in understanding its etiology and the mode of action of the different drugs used. This study aims to clarify these aspects by employing drug repositioning. Using an in silico approach, we performed a transcriptomic analysis comparing samples from individuals with diverse types of rosacea to those from healthy controls to identify genes deregulated in this disease. Subsequently, we realized molecular docking and molecular dynamics studies to assess the binding affinity of drugs currently used to treat rosacea and drugs that target proteins interacting with, and thus affecting, proteins deregulated in rosacea. Our findings revealed that the downregulation of SKAP2 and upregulation of S100A7A in rosacea, could be involved in the pathogenesis of the disease. Furthermore, considering the drugs currently used for rosacea management, we demonstrated stable interactions between isotretinoin and BFH772 with SKAP2, and permethrin and PAC-14028 with S100A7A. Similarly, considering drugs targeting SKAP2 and S100A7A interactome proteins, we found that pitavastatin and dasatinib exert stable interactions with SKAP2, and lovastatin and tirbanibulin with S100A7A. In addition, we determine that the types of bonds involved in the interactions were different in SKAP2 from S100A7A. The drug-SKAP2 interactions are hydrogen bonds, whereas the drug-S100A7A interactions are of the hydrophobic type. In conclusion, our study provides evidence for the possible contribution of SKAP2 and S100A7A to rosacea pathology. Furthermore, it provides significant information on the molecular interactions between drugs and these proteins, highlighting the importance of considering structural features and binding interactions in the design of targeted therapies for skin disorders such as rosacea.
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Affiliation(s)
- Gustavo Adolfo Barraza
- Laboratorio de Transducción de Señales y Movimiento Celular, Instituto de Medicina y Biología Experimental de Cuyo (IMBECU), Consejo Nacional de Investigaciones Científicas y Técnicas (CONICET), Universidad Nacional de Cuyo, Mendoza, Argentina
| | - Ana Carla Castro-Guijarro
- Laboratorio de Biología Tumoral, Instituto de Medicina y Biología Experimental de Cuyo (IMBECU), Consejo Nacional de Investigaciones Científicas y Técnicas (CONICET), Universidad Nacional de Cuyo, Mendoza, Argentina
| | - Valentina de la Fuente Hoffmann
- Laboratorio de Transducción de Señales y Movimiento Celular, Instituto de Medicina y Biología Experimental de Cuyo (IMBECU), Consejo Nacional de Investigaciones Científicas y Técnicas (CONICET), Universidad Nacional de Cuyo, Mendoza, Argentina
| | - Santiago Junior Bolívar Ávila
- Instituto de Química Rosario (IQUIR), Consejo Nacional de Investigaciones Científicas y Técnicas (CONICET), and Facultad de Ciencias Bioquímicas y Farmacéuticas, Universidad Nacional de Rosario, Santa Fe, Argentina
| | - Marina Inés Flamini
- Laboratorio de Biología Tumoral, Instituto de Medicina y Biología Experimental de Cuyo (IMBECU), Consejo Nacional de Investigaciones Científicas y Técnicas (CONICET), Universidad Nacional de Cuyo, Mendoza, Argentina.
| | - Angel Matias Sanchez
- Laboratorio de Transducción de Señales y Movimiento Celular, Instituto de Medicina y Biología Experimental de Cuyo (IMBECU), Consejo Nacional de Investigaciones Científicas y Técnicas (CONICET), Universidad Nacional de Cuyo, Mendoza, Argentina.
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Francavilla B, Velletrani G, Fiorelli D, Maurantonio S, Passali FM, Schirinzi T, Bernardini S, Di Girolamo S, Nuccetelli M. Circulating calprotectin as a potential biomarker of persistent olfactory dysfunctions in Post-COVID-19 patients. Cytokine 2024; 181:156688. [PMID: 38963942 DOI: 10.1016/j.cyto.2024.156688] [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: 04/05/2024] [Revised: 06/20/2024] [Accepted: 06/28/2024] [Indexed: 07/06/2024]
Abstract
BACKGROUND This longitudinal prospective study aims to investigate the potential of circulating calprotectin (cCLP) as a biomarker in persistent olfactory dysfunctions following COVID-19 infection. METHODS Thirty-six patients with persistent hyposmia or anosmia post COVID-19 were enrolled (HT0) and re-evaluated after three months of olfactory training (HT1). Two control groups included 18 subjects without olfactory defects post COVID-19 (CG1) and 18 healthy individuals (CG2). Nasal brushing of the olfactory cleft and blood collection were performed to assess circulating calprotectin levels. RESULTS Higher calprotectin levels were observed in serum and nasal supernatant of hyposmic patients (HT0) compared to control groups (CG1 and CG2). Post-olfactory training (HT1), olfactory function improved significantly, paralleled by decreased calprotectin levels in serum and nasal samples. Circulating calprotectin holds potential as a biomarker in persistent olfactory dysfunctions after COVID-19. The decrease in calprotectin levels post-olfactory training implies a role in monitoring and evaluating treatment responses. DISCUSSION AND CONCLUSIONS These findings contribute to the growing literature on potential biomarkers in post-COVID-19 olfactory dysfunctions and underscore the importance of investigating novel biomarkers for personalized patient management. Nevertheless, further studies are needed to validate the application of calprotectin assay in nasal diseases and its correlation with nasal cytology.
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Affiliation(s)
- Beatrice Francavilla
- Department of Otorhinolaryngology, University of Rome "Tor Vergata", Rome 00133 Italy
| | - Gianluca Velletrani
- Department of Otorhinolaryngology, University of Rome "Tor Vergata", Rome 00133 Italy.
| | - Denise Fiorelli
- Department of Experimental Medicine, University of "Tor Vergata", Rome 00133 Italy
| | - Sara Maurantonio
- Department of Otorhinolaryngology, University of Rome "Tor Vergata", Rome 00133 Italy
| | | | - Tommaso Schirinzi
- Department of Neurology, University of Rome "Tor Vergata", Rome 00133 Italy
| | - Sergio Bernardini
- Department of Experimental Medicine, University of "Tor Vergata", Rome 00133 Italy
| | - Stefano Di Girolamo
- Department of Otorhinolaryngology, University of Rome "Tor Vergata", Rome 00133 Italy
| | - Marzia Nuccetelli
- Department of Experimental Medicine, University of "Tor Vergata", Rome 00133 Italy
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Khayer N, Jalessi M, Farhadi M, Azad Z. S100a9 might act as a modulator of the Toll-like receptor 4 transduction pathway in chronic rhinosinusitis with nasal polyps. Sci Rep 2024; 14:9722. [PMID: 38678138 PMCID: PMC11055867 DOI: 10.1038/s41598-024-60205-4] [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: 11/20/2023] [Accepted: 04/19/2024] [Indexed: 04/29/2024] Open
Abstract
Chronic rhinosinusitis with nasal polyp (CRSwNP) is a highly prevalent disorder characterized by persistent nasal and sinus mucosa inflammation. Despite significant morbidity and decreased quality of life, there are limited effective treatment options for such a disease. Therefore, identifying causal genes and dysregulated pathways paves the way for novel therapeutic interventions. In the current study, a three-way interaction approach was used to detect dynamic co-expression interactions involved in CRSwNP. In this approach, the internal evolution of the co-expression relation between a pair of genes (X, Y) was captured under a change in the expression profile of a third gene (Z), named the switch gene. Subsequently, the biological relevancy of the statistically significant triplets was confirmed using both gene set enrichment analysis and gene regulatory network reconstruction. Finally, the importance of identified switch genes was confirmed using a random forest model. The results suggested four dysregulated pathways in CRSwNP, including "positive regulation of intracellular signal transduction", "arachidonic acid metabolic process", "spermatogenesis" and "negative regulation of cellular protein metabolic process". Additionally, the S100a9 as a switch gene together with the gene pair {Cd14, Tpd52l1} form a biologically relevant triplet. More specifically, we suggested that S100a9 might act as a potential upstream modulator in toll-like receptor 4 transduction pathway in the major CRSwNP pathologies.
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Affiliation(s)
- Nasibeh Khayer
- Skull Base Research Center, The Five Senses Health Institute, School of Medicine, Iran University of Medical Sciences, Tehran, Iran.
| | - Maryam Jalessi
- Skull Base Research Center, The Five Senses Health Institute, School of Medicine, Iran University of Medical Sciences, Tehran, Iran.
- ENT and Head and Neck Research Center and Department, The Five Senses Health Institute, Rasoul Akram Hospital, School of Medicine, Iran University of Medical Sciences, Tehran, Iran.
| | - Mohammad Farhadi
- ENT and Head and Neck Research Center and Department, The Five Senses Health Institute, Rasoul Akram Hospital, School of Medicine, Iran University of Medical Sciences, Tehran, Iran
| | - Zahra Azad
- Skull Base Research Center, The Five Senses Health Institute, School of Medicine, Iran University of Medical Sciences, Tehran, Iran
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Kaliniak S, Fiedoruk K, Spałek J, Piktel E, Durnaś B, Góźdź S, Bucki R, Okła S. Remodeling of Paranasal Sinuses Mucosa Functions in Response to Biofilm-Induced Inflammation. J Inflamm Res 2024; 17:1295-1323. [PMID: 38434581 PMCID: PMC10906676 DOI: 10.2147/jir.s443420] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/25/2023] [Accepted: 01/23/2024] [Indexed: 03/05/2024] Open
Abstract
Rhinosinusitis (RS) is an acute (ARS) or chronic (CRS) inflammatory disease of the nasal and paranasal sinus mucosa. CRS is a heterogeneous condition characterized by distinct inflammatory patterns (endotypes) and phenotypes associated with the presence (CRSwNP) or absence (CRSsNP) of nasal polyps. Mucosal barrier and mucociliary clearance dysfunction, inflammatory cell infiltration, mucus hypersecretion, and tissue remodeling are the hallmarks of CRS. However, the underlying factors, their priority, and the mechanisms of inflammatory responses remain unclear. Several hypotheses have been proposed that link CRS etiology and pathogenesis with host (eg, "immune barrier") and exogenous factors (eg, bacterial/fungal pathogens, dysbiotic microbiota/biofilms, or staphylococcal superantigens). The abnormal interplay between these factors is likely central to the pathophysiology of CRS by triggering compensatory immune responses. Here, we discuss the role of the sinonasal microbiota in CRS and its biofilms in the context of mucosal zinc (Zn) deficiency, serving as a possible unifying link between five host and "bacterial" hypotheses of CRS that lead to sinus mucosa remodeling. To date, no clear correlation between sinonasal microbiota and CRS has been established. However, the predominance of Corynebacteria and Staphylococci and their interspecies relationships likely play a vital role in the formation of the CRS-associated microbiota. Zn-mediated "nutritional immunity", exerted via calprotectin, alongside the dysregulation of Zn-dependent cellular processes, could be a crucial microbiota-shaping factor in CRS. Similar to cystic fibrosis (CF), the role of SPLUNC1-mediated regulation of mucus volume and pH in CRS has been considered. We complement the biofilms' "mechanistic" and "mucin" hypotheses behind CRS pathogenesis with the "structural" one - associated with bacterial "corncob" structures. Finally, microbiota restoration approaches for CRS prevention and treatment are reviewed, including pre- and probiotics, as well as Nasal Microbiota Transplantation (NMT).
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Affiliation(s)
| | - Krzysztof Fiedoruk
- Department of Medical Microbiology and Nanobiomedical Engineering, Medical University of Białystok, Białystok, Poland
| | - Jakub Spałek
- Holy-Cross Cancer Center, Kielce, Poland
- Institute of Medical Science, Collegium Medicum, Jan Kochanowski University of Kielce, Kielce, 25-317, Poland
| | - Ewelina Piktel
- Department of Medical Microbiology and Nanobiomedical Engineering, Medical University of Białystok, Białystok, Poland
| | - Bonita Durnaś
- Holy-Cross Cancer Center, Kielce, Poland
- Institute of Medical Science, Collegium Medicum, Jan Kochanowski University of Kielce, Kielce, 25-317, Poland
| | - Stanisław Góźdź
- Holy-Cross Cancer Center, Kielce, Poland
- Institute of Medical Science, Collegium Medicum, Jan Kochanowski University of Kielce, Kielce, 25-317, Poland
| | - Robert Bucki
- Department of Medical Microbiology and Nanobiomedical Engineering, Medical University of Białystok, Białystok, Poland
- Institute of Medical Science, Collegium Medicum, Jan Kochanowski University of Kielce, Kielce, 25-317, Poland
| | - Sławomir Okła
- Holy-Cross Cancer Center, Kielce, Poland
- Institute of Medical Science, Collegium Medicum, Jan Kochanowski University of Kielce, Kielce, 25-317, Poland
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Wang W, Hwang S, Park D, Park YD. The Features of Shared Genes among Transcriptomes Probed in Atopic Dermatitis, Psoriasis, and Inflammatory Acne: S100A9 Selection as the Target Gene. Protein Pept Lett 2024; 31:356-374. [PMID: 38766834 DOI: 10.2174/0109298665290166240426072642] [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: 01/17/2024] [Revised: 03/30/2024] [Accepted: 04/05/2024] [Indexed: 05/22/2024]
Abstract
BACKGROUND Atopic dermatitis (AD), psoriasis (PS), and inflammatory acne (IA) are well-known as inflammatory skin diseases. Studies of the transcriptome with altered expression levels have reported a large number of dysregulated genes and gene clusters, particularly those involved in inflammatory skin diseases. OBJECTIVE To identify genes commonly shared in AD, PS, and IA that are potential therapeutic targets, we have identified consistently dysregulated genes and disease modules that overlap with AD, PS, and IA. METHODS Microarray data from AD, PS, and IA patients were downloaded from Gene Expression Omnibus (GEO), and identification of differentially expressed genes from microarrays of AD, PS, and IA was conducted. Subsequently, gene ontology and gene set enrichment analysis, detection of disease modules with known disease-associated genes, construction of the protein-protein interaction (PPI) network, and PPI sub-mapping analysis of shared genes were performed. Finally, the computational docking simulations between the selected target gene and inhibitors were conducted. RESULTS We identified 50 shared genes (36 up-regulated and 14 down-regulated) and disease modules for each disease. Among the shared genes, 20 common genes in PPI network were detected such as LCK, DLGAP5, SELL, CEP55, CDC20, RRM2, S100A7, S100A9, MCM10, AURKA, CCNB1, CHEK1, BTC, IL1F7, AGTR1, HABP4, SERPINB13, RPS6KA4, GZMB, and TRIP13. Finally, S100A9 was selected as the target gene for therapeutics. Docking simulations between S100A9 and known inhibitors indicated several key binding residues, and based on this result, we suggested several cannabinoids such as WIN-55212-2, JZL184, GP1a, Nabilone, Ajulemic acid, and JWH-122 could be potential candidates for a clinical study for AD, PS, and IA via inhibition of S100A9-related pathway. CONCLUSION Overall, our approach may become an effective strategy for discovering new disease candidate genes for inflammatory skin diseases with a reevaluation of clinical data.
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Affiliation(s)
- Wei Wang
- College of Biological and Environmental Sciences, Zhejiang Wanli University, Ningbo, P.R. China
| | - Sungbo Hwang
- Department of Predictive Toxicology, Korea Institute of Toxicology, Daejeon, 34114, Korea
| | - Daeui Park
- Department of Predictive Toxicology, Korea Institute of Toxicology, Daejeon, 34114, Korea
| | - Yong-Doo Park
- College of Biological and Environmental Sciences, Zhejiang Wanli University, Ningbo, P.R. China
- Zhejiang Provincial Key Laboratory of Applied Enzymology, Yangtze Delta Region Institute of Tsinghua University, Jiaxing, 314006, P.R. China
- Skin Diseases Research Center, Yangtze Delta Region Institute of Tsinghua University, Jiaxing, P.R. China
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Pesold VV, Wendler O, Morgenthaler L, Gröhn F, Mueller SK. Analysis of CRSsNP Proteome Using a Highly Multiplexed Approach in Nasal Mucus. Am J Rhinol Allergy 2022; 37:348-359. [PMID: 36341722 DOI: 10.1177/19458924221136651] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
Abstract
BACKGROUND Chronic rhinosinusitis without nasal polyps (CRSsNP) represents a phenotype of CRS, whose immunological mechanisms are still unclear. So far there are neither suitable biomarkers to determine the course of the disease nor an individual therapy. OBJECTIVE The purpose of this study was to characterize the CRSsNP endotype by identifying and validating non-invasive proteomic biomarkers. METHODS A highly-multiplexed proteomic array consisting of antibodies against 2000 proteins was used to identify proteins that are differentially expressed in the nasal mucus of the CRSsNP and control groups (n = 7 per group). The proteins identified to be most differentially expressed were validated in matched nasal mucus samples using western blots and enzyme-linked immunosorbent assay (ELISA). Validation was also done in a second cohort using western blots (CRSsNP n = 25, control n = 23) and ELISA (n = 30 per group). Additionally, immunohistochemistry in CRSsNP and control tissue samples was performed to characterize the selected proteins further. RESULTS Out of the 2000 proteins examined, 7 from the most differentially expressed proteins were chosen to be validated. The validation results showed that 4 proteins were significantly upregulated in CRSsNP mucus, including macrophage inflammatory protein-1beta (MIP-1β), resistin, high mobility group box 1 (HMGB1), and forkhead box protein 3 (FOXP3). Cartilage acidic protein 1 (CRTAC1) was not significantly upregulated. Two proteins were significantly downregulated including scavenger receptor class F member 2 (SCARF2) and P-selectin. All proteins selected are mainly associated with inflammation, cell proliferation/differentiation, apoptosis and cell-cell or cell-matrix interaction. CONCLUSION Proteomic analysis of CRSsNP and control mucus has confirmed known and revealed novel disease-associated proteins that could potentially serve as a new biosignature for CRSsNP. Analysis of the associated pathways will specify endotypes of CRSsNP and will lead to an improved understanding of the pathophysiology of CRSsNP. Furthermore, our data contribute to the development of a reproducible, non-invasive, and quantitative "liquid biopsy" for rhinosinusitis.
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Affiliation(s)
- Vanessa-Vivien Pesold
- Department of Otolaryngology, Head and Neck Surgery, 9171Friedrich-Alexander-Universität Erlangen-Nürnberg, Erlangen, Germany
| | - Olaf Wendler
- Department of Otolaryngology, Head and Neck Surgery, 9171Friedrich-Alexander-Universität Erlangen-Nürnberg, Erlangen, Germany
| | - Lisa Morgenthaler
- Department of Otolaryngology, Head and Neck Surgery, 9171Friedrich-Alexander-Universität Erlangen-Nürnberg, Erlangen, Germany
| | - Franziska Gröhn
- Department of Chemistry and Pharmacy, Interdisciplinary Center for Molecular Materials, 9171Friedrich-Alexander-Universität Erlangen-Nürnberg, Erlangen, Germany
| | - Sarina K Mueller
- Department of Otolaryngology, Head and Neck Surgery, 9171Friedrich-Alexander-Universität Erlangen-Nürnberg, Erlangen, Germany
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11
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Roles of Exosomes in Chronic Rhinosinusitis: A Systematic Review. Int J Mol Sci 2022; 23:ijms231911284. [PMID: 36232588 PMCID: PMC9570170 DOI: 10.3390/ijms231911284] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/30/2022] [Revised: 09/19/2022] [Accepted: 09/22/2022] [Indexed: 11/17/2022] Open
Abstract
The pathophysiology of chronic rhinosinusitis (CRS) is multifactorial and not entirely clear. The objective of the review was to examine the current state of knowledge concerning the role of exosomes in CRS. For this systematic review, we searched PubMed/MEDLINE, Scopus, CENTRAL, and Web of Science databases for studies published until 7 August 2022. Only original research articles describing studies published in English were included. Reviews, book chapters, case studies, conference papers, and opinions were excluded. The quality of the evidence was assessed with the modified Office and Health Assessment and Translation (OHAT) Risk of Bias Rating Tool for Human and Animal Studies. Of 250 records identified, 17 were eligible, all of which had a low to moderate risk of overall bias. Presented findings indicate that exosomal biomarkers, including proteins and microRNA, act as promising biomarkers in the diagnostics and prognosis of CRS patients and, in addition, may contribute to finding novel therapeutic targets. Exosomes reflecting tissue proteomes are excellent, highly available material for studying proteomic alterations noninvasively. The first steps have already been taken, but more advanced research on nasal exosomes is needed, which might open a wider door for individualized medicine in CRS.
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12
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Singh P, Ali SA. Multifunctional Role of S100 Protein Family in the Immune System: An Update. Cells 2022; 11:cells11152274. [PMID: 35892571 PMCID: PMC9332480 DOI: 10.3390/cells11152274] [Citation(s) in RCA: 83] [Impact Index Per Article: 27.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/21/2022] [Revised: 07/12/2022] [Accepted: 07/21/2022] [Indexed: 12/04/2022] Open
Abstract
S100 is a broad subfamily of low-molecular weight calcium-binding proteins (9–14 kDa) with structural similarity and functional discrepancy. It is required for inflammation and cellular homeostasis, and can work extracellularly, intracellularly, or both. S100 members participate in a variety of activities in a healthy cell, including calcium storage and transport (calcium homeostasis). S100 isoforms that have previously been shown to play important roles in the immune system as alarmins (DAMPs), antimicrobial peptides, pro-inflammation stimulators, chemo-attractants, and metal scavengers during an innate immune response. Currently, during the pandemic, it was found that several members of the S100 family are implicated in the pathophysiology of COVID-19. Further, S100 family protein members were proposed to be used as a prognostic marker for COVID-19 infection identification using a nasal swab. In the present review, we compiled the vast majority of recent studies that focused on the multifunctionality of S100 proteins in the complex immune system and its associated activities. Furthermore, we shed light on the numerous molecular approaches and signaling cascades regulated by S100 proteins during immune response. In addition, we discussed the involvement of S100 protein members in abnormal defense systems during the pathogenesis of COVID-19.
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Affiliation(s)
- Parul Singh
- Cell Biology and Proteomics Lab, Animal Biotechnology Center, ICAR-NDRI, Karnal 132001, India;
| | - Syed Azmal Ali
- Cell Biology and Proteomics Lab, Animal Biotechnology Center, ICAR-NDRI, Karnal 132001, India;
- Division of Proteomics of Stem Cells and Cancer, German Cancer Research Center (DKFZ), 69120 Heidelberg, Germany
- Correspondence: ; Tel.: +91-8708591790
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13
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De Corso E, Baroni S, Onori ME, Tricarico L, Settimi S, Moretti G, Troiani E, Mastrapasqua RF, Furno D, Crudo F, Urbani A, Galli J. Calprotectin in nasal secretion: a new biomarker of non-type 2 inflammation in CRSwNP. ACTA OTORHINOLARYNGOLOGICA ITALICA 2022; 42:355-363. [PMID: 35775497 PMCID: PMC9577689 DOI: 10.14639/0392-100x-n1800] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 08/25/2021] [Accepted: 01/15/2022] [Indexed: 01/10/2023]
Abstract
Objective We analysed calprotectin in sinonasal secretions of different chronic rhinosinusitis with nasal polyps (CRSwNP) endotypes to assess its role as a biomarker of non-type 2 inflammation. Methods We included primary diffuse CRSwNP patients (n = 41) and three different control groups [non-allergic rhinitis (NAR) (n = 13), non-allergic eosinophilic syndrome (NARES) (n = 10) and healthy subjects (n = 12)]. Calprotectin levels were detected in nasal secretions using a chemiluminescent immunoassay (CLIA). Results Calprotectin levels in nasal secretions were significantly higher in all non-type 2 endotypes of CRSwNP compared to healthy controls (p < 0.05). In contrast, in type-2 CRSwNP calprotectin was significantly lower compared to controls (p < 0.05). A significant correlation between calprotectin levels and neutrophilic count/HPF was found in CRSwNP (p < 0.01). Clinically, mean levels of calprotectin and neutrophilia were significantly higher in patients who previously underwent 3 or more endoscopic sinus surgeries (p < 0.05). Conclusions Calprotectin in nasal secretions may be a biomarker of non-type 2 inflammation. Low levels of calprotectin are indicative of a type-2 immune response in both CRSwNP and non-allergic rhinitis. We observed that calprotectin levels significantly increased based on the number of previous surgeries.
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Vizuet-de-Rueda JC, Montero-Vargas JM, Galván-Morales MÁ, Porras-Gutiérrez-de-Velasco R, Teran LM. Current Insights on the Impact of Proteomics in Respiratory Allergies. Int J Mol Sci 2022; 23:ijms23105703. [PMID: 35628512 PMCID: PMC9144092 DOI: 10.3390/ijms23105703] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/23/2022] [Revised: 05/13/2022] [Accepted: 05/17/2022] [Indexed: 12/11/2022] Open
Abstract
Respiratory allergies affect humans worldwide, causing extensive morbidity and mortality. They include allergic rhinitis (AR), asthma, pollen food allergy syndrome (PFAS), aspirin-exacerbated respiratory disease (AERD), and nasal polyps (NPs). The study of respiratory allergic diseases requires new technologies for early and accurate diagnosis and treatment. Omics technologies provide the tools required to investigate DNA, RNA, proteins, and other molecular determinants. These technologies include genomics, transcriptomics, proteomics, and metabolomics. However, proteomics is one of the main approaches to studying allergic disorders' pathophysiology. Proteins are used to indicate normal biological processes, pathogenic processes, or pharmacologic responses to a therapeutic intervention. In this field, the principal goal of proteomics has been to discover new proteins and use them in precision medicine. Multiple technologies have been applied to proteomics, but that most used for identifying, quantifying, and profiling proteins is mass spectrometry (MS). Over the last few years, proteomics has enabled the establishment of several proteins for diagnosing and treating respiratory allergic diseases.
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15
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Gong N, Shi L, Bing X, Li H, Hu H, Zhang P, Yang H, Guo N, Du H, Xia M, Liu C. S100A4/TCF Complex Transcription Regulation Drives Epithelial-Mesenchymal Transition in Chronic Sinusitis Through Wnt/GSK-3β/β-Catenin Signaling. Front Immunol 2022; 13:835888. [PMID: 35154161 PMCID: PMC8832002 DOI: 10.3389/fimmu.2022.835888] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/15/2021] [Accepted: 01/13/2022] [Indexed: 01/06/2023] Open
Abstract
Epithelial-mesenchymal transition (EMT) is thought to be involved in the tissue remodeling and long-term inflammatory process of chronic sinusitis (CRS), but the driving mechanism is still unclear. Using high-resolution mass spectrometry, we performed a proteomic screen of CRS nasal mucosal tissue to identify differentially expressed proteins. Data are available via ProteomeXchange with identifier PXD030884. Specifically, we identified S100 calcium binding protein A4 (S100A4), an effective factor in inflammation-related diseases, and its downstream protein closely related to tissue fibrosis collagen type I alpha 1 chain (COL1A1), which suggested its involvement in nasal mucosal tissue remodeling. In addition, stimulation of human nasal epithelial cells (HNEpCs) with lipopolysaccharide (LPS) mimicked the inflammatory environment of CRS and showed that S100A4 is involved in regulating EMT and thus accelerating tissue remodeling in the nasal mucosa, both in terms of increased cell motility and overexpression of mesenchymal-type proteins. Additionally, we further investigated the regulation mechanism of S100A4 involved in EMT in CRS. Our research results show that in the inflammatory environment of CRS nasal mucosal epithelial cells, TCF-4 will target to bind to S100A4 and regulate its transcription. The transcription of S100A4 in turn affects the execution of the important signaling pathway in EMT, the Wnt/GSK-3β/β-catenin pathway, through the TCF-4/β-catenin complex. In conclusion, this study confirmed that the expression of S100A4 was significantly increased during the progressive EMT process of CRS mucosal epithelial cells, and revealed that the transcriptional regulation of S100A4 plays an important role in the occurrence and development of EMT. This finding will help us to better understand the pathogenesis behind the remodeling in CRS patients, and identify target molecules for the treatment of CRS.
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Affiliation(s)
- Ningyue Gong
- Department of Otolaryngology, Shandong Provincial Hospital Affiliated to Shandong First Medical University, Jinan, China
- Department of Otolaryngology, Shandong Provincial Hospital, Cheeloo College of Medicine, Shandong University, Jinan, China
| | - Lei Shi
- Department of Otolaryngology, Shandong Provincial Hospital Affiliated to Shandong First Medical University, Jinan, China
| | - Xin Bing
- Department of Otolaryngology, Shandong Provincial Hospital Affiliated to Shandong First Medical University, Jinan, China
- Department of Otolaryngology, Shandong Provincial Hospital, Cheeloo College of Medicine, Shandong University, Jinan, China
| | - Hui Li
- Department of Otolaryngology, Shandong Provincial Hospital Affiliated to Shandong First Medical University, Jinan, China
| | - Houyang Hu
- Department of Otolaryngology, Shandong Provincial Hospital Affiliated to Shandong First Medical University, Jinan, China
| | - Pan Zhang
- Department of Otolaryngology, Shandong Provincial Hospital Affiliated to Shandong First Medical University, Jinan, China
| | - Huiming Yang
- Department of Otolaryngology, Shandong Provincial Hospital Affiliated to Shandong First Medical University, Jinan, China
| | - Na Guo
- Department of Otolaryngology, Shandong Provincial Hospital Affiliated to Shandong First Medical University, Jinan, China
| | - Hongjie Du
- Department of Biotechnology Research and Development, Qilu Pharmaceutical, Co.Ltd, Jinan, China
| | - Ming Xia
- Department of Otolaryngology, Shandong Provincial Hospital Affiliated to Shandong First Medical University, Jinan, China
- Department of Otolaryngology, Shandong Provincial Hospital, Cheeloo College of Medicine, Shandong University, Jinan, China
- *Correspondence: Ming Xia, ; Chengcheng Liu,
| | - Chengcheng Liu
- Central Laboratory, Shandong Provincial Hospital Affiliated to Shandong First Medical University, Jinan, China
- *Correspondence: Ming Xia, ; Chengcheng Liu,
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