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Rojo-Tolosa S, Sánchez-Martínez JA, Caballero-Vázquez A, Pineda-Lancheros LE, González-Gutiérrez MV, Pérez-Ramírez C, Jiménez-Morales A, Morales-García C. SingleNucleotide Polymorphisms as Biomarkers of Mepolizumab and Benralizumab Treatment Response in Severe Eosinophilic Asthma. Int J Mol Sci 2024; 25:8139. [PMID: 39125709 PMCID: PMC11311889 DOI: 10.3390/ijms25158139] [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: 06/12/2024] [Revised: 07/09/2024] [Accepted: 07/18/2024] [Indexed: 08/12/2024] Open
Abstract
The most promising treatment options for severe uncontrolled asthma (SUA) have emerged in recent years with the development of monoclonal antibodies for blocking selective targets responsible for the underlying inflammation, such as mepolizumab and benralizumab. However, there is variability in treatment response that is not fully controlled. The variability of the response to mepolizumab and benralizumab could be influenced by single-nucleotide polymorphisms (SNPs), and it would be useful to detect these and use them as predictive biomarkers of response. We conducted a retrospective observational cohort study of 72 Caucasian patients recruited from a tertiary hospital with severe uncontrolled eosinophilic asthma treated with mepolizumab and benralizumab. Polymorphisms in the IL5 (rs4143832, rs17690122), RAD50 (rs11739623, rs4705959), IL1RL1 (rs1420101, rs17026974, rs1921622), GATA2 (rs4857855), IKZF2 (rs12619285), FCGR2A (rs1801274), FCGR2B (rs3219018, rs1050501), FCGR3A (rs10127939, rs396991), FCER1A (rs2251746, rs2427837), FCER1B (rs1441586, rs573790, rs569108), and ZNF415 (rs1054485) genes were analyzed by real-time polymerase chain reaction (PCR) using Taqman probes. The response was analyzed after 12 months of treatment. In patients under mepolizumab treatment, a treatment response defined as a reduction in exacerbations was associated with ZNF415 rs1054485-T (p = 0.042; OR = 5.33; 95% CI = 1.06-30.02), treatment response defined as a reduction in oral corticosteroids use was associated with the number of exacerbations in the previous year (p = 0.029; OR = 3.89; 95% CI = 1.24-14.92), and treatment response defined as improvement in lung function was associated with the age at the beginning of biological therapy (p = 0.002; OR = 1.10; 95% CI = 1.04-1.18), FCER1B rs569108-AA (p < 0.001; OR = 171.06; 95% CI = 12.94-6264.11), and FCER1A rs2427837-A (p = 0.021; OR = 8.61; 95% CI = 1.71-76.62). On the other hand, in patients under benralizumab treatment, treatment response, defined as a reduction in exacerbations, was associated with ZNF415 rs1054485-T (p = 0.073; OR = 1.3 × 108; 95% CI = 1.8 × 10-19-NA), FCER1B rs569108-AA (p = 0.050; OR = 11.51; 95% CI = 1.19-269.78), allergies (p = 0.045; OR = 4.02; 95% CI = 1.05-16.74), and sex (p = 0.028; OR = 4.78; 95% CI = 1.22-20.63); and treatment response defined as improvement in lung function was associated with polyposis (p = 0.027; OR = 9.16; 95% CI = 1.58-91.4), IKZF2 rs12619285-AA (p = 0.019; OR = 9.1; 95% CI = 1.7-75.78), IL5 rs4143832-T (p = 0.017; OR = 11.1; 95% CI = 1.9-112.17), and FCER1B rs1441586-C (p = 0.045; OR = 7.81; 95% CI = 1.16-73.45). The results of this study show the potential influence of the studied polymorphisms on the response to mepolizumab and benralizumab and the clinical benefit that could be obtained by defining predictive biomarkers of treatment response.
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Affiliation(s)
- Susana Rojo-Tolosa
- Respiratory Medicine Department, University Hospital Virgen de las Nieves, 18014 Granada, Spain; (J.A.S.-M.); (A.C.-V.); (M.V.G.-G.); (C.M.-G.)
- Pharmacy Service, Pharmacogenetics Unit, University Hospital Virgen de las Nieves, 18014 Granada, Spain;
| | - José Antonio Sánchez-Martínez
- Respiratory Medicine Department, University Hospital Virgen de las Nieves, 18014 Granada, Spain; (J.A.S.-M.); (A.C.-V.); (M.V.G.-G.); (C.M.-G.)
| | - Alberto Caballero-Vázquez
- Respiratory Medicine Department, University Hospital Virgen de las Nieves, 18014 Granada, Spain; (J.A.S.-M.); (A.C.-V.); (M.V.G.-G.); (C.M.-G.)
| | - Laura Elena Pineda-Lancheros
- Pharmacy Service, Pharmacogenetics Unit, University Hospital Virgen de las Nieves, 18014 Granada, Spain;
- Department of Pharmacy, Faculty of Sciences, National University of Colombia, Bogota Campus, Cra. 30 No. 45-03, Bogotá 11001, Colombia
| | - María Victoria González-Gutiérrez
- Respiratory Medicine Department, University Hospital Virgen de las Nieves, 18014 Granada, Spain; (J.A.S.-M.); (A.C.-V.); (M.V.G.-G.); (C.M.-G.)
| | - Cristina Pérez-Ramírez
- Center of Biomedical Research, Department of Biochemistry and Molecular Biology II, Institute of Nutrition and Food Technology “José Mataix”, University of Granada, Avda. del Conocimiento s/n., 18016 Granada, Spain;
| | - Alberto Jiménez-Morales
- Pharmacy Service, Pharmacogenetics Unit, University Hospital Virgen de las Nieves, 18014 Granada, Spain;
| | - Concepción Morales-García
- Respiratory Medicine Department, University Hospital Virgen de las Nieves, 18014 Granada, Spain; (J.A.S.-M.); (A.C.-V.); (M.V.G.-G.); (C.M.-G.)
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Rojo-Tolosa S, Sánchez-Martínez JA, Pineda-Lancheros LE, Gálvez-Navas JM, González-Gutiérrez MV, Jiménez-Gálvez G, Pérez-Ramírez C, Morales-García C, Jiménez-Morales A. Influence of Genetics on the Response to Omalizumab in Patients with Severe Uncontrolled Asthma with an Allergic Phenotype. Int J Mol Sci 2023; 24:7029. [PMID: 37108192 PMCID: PMC10139019 DOI: 10.3390/ijms24087029] [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: 02/21/2023] [Revised: 04/06/2023] [Accepted: 04/08/2023] [Indexed: 04/29/2023] Open
Abstract
Omalizumab is a monoclonal antibody indicated for the treatment of severe uncontrolled asthma with an allergic phenotype. Its effectiveness could be influenced by clinical variables and single nucleotide polymorphisms (SNPs) in one or more of the genes involved in the mechanism of action and process of response to omalizumab, and these could be used as predictive biomarkers of response. We conducted an observational retrospective cohort study that included patients with severe uncontrolled allergic asthma treated with omalizumab in a tertiary hospital. Satisfactory response after 12 months of treatment was defined as (1) Reduction ≥ 50% of exacerbations or no exacerbations, (2) Improvement of lung function ≥ 10% FEV1, and (3) Reduction ≥ 50% of OCS courses or no OCS. Polymorphisms in the FCER1A (rs2251746, rs2427837), FCER1B (rs1441586, rs573790, rs1054485, rs569108), C3 (rs2230199), FCGR2A (rs1801274), FCGR2B (rs3219018, rs1050501), FCGR3A (rs10127939, rs396991), IL1RL1 (rs1420101, rs17026974, rs1921622), and GATA2 (rs4857855) genes were analyzed by real-time polymerase chain reaction (PCR) using TaqMan probes. A total of 110 patients under treatment with omalizumab were recruited. After 12 months of treatment, the variables associated with a reduction in exacerbations were the absence of polyposis (odds ratio [OR] = 4.22; 95% confidence interval [CI] = 0.95-19.63), IL1RL1 rs17026974-AG (OR = 19.07; 95% CI = 1.27-547), and IL1RL1 rs17026974-GG (OR = 16.76; 95% CI = 1.22-438.76). Reduction in oral corticosteroids (OCS) was associated with age of starting omalizumab treatment (OR = 0.95; 95% CI = 0.91-0.99) and blood eosinophil levels > 300 cells/µL (OR = 2.93; 95% CI = 1.01-9.29). Improved lung function showed a relationship to the absence of chronic obstructive pulmonary disease (COPD) (OR = 12.16; 95% CI = 2.45-79.49), FCGR2B rs3219018-C (OR = 8.6; 95% CI = 1.12-117.15), GATA2 rs4857855-T (OR = 15.98; 95% CI = 1.52-519.57) and FCGR2A rs1801274-G (OR = 13.75; 95% CI = 2.14-142.68; AG vs. AA and OR = 7.46; 95% CI = 0.94-89.12; GG vs. AA). Meeting one response criterion was related to FCER1A rs2251746-TT (OR = 24; 95% CI = 0.77-804.57), meeting two to age of asthma diagnosis (OR = 0.93; 95% CI = 0.88-0.99), and meeting all three to body mass index (BMI) < 25 (OR = 14.23; 95% CI = 3.31-100.77) and C3 rs2230199-C (OR = 3; 95% CI = 1.01-9.92). The results of this study show the possible influence of the polymorphisms studied on the response to omalizumab and the clinical benefit that could be obtained by defining predictive biomarkers of treatment response.
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Affiliation(s)
- Susana Rojo-Tolosa
- Respiratory Medicine Department, University Hospital Virgen de las Nieves, 18014 Granada, Spain; (S.R.-T.)
- Pharmacy Service, Pharmacogenetics Unit, University Hospital Virgen de las Nieves, 18014 Granada, Spain
- Center of Biomedical Research, Department of Biochemistry and Molecular Biology II, Institute of Nutrition and Food Technology “José Mataix”, University of Granada, Avda. del Conocimiento s/n., 18016 Granada, Spain
| | | | - Laura Elena Pineda-Lancheros
- Pharmacy Service, Pharmacogenetics Unit, University Hospital Virgen de las Nieves, 18014 Granada, Spain
- Center of Biomedical Research, Department of Biochemistry and Molecular Biology II, Institute of Nutrition and Food Technology “José Mataix”, University of Granada, Avda. del Conocimiento s/n., 18016 Granada, Spain
| | - José María Gálvez-Navas
- Pharmacy Service, Pharmacogenetics Unit, University Hospital Virgen de las Nieves, 18014 Granada, Spain
- Center of Biomedical Research, Department of Biochemistry and Molecular Biology II, Institute of Nutrition and Food Technology “José Mataix”, University of Granada, Avda. del Conocimiento s/n., 18016 Granada, Spain
- Cancer Registry of Granada, Andalusian School of Public Health, Carretera del Observatorio, 4, 18011 Granada, Spain
| | | | - Gonzalo Jiménez-Gálvez
- Respiratory Medicine Department, University Hospital Virgen de las Nieves, 18014 Granada, Spain; (S.R.-T.)
| | - Cristina Pérez-Ramírez
- Center of Biomedical Research, Department of Biochemistry and Molecular Biology II, Institute of Nutrition and Food Technology “José Mataix”, University of Granada, Avda. del Conocimiento s/n., 18016 Granada, Spain
| | - Concepción Morales-García
- Respiratory Medicine Department, University Hospital Virgen de las Nieves, 18014 Granada, Spain; (S.R.-T.)
| | - Alberto Jiménez-Morales
- Pharmacy Service, Pharmacogenetics Unit, University Hospital Virgen de las Nieves, 18014 Granada, Spain
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Qureshi HA, G Franks Z, Gurung A, Ramanathan M. Scientific Advancements That Empower Us to Understand CRS Pathophysiology. Am J Rhinol Allergy 2023; 37:221-226. [PMID: 36848272 DOI: 10.1177/19458924221148026] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 03/01/2023]
Abstract
BACKGROUND Chronic rhinosinusitis with nasal polyposis (CRSwNP) is a multifactorial inflammatory condition that remains poorly understood. Over the past decade, we have witnessed impressive scientific advancements that have allowed us to better understand the molecular and cellular mechanisms that underlie the inflammatory processes in mucosal diseases including asthma, allergic rhinitis, and CRSwNP. OBJECTIVE The present review aims to summarize and highlight the most recent scientific advancements that have enriched our understanding of CRSwNP. METHODS A comprehensive review of the available literature on the use of new scientific techniques in CRSwNP was performed. We evaluated the most recent evidence from studies using animal models, cell cultures, and genome sequencing techniques and their impact on our understanding of CRSwNP pathophysiology. RESULTS Our understanding of CRSwNP has rapidly progressed with the development of newer scientific techniques to interrogate various pathways involved in its pathogenesis. Animal models remain powerful tools and have elucidated the mechanisms behind esinophilic inflammation in CRSwNP; however, animal models reproducing polyp formation are relatively sparse. 3D cell cultures have significant potential to better dissect the cellular interactions with the sinonasal epithelium and other cell types in CRS. Additionally, some groups are starting to utilize single-cell RNA sequencing to investigate RNA expression in individual cells with high resolution and on a genomic scale. CONCLUSION These emerging scientific technologies represent outstanding opportunities to identify and develop more targeted therapeutics for different pathways that lead to CRSwNP. An additional understanding of these mechanisms will be critical for developing future therapies for CRSwNP.
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Affiliation(s)
- Hannan A Qureshi
- Department of Otolaryngology-Head and Neck Surgery, Johns Hopkins University School of Medicine, Baltimore, Maryland, USA
| | - Zechariah G Franks
- Department of Otolaryngology-Head and Neck Surgery, Johns Hopkins University School of Medicine, Baltimore, Maryland, USA
| | - Asiana Gurung
- Department of Otolaryngology-Head and Neck Surgery, Johns Hopkins University School of Medicine, Baltimore, Maryland, USA
| | - Murugappan Ramanathan
- Department of Otolaryngology-Head and Neck Surgery, Johns Hopkins University School of Medicine, Baltimore, Maryland, USA
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Lal D, Brar T, Ramkumar SP, Li J, Kato A, Zhang L. Genetics and epigenetics of chronic rhinosinusitis. J Allergy Clin Immunol 2023; 151:848-868. [PMID: 36797169 DOI: 10.1016/j.jaci.2023.01.004] [Citation(s) in RCA: 19] [Impact Index Per Article: 19.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/28/2022] [Revised: 01/04/2023] [Accepted: 01/06/2023] [Indexed: 02/16/2023]
Abstract
Discerning the genetics and epigenetics of chronic rhinosinusitis (CRS) may optimize outcomes through early diagnostics, personalized and novel therapeutics, and early prognostication. CRS associated with cystic fibrosis and primary ciliary dyskinesia has well-characterized genetic mutations. Most CRS subjects, however, do not exhibit identifiable monogenic alterations. Clustering in related individuals is seen in CRS with nasal polyps. Spouses of subjects with CRS without nasal polyps also may be at increased risk of the same disease. These observations generate questions on genetic and environmental influences in CRS. Genome-wide association studies have identified variations and polymorphisms between CRS and control subjects in genes related to innate and adaptive immunity. Candidate gene and transcriptomics studies have investigated and identified genetic variations related to immunity, inflammation, epithelial barrier function, stress-response, antigen processing, T-cell regulation, and cytokines in CRS. Epigenetic studies have identified mechanisms through which environmental factors may affect these gene functions. However, causality is not determined for most variations. Inferences drawn from these data must be measured because most investigations report unreplicated results from small study populations. Large, replicated studies in tight cohorts across diverse populations remain a pressing need in studying CRS genetics.
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Affiliation(s)
- Devyani Lal
- Department of Otolaryngology Head and Neck Surgery, Mayo Clinic in Arizona, Phoenix, Ariz.
| | - Tripti Brar
- Department of Otolaryngology Head and Neck Surgery, Mayo Clinic in Arizona, Phoenix, Ariz
| | - Shreya Pusapadi Ramkumar
- Department of Otolaryngology Head and Neck Surgery, Mayo Clinic in Arizona, Phoenix, Ariz; Saint Louis University School of Medicine, St Louis, Mo
| | - Jingyun Li
- Department of Otolaryngology Head and Neck Surgery, Beijing Tongren Hospital, Capital Medical University, Beijing, China; Beijing Tongren Hospital, Capital Medical University, Beijing, China; Department of Allergy, Beijing Tongren Hospital, Capital Medical University, Beijing, China; Beijing Laboratory of Allergic Diseases and Beijing Key Laboratory of Nasal Diseases, Beijing Institute of Otolaryngology, Beijing, China; Research Unit of Diagnosis and Treatment of Chronic Nasal Diseases, Chinese Academy of Medical Sciences, Beijing, China
| | - Atsushi Kato
- Division of Allergy and Immunology, Northwestern University Feinberg School of Medicine, Chicago, Ill
| | - Luo Zhang
- Department of Otolaryngology Head and Neck Surgery, Beijing Tongren Hospital, Capital Medical University, Beijing, China; Beijing Tongren Hospital, Capital Medical University, Beijing, China; Department of Allergy, Beijing Tongren Hospital, Capital Medical University, Beijing, China; Beijing Laboratory of Allergic Diseases and Beijing Key Laboratory of Nasal Diseases, Beijing Institute of Otolaryngology, Beijing, China; Research Unit of Diagnosis and Treatment of Chronic Nasal Diseases, Chinese Academy of Medical Sciences, Beijing, China
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Antonino M, Nicolò M, Jerome Renee L, Federico M, Chiara V, Stefano S, Maria S, Salvatore C, Antonio B, Calvo-Henriquez C, Stefania S, La Mantia I. Single-nucleotide polymorphism in chronic rhinosinusitis: A systematic review. Clin Otolaryngol 2022; 47:14-23. [PMID: 34599556 DOI: 10.1111/coa.13870] [Citation(s) in RCA: 24] [Impact Index Per Article: 12.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/19/2021] [Revised: 09/08/2021] [Accepted: 09/26/2021] [Indexed: 12/21/2022]
Abstract
OBJECTIVES We performed a systematic review on single-nucleotide polymorphisms and risk-related chronic rhinosinusitis. DESIGN AND SETTING A comprehensive review of the last 20 years' English language literature regarding chronic rhinosinusitis and single-nucleotide polymorphisms was performed. We included in the synthesis all the papers reporting gene variation implicated in the pathogenesis of chronic inflammation and polyps. RESULTS We found 12 papers with 9127 patients, of which 2739 CRS cases and 6388 controls. The major comorbidities reported related to chronic rhinosinusitis were atopy in 4555 (49.9%), asthma in 4594 (50.33%), Samter Triad in 448 (4.9%) and eosinophilia in 391 subjects (4.28%). CONCLUSION Our systematic review revealed the major SNPs significantly associated with chronic rhinosinusitis and the specific pathways involved. Given the presence of different extraction methods and samples sequencing, further studies with larger courts are necessary to identify significative single-nucleotide polymorphisms.
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Affiliation(s)
- Maniaci Antonino
- Department of Medical and Surgical Sciences and Advanced Technologies "GF Ingrassia", ENT Section, ENT Department of University of Catania, Catania, Italy
- Department of Biomedical and Biotechnological Sciences (BIOMETEC), University of Catania, Catania, Italy
| | - Musso Nicolò
- Department of Biomedical and Biotechnological Sciences (BIOMETEC), University of Catania, Catania, Italy
| | - Lechien Jerome Renee
- Research Committee of the Young Otolaryngologists, International Federations of ORL Societies, Paris, France
- Department of Human Anatomy and Experimental Oncology, School of Medicine, UMONS Research Institute for Health Sciences and Technology, University of Mons, Mons, Belgium
- Department of Otorhinolaryngology-Head and Neck Surgery, CHU Saint-Pierre, School of Medicine, Université Libre de Bruxelles, Brussels, Belgium
- Department of Otolaryngology-Head and Neck Surgery, Foch Hospital, University of Paris-Saclay), Paris, France
| | - Merlino Federico
- Department of Medical and Surgical Sciences and Advanced Technologies "GF Ingrassia", ENT Section, ENT Department of University of Catania, Catania, Italy
| | - Viglianisi Chiara
- Department of Medical and Surgical Sciences and Advanced Technologies "GF Ingrassia", ENT Section, ENT Department of University of Catania, Catania, Italy
| | - Stracquadanio Stefano
- Department of Biomedical and Biotechnological Sciences (BIOMETEC), Medical Molecular Microbiology and Antibiotic Resistance Laboratory (MMARLab), University of Catania, Catania, Italy
| | - Santagati Maria
- Department of Biomedical and Biotechnological Sciences (BIOMETEC), Medical Molecular Microbiology and Antibiotic Resistance Laboratory (MMARLab), University of Catania, Catania, Italy
| | - Cocuzza Salvatore
- Department of Medical and Surgical Sciences and Advanced Technologies "GF Ingrassia", ENT Section, ENT Department of University of Catania, Catania, Italy
| | - Bonanno Antonio
- Department of Medical and Surgical Sciences and Advanced Technologies "GF Ingrassia", ENT Section, ENT Department of University of Catania, Catania, Italy
| | - Christian Calvo-Henriquez
- Department of Otolaryngology, Task Force COVID-19 of the Young-Otolaryngologists of the International Federations of Oto-Rhino-Laryngological Societies (YO-IFOS), Hospital Complex of Santiago de Compostela, Santiago de Compostela, Spain
| | - Stefani Stefania
- Department of Biomedical and Biotechnological Sciences (BIOMETEC), Medical Molecular Microbiology and Antibiotic Resistance Laboratory (MMARLab), University of Catania, Catania, Italy
| | - Ignazio La Mantia
- Department of Medical and Surgical Sciences and Advanced Technologies "GF Ingrassia", ENT Section, ENT Department of University of Catania, Catania, Italy
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Laulajainen‐Hongisto A, Lyly A, Hanif T, Dhaygude K, Kankainen M, Renkonen R, Donner K, Mattila P, Jartti T, Bousquet J, Kauppi P, Toppila‐Salmi S. Genomics of asthma, allergy and chronic rhinosinusitis: novel concepts and relevance in airway mucosa. Clin Transl Allergy 2020; 10:45. [PMID: 33133517 PMCID: PMC7592594 DOI: 10.1186/s13601-020-00347-6] [Citation(s) in RCA: 22] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/12/2020] [Accepted: 09/25/2020] [Indexed: 12/14/2022] Open
Abstract
Genome wide association studies (GWASs) have revealed several airway disease-associated risk loci. Their role in the onset of asthma, allergic rhinitis (AR) or chronic rhinosinusitis (CRS), however, is not yet fully understood. The aim of this review is to evaluate the airway relevance of loci and genes identified in GWAS studies. GWASs were searched from databases, and a list of loci associating significantly (p < 10-8) with asthma, AR and CRS was created. This yielded a total of 267 significantly asthma/AR-associated loci from 31 GWASs. No significant CRS -associated loci were found in this search. A total of 170 protein coding genes were connected to these loci. Of these, 76/170 (44%) showed bronchial epithelial protein expression in stained microscopic figures of Human Protein Atlas (HPA), and 61/170 (36%) had a literature report of having airway epithelial function. Gene ontology (GO) and Kyoto Encyclopedia of Genes and Genomes (KEGG) annotation analyses were performed, and 19 functional protein categories were found as significantly (p < 0.05) enriched among these genes. These were related to cytokine production, cell activation and adaptive immune response, and all were strongly connected in network analysis. We also identified 15 protein pathways that were significantly (p < 0.05) enriched in these genes, related to T-helper cell differentiation, virus infection, JAK-STAT signaling pathway, and asthma. A third of GWAS-level risk loci genes of asthma or AR seemed to have airway epithelial functions according to our database and literature searches. In addition, many of the risk loci genes were immunity related. Some risk loci genes also related to metabolism, neuro-musculoskeletal or other functions. Functions overlapped and formed a strong network in our pathway analyses and are worth future studies of biomarker and therapeutics.
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Affiliation(s)
- Anu Laulajainen‐Hongisto
- Department of Otorhinolaryngology–Head and Neck SurgeryUniversity of Helsinki and Helsinki University HospitalP.O.Box 263Kasarmikatu 11‐1300029 HUSHelsinkiFinland
- Laboratory of Cellular and Molecular ImmunologyInstitute of Microbiology of the Czech Academy of SciencesPragueCzech Republic
| | - Annina Lyly
- Department of Otorhinolaryngology–Head and Neck SurgeryUniversity of Helsinki and Helsinki University HospitalP.O.Box 263Kasarmikatu 11‐1300029 HUSHelsinkiFinland
- Skin and Allergy HospitalUniversity of Helsinki and Helsinki University HospitalHelsinkiFinland
| | | | | | - Matti Kankainen
- HUS Diagnostic CenterHelsinki University HospitalHelsinkiFinland
- Hematology Research Unit HelsinkiDepartment of HematologyHelsinki University Hospital Comprehensive Cancer CenterHelsinkiFinland
- Translational Immunology Research Program and Department of Clinical ChemistryUniversity of HelsinkiHelsinkiFinland
| | - Risto Renkonen
- Haartman InstituteUniversity of HelsinkiHelsinkiFinland
- HUS Diagnostic CenterHelsinki University HospitalHelsinkiFinland
| | - Kati Donner
- Hematology Research Unit HelsinkiDepartment of HematologyHelsinki University Hospital Comprehensive Cancer CenterHelsinkiFinland
| | - Pirkko Mattila
- Haartman InstituteUniversity of HelsinkiHelsinkiFinland
- Hematology Research Unit HelsinkiDepartment of HematologyHelsinki University Hospital Comprehensive Cancer CenterHelsinkiFinland
| | - Tuomas Jartti
- Department of Pediatrics and Adolescent MedicineTurku University Hospital and University of TurkuTurkuFinland
| | - Jean Bousquet
- Université MontpellierMontpellierFrance
- MACVIA‐FranceMontpellierFrance
- Corporate Member of Freie Universität BerlinHumboldt‐Universität Zu BerlinBerlin Institute of HealthComprehensive Allergy CenterDepartment of Dermatology and AllergyCharité–Universitätsmedizin BerlinBerlinGermany
| | - Paula Kauppi
- Skin and Allergy HospitalUniversity of Helsinki and Helsinki University HospitalHelsinkiFinland
| | - Sanna Toppila‐Salmi
- Skin and Allergy HospitalUniversity of Helsinki and Helsinki University HospitalHelsinkiFinland
- Haartman InstituteUniversity of HelsinkiHelsinkiFinland
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