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Yuan C, Lin X, Liao R. Decoding the genetic landscape of allergic rhinitis: a comprehensive network analysis revealing key genes and potential therapeutic targets. J Asthma 2024; 61:823-834. [PMID: 38266128 DOI: 10.1080/02770903.2024.2306619] [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: 11/07/2023] [Accepted: 01/13/2024] [Indexed: 01/26/2024]
Abstract
BACKGROUND Allergic Rhinitis (AR), an inflammatory affliction impacting the upper respiratory tract, has been registering a substantial surge in incidence across the globe. METHODS We embarked on examination of differentially expressed genes (DEGs) and the Weighted Gene Co-Expression Network Analysis (WGCNA). With this armory of genes identified, we engaged the tools of Gene Ontology (GO) and the Kyoto Encyclopedia of Genes and Genomes (KEGG). Our study continued with the establishment of a protein-protein interaction (PPI) network and the application of LASSO regression. Finally, we leveraged a docking model to elucidate potential drug-gene interactions involving these key genes. RESULTS Through WGCNA and different express genes screening, PPI network was performed, identifying top 20 key genes, including CD44, CD69, CD274. LASSO regression identified three independent factors, STARD5, CST1, and CHAC1, that were significantly associated with AR. A predictive model was developed with an AUC value over 0.75. Also, 105 potential therapeutic agents were discovered, including Fluorouracil, Cyclophosphamide, Doxorubicin, and Hydrocortisone, offering promising therapeutic strategies for AR. CONCLUSION By fuzing DEGs with key genes derived from WGCNA, this study has illuminated a comprehensive network of gene interactions involved in the pathogenesis of AR, paving the way for future biomarker and therapeutic target discovery in AR.
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Affiliation(s)
- Chile Yuan
- The Second School of Clinical Medicine, Guangzhou University of Chinese Medicine, Guangzhou, Guangdong, China
| | - Xiaohong Lin
- WEN Ziyuan Pediatric Academic School Inheritance Studio, Guangdong Provincial Hospital of Chinese Medicine, Guangzhou, Guangdong, China
| | - Ruosha Liao
- Department of Pediatrics, the Second Affiliated Hospital of Guangzhou University of Chinese Medicine, Guangzhou, Guangdong, China
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Wipperman MF, Gayvert KM, Atanasio A, Wang CQ, Corren J, Covarrubias A, Setliff I, Chio E, Laws E, Wolfe K, Harel S, Maloney J, Herman G, Orengo JM, Lim WK, Hamon SC, Hamilton JD, O'Brien MP. Differential modulation of allergic rhinitis nasal transcriptome by dupilumab and allergy immunotherapy. Allergy 2024; 79:894-907. [PMID: 38279910 DOI: 10.1111/all.16001] [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: 09/20/2023] [Revised: 11/08/2023] [Accepted: 11/20/2023] [Indexed: 01/29/2024]
Abstract
BACKGROUND Nasal epithelial cells are important regulators of barrier function and immune signaling; however, in allergic rhinitis (AR) these functions can be disrupted by inflammatory mediators. We aimed to better discern AR disease mechanisms using transcriptome data from nasal brushing samples from individuals with and without AR. METHODS Data were drawn from a feasibility study of individuals with and without AR to Timothy grass and from a clinical trial evaluating 16 weeks of treatment with the following: dupilumab, a monoclonal antibody that binds interleukin (IL)-4Rα and inhibits type 2 inflammation by blocking signaling of both IL-4/IL-13; subcutaneous immunotherapy with Timothy grass (SCIT), which inhibits allergic responses through pleiotropic effects; SCIT + dupilumab; or placebo. Using nasal brushing samples from these studies, we defined distinct gene signatures in nasal tissue of AR disease and after nasal allergen challenge (NAC) and assessed how these signatures were modulated by study drug(s). RESULTS Treatment with dupilumab (normalized enrichment score [NES] = -1.73, p = .002) or SCIT + dupilumab (NES = -2.55, p < .001), but not SCIT alone (NES = +1.16, p = .107), significantly repressed the AR disease signature. Dupilumab (NES = -2.55, p < .001), SCIT (NES = -2.99, p < .001), and SCIT + dupilumab (NES = -3.15, p < .001) all repressed the NAC gene signature. CONCLUSION These results demonstrate type 2 inflammation is an important contributor to the pathophysiology of AR disease and that inhibition of the type 2 pathway with dupilumab may normalize nasal tissue gene expression.
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Affiliation(s)
| | | | | | - Claire Q Wang
- Regeneron Pharmaceuticals Inc., Tarrytown, New York, USA
| | - Jonathan Corren
- Department of Pediatrics, David Geffen School of Medicine, University of California, Los Angeles, California, USA
| | - Angelica Covarrubias
- Clinical Research Division, Jonathan Corren, MD. Inc., Los Angeles, California, USA
| | - Ian Setliff
- Regeneron Pharmaceuticals Inc., Tarrytown, New York, USA
| | - Erica Chio
- Regeneron Pharmaceuticals Inc., Tarrytown, New York, USA
| | | | | | - Sivan Harel
- Regeneron Pharmaceuticals Inc., Tarrytown, New York, USA
| | | | - Gary Herman
- Regeneron Pharmaceuticals Inc., Tarrytown, New York, USA
| | - Jamie M Orengo
- Regeneron Pharmaceuticals Inc., Tarrytown, New York, USA
| | - Wei Keat Lim
- Regeneron Pharmaceuticals Inc., Tarrytown, New York, USA
| | - Sara C Hamon
- Regeneron Pharmaceuticals Inc., Tarrytown, New York, USA
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Gao X, Jiang C, Yao S, Ma L, Wang X, Cao Z. Identification of hub genes related to immune cell infiltration in periodontitis using integrated bioinformatic analysis. J Periodontal Res 2022; 57:392-401. [PMID: 34993975 DOI: 10.1111/jre.12970] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/06/2021] [Revised: 12/18/2021] [Accepted: 12/24/2021] [Indexed: 12/15/2022]
Abstract
BACKGROUND AND OBJECTIVE Periodontitis is an inflammatory disease of the periodontium. However, the hub genes in periodontitis and their correlation with immune cells are not clear. This study aimed to identify hub genes and immune infiltration properties in periodontitis and to explore the correlation between hub genes and immune cells. MATERIAL AND METHODS Differentially expressed genes (DEGs) analysis and weighted gene co-expression network analysis (WGCNA) were performed both on GSE10334 and GSE173078 datasets. Hub genes were identified via WGCNA and DEGs. The proportions of infiltrating immune cells were calculated by CIBERSORT algorithm, and single-cell RNA-sequencing dataset GSE164241 was used to explore cell-type-specific expression profiles of hub genes. RESULTS Eight hub genes (DERL3, FKBP11, LAX1, CD27, SPAG4, ST6GAL1, MZB1, and SEL1L3) were selected via WGCNA and DEGs by combining GSE10334 and GSE173078 datasets. CIBERSORT analysis showed a significant difference in the proportion of B cells, dendritic cells resting, and neutrophils in the gingival tissues between healthy and periodontitis patients, and expressions of these genes were highly correlated with the infiltration of B cells in periodontitis. Furthermore, real-time quantitative PCR results further confirmed the overexpression of hub genes. Analysis of GSE164241dataset further identified that most of hub genes were mainly expressed in B cells. CONCLUSIONS By integrating WGCNA, DEGs, and CIBERSORT analysis, eight genes were identified to be the hub genes of periodontitis and most of them were mainly expressed in B cells encouraging further researches on B cells in periodontitis pathogenesis.
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Affiliation(s)
- Xudong Gao
- The State Key Laboratory Breeding Base of Basic Science of Stomatology (Hubei-MOST KLOS) & Key Laboratory for Oral Biomedical Engineering of Ministry of Education (KLOBME), School & Hospital of Stomatology, Wuhan University, Wuhan, China
| | - Chenxi Jiang
- The State Key Laboratory Breeding Base of Basic Science of Stomatology (Hubei-MOST KLOS) & Key Laboratory for Oral Biomedical Engineering of Ministry of Education (KLOBME), School & Hospital of Stomatology, Wuhan University, Wuhan, China
| | - Siqi Yao
- The State Key Laboratory Breeding Base of Basic Science of Stomatology (Hubei-MOST KLOS) & Key Laboratory for Oral Biomedical Engineering of Ministry of Education (KLOBME), School & Hospital of Stomatology, Wuhan University, Wuhan, China
| | - Li Ma
- The State Key Laboratory Breeding Base of Basic Science of Stomatology (Hubei-MOST KLOS) & Key Laboratory for Oral Biomedical Engineering of Ministry of Education (KLOBME), School & Hospital of Stomatology, Wuhan University, Wuhan, China
| | - Xiaoxuan Wang
- The State Key Laboratory Breeding Base of Basic Science of Stomatology (Hubei-MOST KLOS) & Key Laboratory for Oral Biomedical Engineering of Ministry of Education (KLOBME), School & Hospital of Stomatology, Wuhan University, Wuhan, China.,Department of Periodontology, School & Hospital of Stomatology, Wuhan University, Wuhan, China
| | - Zhengguo Cao
- The State Key Laboratory Breeding Base of Basic Science of Stomatology (Hubei-MOST KLOS) & Key Laboratory for Oral Biomedical Engineering of Ministry of Education (KLOBME), School & Hospital of Stomatology, Wuhan University, Wuhan, China.,Department of Periodontology, School & Hospital of Stomatology, Wuhan University, Wuhan, China
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Käck U, Einarsdottir E, van Hage M, Asarnoj A, James A, Nopp A, Krjutškov K, Katayama S, Kere J, Lilja G, Söderhäll C, Konradsen JR. Nasal upregulation of CST1 in dog-sensitised children with severe allergic airway disease. ERJ Open Res 2021; 7:00917-2020. [PMID: 33898616 DOI: 10.1183/23120541.00917-2020] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/07/2020] [Accepted: 01/27/2021] [Indexed: 12/27/2022] Open
Abstract
Background The clinical presentation of children sensitised to dog dander varies from asymptomatic to severe allergic airway disease, but the genetic mechanisms underlying these differences are not clear. The objective of the present study was to investigate nasal transcriptomic profiles associated with dog dander sensitisation in school children and to reveal clinical symptoms related with these profiles. Methods RNA was extracted from nasal epithelial cell brushings of children sensitised to dog dander and healthy controls. Blood sample analyses included IgE against dog dander, dog allergen molecules, other airborne and food allergens, basophil activation and white blood cell counts. Clinical history of asthma and rhinitis was recorded, and lung function was assessed (spirometry, methacholine provocation and exhaled nitric oxide fraction). Results The most overexpressed gene in children sensitised to dog dander compared to healthy controls was CST1, coding for Cystatin 1. A cluster of these children with enhanced CST1 expression showed lower forced expiratory volume in 1 s, increased bronchial hyperreactivity, pronounced eosinophilia and higher basophil allergen threshold sensitivity compared with other children sensitised to dog dander. In addition, multi-sensitisation to lipocalins was more common in this group. Conclusions Overexpression of CST1 is associated with more severe allergic airway disease in children sensitised to dog dander. CST1 is thus a possible biomarker of the severity of allergic airway disease and a possible therapeutic target for the future treatment of airborne allergy.
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Affiliation(s)
- Ulrika Käck
- Dept of Clinical Science and Education, Södersjukhuset, Karolinska Institutet, Stockholm, Sweden.,Sach's Children and Youth Hospital, Södersjukhuset, Stockholm, Sweden
| | - Elisabet Einarsdottir
- Dept of Biosciences and Nutrition, Karolinska Institutet, Stockholm, Sweden.,Science for Life Laboratory, Department of Gene Technology, KTH-Royal Institute of Technology, Solna, Sweden.,Folkhälsan Research Center, Helsinki, Finland
| | - Marianne van Hage
- Dept of Medicine Solna, Division of Immunology and Allergy, Karolinska Institutet and Karolinska University Hospital, Stockholm, Sweden
| | - Anna Asarnoj
- Astrid Lindgren Children's Hospital, Karolinska University Hospital, Stockholm, Sweden.,Dept of Women's and Children's Health, Karolinska Institutet, Stockholm, Sweden
| | - Anna James
- Institute of Environmental Medicine, Karolinska Institutet, Stockholm, Sweden
| | - Anna Nopp
- Dept of Clinical Science and Education, Södersjukhuset, Karolinska Institutet, Stockholm, Sweden.,Sach's Children and Youth Hospital, Södersjukhuset, Stockholm, Sweden
| | - Kaarel Krjutškov
- Dept of Biosciences and Nutrition, Karolinska Institutet, Stockholm, Sweden.,Department of Obstetrics and Gynecology, University of Tartu, Tartu, Estonia.,Competence Centre on Health Technologies, Tartu, Estonia
| | - Shintaro Katayama
- Dept of Biosciences and Nutrition, Karolinska Institutet, Stockholm, Sweden.,Folkhälsan Research Center, Helsinki, Finland.,University of Helsinki, Stem Cells and Metabolism Research Program, Helsinki, Finland
| | - Juha Kere
- Dept of Biosciences and Nutrition, Karolinska Institutet, Stockholm, Sweden.,Folkhälsan Research Institute, and Stem Cell and Metabolism Research Program, University of Helsinki, Helsinki, Finland
| | - Gunnar Lilja
- Dept of Clinical Science and Education, Södersjukhuset, Karolinska Institutet, Stockholm, Sweden.,Sach's Children and Youth Hospital, Södersjukhuset, Stockholm, Sweden
| | - Cilla Söderhäll
- Dept of Biosciences and Nutrition, Karolinska Institutet, Stockholm, Sweden.,Astrid Lindgren Children's Hospital, Karolinska University Hospital, Stockholm, Sweden.,Dept of Women's and Children's Health, Karolinska Institutet, Stockholm, Sweden.,These authors contributed equally
| | - Jon R Konradsen
- Astrid Lindgren Children's Hospital, Karolinska University Hospital, Stockholm, Sweden.,Dept of Women's and Children's Health, Karolinska Institutet, Stockholm, Sweden.,These authors contributed equally
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