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Rong K, Kuang H, Ou L, Fang R, Kuang J, Yang H. Decoding core genes and intercellular communication in osteosarcoma: bioinformatic investigation and immune cell profiling for diagnostic and therapeutic insights. Discov Oncol 2024; 15:609. [PMID: 39485636 DOI: 10.1007/s12672-024-01247-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/24/2024] [Accepted: 08/16/2024] [Indexed: 11/03/2024] Open
Abstract
The study focusing on developing an artificial neural network (ANN) model in accordance with genetic characteristics of osteosarcoma (OS) to accurately speculate OS cases. In the present study, we identified 467 DEGs through differentially acting gene investigation and that 345 exist suppressed and 122 exist stimulated. The resultant of GO enrichment analysis displayed the functions mainly included T cell activation, secretory granule lumen, antioxidant property etc. The pathways identified in the differentially acting genes (DAGs) were greatly interacted with Phagosome, Staphylococcus aureus infection, Human T - cell leukemia virus 1 infection, etc. Next, we found out top ten hub DEGs (HDEGs) by PPI network analysis. In addition, through the validation of ANN itself and Test set samples, it was proved that the prediction performance of our constructed ANN model is accurate and reliable. Finally, the penetration of immune cells and its interaction with target CDEGs were examined, and variations in penetration of 22 types of immune cells amongst different classes were found, additionally correlation amongst immune cells and between immune cells and target CDEGs. Furthermore, we analyzed the expression of the top two CDEGs (YES1 and MFNG) in OS tissues and normal tissues, also the interrelationship among the activity of YES1 and MFNG in OS tissues and clinicopathological properties of OS cases. Furthermore, the correlation analysis between the top two CDEGs and immune infiltrating cells was performed in OS tissues. Our research results revealed that CDEGs-based ANN model is effective at predicting OS patients, which facilitates early diagnosis and treatment of OS.
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Affiliation(s)
- Kuan Rong
- Department of Orthopedics, The Affiliated Hospital of Hunan Academy of Traditional Chinese Medicine, Changsha, 410006, China
| | - Haoming Kuang
- Department of Orthopedics, The Affiliated Hospital of Hunan Academy of Traditional Chinese Medicine, Changsha, 410006, China
| | - Liang Ou
- Department of Orthopedics, The Affiliated Hospital of Hunan Academy of Traditional Chinese Medicine, Changsha, 410006, China
| | - Rui Fang
- Department of Internal Medicine, The Affiliated Hospital of Hunan Academy of Traditional Chinese Medicine, Changsha, 410006, China
| | - Jianjun Kuang
- Department of Orthopedics, The Affiliated Hospital of Hunan Academy of Traditional Chinese Medicine, Changsha, 410006, China.
| | - Hui Yang
- Department of Pediatrics, The First Affiliated Hospital of Hunan University of Traditional Chinese Medicine, Changsha, 410006, China.
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Yuan H, Yang Y, Zhang B, Li A, Su J, Ding X, Yan H, Zhang H. Construction and Analysis of Risk Prediction Model of Eosinophilic Chronic Rhinosinusitis With Nasal Polyps: A Cross-Sectional Study in Northwest China. Clin Otolaryngol 2024. [PMID: 39275967 DOI: 10.1111/coa.14225] [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: 10/05/2023] [Revised: 08/17/2024] [Accepted: 09/01/2024] [Indexed: 09/16/2024]
Abstract
OBJECTIVE To provide guidance for clinical endotypes by constructing a risk-predictive model of eosinophilic chronic rhinosinusitis with nasal polyps (ECRSwNP). DESIGN A cross-sectional study. SETTING Single-centre trial at tertiary medical institutions. PARTICIPANTS A cross-sectional study included 343 CRSwNP patients divided into ECRSwNP (n = 237) and non-ECRSwNP (n = 106) groups using surgical pathology. MAIN OUTCOME MEASURES Single-factor and multivariate analysis were used to identify statistically significant variables for constructing a nomogram, including the history of AR, hyposmia score, ethmoid sinus score, BEP and BEC. The model's performance was evaluated based on the receiver operating characteristic (ROC) curve, calibration curve and decision curve analysis (DCA). RESULTS Allergic rhinitis, hyposmia score, ethmoid sinus score, peripheral blood eosinophil percentage (BEP) and eosinophil count (BEC) were retained for the construction nomogram of ECRSwNP. The nomogram exhibited a certain accuracy, with an AUC of 0.897 (95% CI: 0.864-0.930), good agreement in the calibration curve and a 0.891 C-index of internal validation. Moreover, the DCA with a threshold probability between 0.0167 and 1.00 indicated a higher net benefit and greater clinical utility. CONCLUSION The construction of a predictive risk model of ECRSwNP based on easily accessible factors could assist clinicians in more conveniently defining endotypes to make optimal diagnoses and treatment choices.
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Affiliation(s)
- Huajie Yuan
- Department of Otolaryngology, Xinjiang Medical University Affiliated First Hospital, Urumqi, Xinjiang, China
| | - Yuping Yang
- Department of Otolaryngology, Xinjiang Medical University Affiliated First Hospital, Urumqi, Xinjiang, China
| | - Bo Zhang
- Department of Otolaryngology, Xinjiang Medical University Affiliated First Hospital, Urumqi, Xinjiang, China
| | - Ang Li
- Department of Otolaryngology, Xinjiang Medical University Affiliated First Hospital, Urumqi, Xinjiang, China
| | - Jiang Su
- Department of Otolaryngology, Xinjiang Medical University Affiliated First Hospital, Urumqi, Xinjiang, China
| | - Xiaoyan Ding
- Department of Otolaryngology, Xinjiang Medical University Affiliated First Hospital, Urumqi, Xinjiang, China
| | - Haisu Yan
- Department of Otolaryngology, Xinjiang Medical University Affiliated First Hospital, Urumqi, Xinjiang, China
| | - Hua Zhang
- Department of Otolaryngology, Xinjiang Medical University Affiliated First Hospital, Urumqi, Xinjiang, China
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Pei J, Ding Z, Jiao C, Tao Y, Yang H, Li J. Autophagy in chronic rhinosinusitis with or without nasal polyps. Front Cell Dev Biol 2024; 12:1417735. [PMID: 38933334 PMCID: PMC11199408 DOI: 10.3389/fcell.2024.1417735] [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: 04/15/2024] [Accepted: 05/13/2024] [Indexed: 06/28/2024] Open
Abstract
Basic research on chronic rhinosinusitis (CRS) has advanced significantly in the past two decades, yet a comprehensive understanding of its pathogenic mechanisms remains elusive. Concurrently, there is a growing interest among scientists in exploring the involvement of autophagy in various human diseases, including tumors and inflammatory conditions. While the role of autophagy in asthma has been extensively studied in airway inflammatory diseases, its significance in CRS with or without nasal polyps (NPs), a condition closely linked to asthma pathophysiology, has also garnered attention, albeit with conflicting findings across studies. This review delves into the role of autophagy in CRS, suggesting that modulating autophagy to regulate inflammatory responses could potentially serve as a novel therapeutic target.
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Affiliation(s)
- Jing Pei
- Department of Otolaryngology, Head and Neck Surgery, The Affiliated Jiangning Hospital With Nanjing Medical University, Nanjing, Jiangsu, China
| | - Zhaoran Ding
- Department of Otolaryngology, Head and Neck Surgery, The Affiliated Jiangning Hospital With Nanjing Medical University, Nanjing, Jiangsu, China
| | - Cheng Jiao
- Department of Otorhinolaryngology Head and Neck Surgery, Northern Jiangsu People’s Hospital Affiliated to Yangzhou University, Yangzhou, Jiangsu, China
| | - Ying Tao
- Department of Blood Purification Center, Northern Jiangsu People’s Hospital Affiliated to Yangzhou University, Yangzhou, Jiangsu, China
| | - Huifen Yang
- Department of Otolaryngology, Head and Neck Surgery, The Affiliated Jiangning Hospital With Nanjing Medical University, Nanjing, Jiangsu, China
| | - Jing Li
- Department of Otolaryngology, Head and Neck Surgery, The Affiliated Jiangning Hospital With Nanjing Medical University, Nanjing, Jiangsu, China
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Shi S, Guo Y, Wang Q, Huang Y. Artificial neural network-based gene screening and immune cell infiltration analysis of osteosarcoma feature. J Gene Med 2024; 26:e3622. [PMID: 37964329 DOI: 10.1002/jgm.3622] [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: 07/20/2023] [Revised: 10/10/2023] [Accepted: 10/15/2023] [Indexed: 11/16/2023] Open
Abstract
BACKGROUND The present study aimed to construct an artificial neural network (ANN) model that leverages characteristic genes associated with osteosarcoma (OS) to enable accurate prognostication for OS patients. METHODS Our research revealed 467 differentially expressed genes (DEGs) via gene expression contrast analysis, consisting of 345 downregulated genes and 122 upregulated genes. Gene Ontology (GO) enrichment analysis illuminated functions primarily encompassing T-cell activation, secretory granule lumen and antioxidant activity, among others. Through Kyoto Encyclopedia of Genes and Genomes (KEGG) pathway analysis, we discovered significant correlations between the DEGs and certain pathways, including phagosome, Staphylococcus aureus infection and human T-cell leukemia virus 1 infection. We then screened out 30 characteristic DEGs (CDEGs) based on random forest analysis and constructed the ANN model using the gene score matrix. To verify the credibility and accuracy of the ANN model, we performed internal and external validation processes, which affirmed our model's predictive capabilities. RESULTS The study further delved into the analysis of immune cell infiltration and its correlation with the target CDEGs, revealing disparities in the infiltration of 22 types of immune cells across different groups and their interrelationships. Moreover, we probed the expression of the two foremost CDEGs (YES1 and MFNG) in OS and normal tissues. We noted a positive relationship between the expression of YES1 and MFNG in OS tissues and the clinicopathological characteristics of OS patients. CONCLUSIONS Collectively, the findings of the present study validate the effectiveness of the CDEGs-based ANN model in predicting OS patients, which might facilitate early diagnosis and treatment of OS.
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Affiliation(s)
- Shaoyan Shi
- Department of Hand Surgery, Xi'an Honghui Hospital, Xi'an Jiaotong University, Xi'an, Shaanxi, China
| | - Yunshan Guo
- Department of Hand Surgery, Xi'an Honghui Hospital, Xi'an Jiaotong University, Xi'an, Shaanxi, China
| | - Qian Wang
- Department of Hand Surgery, Xi'an Honghui Hospital, Xi'an Jiaotong University, Xi'an, Shaanxi, China
| | - Yansheng Huang
- Department of Hand Surgery, Xi'an Honghui Hospital, Xi'an Jiaotong University, Xi'an, Shaanxi, China
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Koh YC, Huang WZ, Nagabhushanam K, Ho CT, Pan MH. 3'-Hydroxypterostilbene Potently Suppresses Tumor Growth via Inhibiting the Activation of the JAK2/STAT3 Pathway in Ovarian Clear Cell Carcinoma. Mol Nutr Food Res 2024; 68:e2300108. [PMID: 37876143 DOI: 10.1002/mnfr.202300108] [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: 02/24/2023] [Revised: 05/07/2023] [Indexed: 10/26/2023]
Abstract
SCOPE Ovarian clear cell carcinoma (OCCC) is a subtype of epithelial ovarian cancer (EOC) that is associated with higher interleukin-6 (IL-6) levels, and suppression of the Janus kinase 2/Signal transducer and activator of transription 3 (JAK2/STAT3) pathway may contribute to the suppression of this cancer. This study aims to compare the anti-cancer effect of pterostilbene (PSB) and 2'- and 3'-hydroxypterostilbene (2HPSB and 3HPSB, respectively) on the JAK2/STAT3 pathway. METHODS AND RESULTS In vitro experiments with the OCCC cell line TOV21G and a xenograft nude mouse model are used to achieve the study aims. The results showed that 3HPSB has the greatest anti-proliferative and pro-apoptotic effects of the three compounds studied. Activation of the JAK2/STAT3 pathway and the nuclear translocation of STAT3 are effectively inhibited by 3HPSB and PSB. Both 3HPSB and PSB can effectively suppress tumor growth, which is mediated by the inhibition of JAK2/STAT3 phosphorylation. CONCLUSION This is the first study to compare the efficacy of PSB, 3HPSB, and the newly identified compound 2HPSB regarding ovarian cancer. Moreover, targeting JAK2/STAT3 is shown to be a potentially effective strategy for OCCC treatment. This study is expected to provide new insights into the potential of the abovementioned phytochemicals for development as adjuvants for cancer treatment in the future.
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Affiliation(s)
- Yen-Chun Koh
- Institute of Food Sciences and Technology, National Taiwan University, Taipei, 10617, Taiwan
| | - Wei-Zhe Huang
- Institute of Food Sciences and Technology, National Taiwan University, Taipei, 10617, Taiwan
| | | | - Chi-Tang Ho
- Department of Food Science, Rutgers University, New Brunswick, NJ, 08901, USA
| | - Min-Hsiung Pan
- Institute of Food Sciences and Technology, National Taiwan University, Taipei, 10617, Taiwan
- Department of Medical Research, China Medical University Hospital, China Medical University, Taichung City, 404, Taiwan
- Department of Health and Nutrition Biotechnology, Asia University, Taichung City, 41354, Taiwan
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Kan X, Guan R, Hao J, Zhao C, Sun Y. Integrative analysis of immune-related signature profiles in eosinophilic chronic rhinosinusitis with nasal polyposis. FEBS Open Bio 2023; 13:2273-2289. [PMID: 37867480 PMCID: PMC10699107 DOI: 10.1002/2211-5463.13720] [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: 07/28/2023] [Revised: 09/25/2023] [Accepted: 10/18/2023] [Indexed: 10/24/2023] Open
Abstract
Eosinophilic chronic rhinosinusitis with nasal polyps (ECRSwNP) is a subtype of chronic rhinosinusitis (CRS) that is associated with the nasal cavity and sinus polyps, elevated levels of eosinophils, and dysregulated immune responses to environmental triggers. The underlying cause of ECRSwNP is not well understood, and few studies have focused on the unique features of this subtype of CRS. Our study integrated proteomic and transcriptomic data with multi-omic bioinformatics analyses. We collected nasal polyps from three ECRSwNP patients and three control patients and identified 360 differentially expressed (DE) proteins, including 119 upregulated and 241 downregulated proteins. Functional analyses revealed several significant associations with ECRSwNP, including focal adhesion, hypertrophic cardiomyopathy, and extracellular matrix (ECM)-receptor interactions. Additionally, a protein-protein interaction (PPI) network revealed seven hub proteins that may play crucial roles in the development of ECRSwNP. We also compared the proteomic data with publicly available transcriptomic data and identified a total of 1077 DE genes. Pathways enriched by the DE genes involved angiogenesis, positive regulation of cell motility, and immune responses. Furthermore, we investigated immune cell infiltration and identified biomarkers associated with eosinophil and M2 macrophage infiltration using CIBERSORT and Weighted Gene Correlation Network Analysis (WGCNA). Our results provide a more complete picture of the immune-related mechanisms underlying ECRSwNP, which could contribute to the development of more precise treatment strategies for this condition.
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Affiliation(s)
- Xuan Kan
- Department of Otorhinolaryngology, Head and Neck SurgeryThe Second Affiliated Hospital, Harbin Medical UniversityChina
| | - Ruidi Guan
- Department of Otorhinolaryngology, Head and Neck SurgeryThe Second Affiliated Hospital, Harbin Medical UniversityChina
| | - Jianwei Hao
- Department of Otorhinolaryngology, Head and Neck SurgeryThe Second Affiliated Hospital, Harbin Medical UniversityChina
| | - Chunyuan Zhao
- Department of Otorhinolaryngology, Head and Neck SurgeryThe Second Affiliated Hospital, Harbin Medical UniversityChina
| | - Yanan Sun
- Department of Otorhinolaryngology, Head and Neck SurgeryThe Second Affiliated Hospital, Harbin Medical UniversityChina
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Ha JG, Cho HJ. Unraveling the Role of Epithelial Cells in the Development of Chronic Rhinosinusitis. Int J Mol Sci 2023; 24:14229. [PMID: 37762530 PMCID: PMC10531804 DOI: 10.3390/ijms241814229] [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: 07/28/2023] [Revised: 09/06/2023] [Accepted: 09/12/2023] [Indexed: 09/29/2023] Open
Abstract
The pathophysiology of CRS is multifactorial and complex yet needs to be completed. Recent evidence emphasizes the crucial part played by epithelial cells in the development of CRS. The epithelial cells act as physical barriers and play crucial roles in host defense, including initiating and shaping innate and adaptive immune responses. This review aims to present a comprehensive understanding of the significance of nasal epithelial cells in CRS. New research suggests that epithelial dysfunction plays a role in developing CRS through multiple mechanisms. This refers to issues with a weakened barrier function, disrupted mucociliary clearance, and irregular immune responses. When the epithelial barrier is compromised, it can lead to the passage of pathogens and allergens, triggering inflammation in the body. Furthermore, impaired mucociliary clearance can accumulate pathogens and secretions of inflammatory mediators, promoting chronic inflammation. Epithelial cells can release cytokines and chemokines, which attract and activate immune cells. This can result in an imbalanced immune response that continues to cause inflammation. The interaction between nasal epithelial cells and various immune cells leads to the production of cytokines and chemokines, which can either increase or decrease inflammation. By comprehending the role of epithelial cells in CRS, we can enhance our understanding of the disease's pathogenesis and explore new therapeutics.
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Affiliation(s)
- Jong-Gyun Ha
- Department of Otorhinolaryngology—Head and Neck Surgery, Chung-Ang University Gwangmyeong Hospital, Gwangmyeong 14353, Republic of Korea;
| | - Hyung-Ju Cho
- Department of Otorhinolaryngology, Yonsei University College of Medicine, Seoul 03722, Republic of Korea
- The Airway Mucus Institute, Yonsei University College of Medicine, Seoul 03722, Republic of Korea
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Zhou A, Shi C, Fan Y, Zheng Y, Wang J, Liu Z, Xie H, Liu J, Jiao Q. Involvement of CD40-CD40L and ICOS-ICOSL in the development of chronic rhinosinusitis by targeting eosinophils. Front Immunol 2023; 14:1171308. [PMID: 37325657 PMCID: PMC10267736 DOI: 10.3389/fimmu.2023.1171308] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/22/2023] [Accepted: 03/20/2023] [Indexed: 06/17/2023] Open
Abstract
Background Chronic rhinosinusitis (CRS), whose prevalence and pathogenesis are age-related, is characterized by nasal tissue eosinophil infiltration. CD40-CD40 ligand (CD40L) pathway involves in the eosinophil-mediated inflammation, and inducible co-stimulator (ICOS)-ICOS ligand (ICOSL) signal can strengthen CD40-CD40L interaction. Whether CD40-CD40L and ICOS-ICOSL have a role in the development of CRS remains unknown. Objectives The aim of this study is to investigate the association of CD40-CD40L and ICOS-ICOSL expression with CRS and underlying mechanisms. Methods Immunohistology detected the expression of CD40, CD40L, ICOS, and ICOSL. Immunofluorescence was performed to evaluate the co-localizations of CD40 or ICOSL with eosinophils. Correlations between CD40-CD40L and ICOS-ICOSL as well as clinical parameters were analyzed. Flow cytometry was used to explore the activation of eosinophils by CD69 expression and the CD40 and ICOSL expression on eosinophils. Results Compared with the non-eCRS subset, ECRS (eosinophilic CRS) subset showed significantly increased CD40, ICOS, and ICOSL expression. The CD40, CD40L, ICOS, and ICOSL expressions were all positively correlated with eosinophil infiltration in nasal tissues. CD40 and ICOSL were mainly expressed on eosinophils. ICOS expression was significantly correlated with the expression of CD40-CD40L, whereas ICOSL expression was correlated with CD40 expression. ICOS-ICOSL expression positively correlated with blood eosinophils count and disease severity. rhCD40L and rhICOS significantly enhanced the activation of eosinophils from patients with ECRS. Tumor necrosis factor-α (TNF-α) and interleukin-5 (IL-5) obviously upregulated CD40 expression on eosinophils, which was significantly inhibited by the p38 mitogen-activated protein kinase (MAPK) inhibitor. Conclusions Increased CD40-CD40L and ICOS-ICOSL expressions in nasal tissues are linked to eosinophils infiltration and disease severity of CRS. CD40-CD40L and ICOS-ICOSL signals enhance eosinophils activation of ECRS. TNF-α and IL-5 regulate eosinophils function by increasing CD40 expression partly via p38 MAPK activation in patients with CRS.
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Affiliation(s)
- Aina Zhou
- Department of Ear, Nose, and Throat, The First Affiliated Hospital of Soochow University, Suzhou, China
| | - Chenxi Shi
- Department of Pathology, The First Affiliated Hospital of Soochow University, Suzhou, China
| | - Yuhui Fan
- Department of Ear, Nose, and Throat, The First Affiliated Hospital of Soochow University, Suzhou, China
| | - Yushuang Zheng
- Department of Pathology, The First Affiliated Hospital of Soochow University, Suzhou, China
| | - Jue Wang
- Department of Ear, Nose, and Throat, The First Affiliated Hospital of Soochow University, Suzhou, China
| | - Zhichen Liu
- Department of Ear, Nose, and Throat, The First Affiliated Hospital of Soochow University, Suzhou, China
| | - Huanxia Xie
- Department of Ear, Nose, and Throat, The First Affiliated Hospital of Soochow University, Suzhou, China
| | - Jisheng Liu
- Department of Ear, Nose, and Throat, The First Affiliated Hospital of Soochow University, Suzhou, China
| | - Qingqing Jiao
- Department of Dermatology, The First Affiliated Hospital of Soochow University, Suzhou, China
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Pan Y, Wu L, He S, Wu J, Wang T, Zang H. Identification of hub genes and immune cell infiltration characteristics in chronic rhinosinusitis with nasal polyps: Bioinformatics analysis and experimental validation. Front Mol Biosci 2022; 9:843580. [PMID: 36060258 PMCID: PMC9431028 DOI: 10.3389/fmolb.2022.843580] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/26/2021] [Accepted: 07/14/2022] [Indexed: 11/13/2022] Open
Abstract
The aim of our study is to reveal the hub genes related to the pathogenesis of chronic rhinosinusitis with nasal polyps (CRSwNP) and their association with immune cell infiltration through bioinformatics analysis combined with experimental validation. In this study, through differential gene expression analysis, 1,516 upregulated and 1,307 downregulated DEG were obtained from dataset GSE136825 of the GEO database. We identified 14 co-expressed modules using weighted gene co-expression network analysis (WGCNA), among which the most significant positive and negative correlations were MEgreen and MEturquoise modules, containing 1,540 and 3,710 genes respectively. After the intersection of the two modules and DEG, two gene sets—DEG-MEgreen and DEG-MEturquoise—were obtained, containing 395 and 1,168 genes respectively. Through GO term analysis, it was found that immune response and signal transduction are the most important biological processes. We found, based on KEGG pathway enrichment analysis, that osteoclast differentiations, cytokine–cytokine receptor interactions, and neuroactive ligand–receptor interactions are the most important in the two gene sets. Through PPI network analysis, we listed the top-ten genes for the concentrated connectivity of the two gene sets. Next, a few genes were verified by qPCR experiments, and FPR2, ITGAM, C3AR1, FCER1G, CYBB in DEG-MEgreen and GNG4, NMUR2, and GNG7 in DEG-MEturquoise were confirmed to be related to the pathogenesis of CRSwNP. NP immune cell infiltration analysis revealed a significant difference in the proportion of immune cells between the NP group and control group. Finally, correlation analysis between target hub genes and immune cells indicated that FPR2 and GNG7 had a positive or negative correlation with some specific immune cells. In summary, the discoveries of these new hub genes and their association with immune cell infiltration are of great significance for uncovering the specific pathogenesis of CRSwNP and searching for disease biomarkers and potential therapeutic targets.
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Affiliation(s)
- Yangwang Pan
- Department of Otolaryngology Head and Neck Surgery, Civil Aviation General Hospital (Peking University Civil Aviation School of Clinical Medicine), Bejing, China
- Department of Otolaryngology Head and Neck Surgery, Beijing Tongren Hospital, Capital Medical University, Beijing, China
- *Correspondence: Yangwang Pan, ; Hongrui Zang,
| | - Linjing Wu
- Department of Otolaryngology Head and Neck Surgery, Beijing Tongren Hospital, Capital Medical University, Beijing, China
| | - Shuai He
- Department of Otolaryngology Head and Neck Surgery, Beijing Tongren Hospital, Capital Medical University, Beijing, China
| | - Jun Wu
- Department of Otolaryngology Head and Neck Surgery, Beijing Tongren Hospital, Capital Medical University, Beijing, China
| | - Tong Wang
- Department of Otolaryngology Head and Neck Surgery, Beijing Tongren Hospital, Capital Medical University, Beijing, China
| | - Hongrui Zang
- Department of Otolaryngology Head and Neck Surgery, Beijing Tongren Hospital, Capital Medical University, Beijing, China
- *Correspondence: Yangwang Pan, ; Hongrui Zang,
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