1
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Son YL, Pak K, Muradagha N, Heo KW, Leichtle A, Kurabi A. Resolution of otitis media in a humanized mouse model. Front Genet 2022; 13:958540. [PMID: 36437913 PMCID: PMC9682244 DOI: 10.3389/fgene.2022.958540] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/31/2022] [Accepted: 10/20/2022] [Indexed: 12/19/2023] Open
Abstract
Otitis media (OM) is one of the largest public health problems of children and has devastating impacts in developing countries. The substantial medical and human costs involved have led to research to understand the disease and improve treatment. Animal models of OM have yielded critical information about the immune, inflammatory and genetic mechanisms of OM. However, it is important to link animal studies to human immune and inflammatory responses. In recent years, "humanized" mice have become a valuable tool to study the human immune system in an animal model. Here we describe the first use of humanized mice to study OM. We demonstrate that humanized mice with a sufficient degree of engraftment recapitulate a normal middle ear (ME) inflammatory response to bacterial infection, including the recruitment of human immune cells, and exhibit normal recovery. Moreover, these animals exhibit regulated expression of human-specific immune and inflammatory genes in the ME. In contrast, mice with insufficient engraftment fail to resolve OM. This model has many potential uses in OM research, including using hematopoietic stem cells from patients with differing degrees of OM susceptibility, to understand the role of human immune responses in proneness to this common childhood disease.
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Affiliation(s)
- Ye Lin Son
- Department of Surgery/Otolaryngology, School of Medicine, University of California San Diego, La Jolla, CA, United States
| | - Kwang Pak
- Department of Surgery/Otolaryngology, School of Medicine, University of California San Diego, La Jolla, CA, United States
| | - Nada Muradagha
- Department of Surgery/Otolaryngology, School of Medicine, University of California San Diego, La Jolla, CA, United States
| | - Kyung Wook Heo
- Department of Otorhinolaryngology, Head and Neck Surgery, Inje University Busan Paik Hospital, Busan, Korea
| | - Anke Leichtle
- Department of Otorhinolaryngology, Head and Neck Surgery, University Hospital Schleswig-Holstein, Lübeck, Germany
| | - Arwa Kurabi
- Department of Surgery/Otolaryngology, School of Medicine, University of California San Diego, La Jolla, CA, United States
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2
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Morris MC, Chapman TJ, Pichichero ME, Broderick G. Immune Network Modeling Predicts Specific Nasopharyngeal and Peripheral Immune Dysregulation in Otitis-Prone Children. Front Immunol 2020; 11:1168. [PMID: 32595639 PMCID: PMC7301607 DOI: 10.3389/fimmu.2020.01168] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/04/2019] [Accepted: 05/12/2020] [Indexed: 11/18/2022] Open
Abstract
Acute otitis media (AOM) pathogenesis involves nasopharyngeal colonization by potential otopathogens and a viral co-infection. Stringently-defined otitis prone (sOP) children show characteristic patterns of immune dysfunction. We hypothesized that otitis proneness is largely a result of altered signaling between immune components that are otherwise competent, resulting in increased susceptibility to infection by bacterial otopathogens. To test this, we constructed a regulatory immune network model linking immune cells and signaling elements known to be involved in AOM and/or dysregulated in sOP children. The alignment of immune response mechanisms with data from in vivo and in vitro experimental observations produced 82 putative immune network models, each describing variants of immune regulatory networks consistent with available observations. Analysis of these models suggested that new measurements of serum levels of IL-4 and CXCL8 could refine competing models and resulted in the elimination of 38 of the models. Further analysis of the remaining 44 models suggested specific deviations in the predicted regulation of nasopharyngeal and peripheral immunity during response to AOM. Specifically, immune responses active in sOP children during AOM were characterized by early and constitutive activation of pro-inflammatory signaling in the nasopharynx and a Th2- and Treg-dominated profile in the periphery. We conclude that sOP children have altered regulation of key immune mediators during both health and pathogenesis. This altered regulation may be amenable to therapeutic intervention.
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Affiliation(s)
- Matthew C. Morris
- Center for Clinical Systems Biology, Research Institute, Rochester General Hospital, Rochester, NY, United States
| | - Timothy J. Chapman
- Center for Infectious Diseases and Immunology, Research Institute, Rochester General Hospital, Rochester, NY, United States
| | - Michael E. Pichichero
- Center for Infectious Diseases and Immunology, Research Institute, Rochester General Hospital, Rochester, NY, United States
| | - Gordon Broderick
- Center for Clinical Systems Biology, Research Institute, Rochester General Hospital, Rochester, NY, United States
- Department of Biomedical Engineering, Rochester Institute of Technology, Rochester, NY, United States
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3
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Komatsu K, Nam DH, Lee JY, Yoneda G, Yan C, Li JD. Vinpocetine Suppresses Streptococcus pneumoniae-Induced Inflammation via Inhibition of ERK1 by CYLD. THE JOURNAL OF IMMUNOLOGY 2020; 204:933-942. [PMID: 31900337 DOI: 10.4049/jimmunol.1901299] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/28/2019] [Accepted: 12/05/2019] [Indexed: 12/21/2022]
Abstract
Otitis media (OM) is the most common bacterial infection in children. It remains a major health problem and a substantial socioeconomic burden. Streptococcus pneumoniae (S. pneumoniae) is one of the most common bacterial pathogens causing OM. Innate inflammatory response plays a critical role in host defense against bacterial pathogens. However, if excessive, it has a detrimental impact on the middle ear, leading to middle ear inflammation, a hallmark of OM. Currently, there has been limited success in developing effective therapeutic agents to suppress inflammation without serious side effects. In this study, we show that vinpocetine, an antistroke drug, suppressed S. pneumoniae-induced inflammatory response in cultured middle ear epithelial cells as well as in the middle ear of mice. Interestingly, vinpocetine inhibited S. pneumoniae-induced inflammation via upregulating a key negative regulator cylindromatosis (CYLD). Moreover, CYLD suppressed S. pneumoniae-induced inflammation via inhibiting the activation of ERK. Importantly, the postinfection administration of vinpocetine markedly inhibited middle ear inflammation induced by S. pneumoniae in a well-established mouse OM model. These studies provide insights into the molecular mechanisms underlying the tight regulation of inflammation via inhibition of ERK by CYLD and identified vinpocetine as a potential therapeutic agent for suppressing the inflammatory response in the pathogenesis of OM via upregulating negative regulator CYLD expression.
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Affiliation(s)
- Kensei Komatsu
- Center for Inflammation, Immunity and Infection, Institute for Biomedical Sciences, Georgia State University, Atlanta, GA 30303
| | - Dae-Hwan Nam
- Center for Inflammation, Immunity and Infection, Institute for Biomedical Sciences, Georgia State University, Atlanta, GA 30303
| | - Ji-Yun Lee
- Center for Inflammation, Immunity and Infection, Institute for Biomedical Sciences, Georgia State University, Atlanta, GA 30303.,College of Pharmacy, Chung-Ang University, Dongjak-gu, Seoul 06974, South Korea; and
| | - Go Yoneda
- Center for Inflammation, Immunity and Infection, Institute for Biomedical Sciences, Georgia State University, Atlanta, GA 30303
| | - Chen Yan
- Aab Cardiovascular Research Institute and Department of Medicine, University of Rochester Medical Center, Rochester, NY 14642
| | - Jian-Dong Li
- Center for Inflammation, Immunity and Infection, Institute for Biomedical Sciences, Georgia State University, Atlanta, GA 30303;
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4
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Wigand M, Hoffmann TK, Ryan AF, Wollenberg B, Leichtle A. [The role of innate immunity in otitis media]. HNO 2019; 66:464-471. [PMID: 29589044 DOI: 10.1007/s00106-018-0501-x] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/07/2023]
Abstract
Otitis media (OM) belongs to the most common pediatric diseases and causes more medical contacts, surgical interventions, and drug prescriptions than any other infectious disease. Recent findings have identified a critical role of innate immunity in recovery from OM. The middle ear mucosa identifies invading pathogens by sensing pathogen-associated molecule patterns (PAMPs) via pattern recognition receptors such as the Toll-like receptors (TLRs). They generate immediate antimicrobial responses and cytokine release, leading to an inflammatory reaction as seen in acute or chronic OM. Cross-talk between TLRs can enhance or suppress the healing process in the middle ear. In order to prevent over-activation on the one hand and insufficient immune response on the other, the signaling network between different TLRs must be integrated and controlled by positive and negative feedback loops. This guarantees a proper immune response in the middle ear after infection. In this review, we focus on the involvement of the innate immune system and TLRs in OM, as well on their relevance for new vaccination strategies and immunotherapies.
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Affiliation(s)
- M Wigand
- Klinik für Hals‑, Nasen‑, Ohrenheilkunde, Kopf und Halschirurgie, Universitätsklinik Ulm, Frauensteige 12, 89075, Ulm, Deutschland
| | - T K Hoffmann
- Klinik für Hals‑, Nasen‑, Ohrenheilkunde, Kopf und Halschirurgie, Universitätsklinik Ulm, Frauensteige 12, 89075, Ulm, Deutschland
| | - A F Ryan
- Dept. of Otolaryngology, University of California San Diego, (UCSD), San Diego, USA
| | - B Wollenberg
- Klinik für Hals‑, Nasen‑, Ohrenheilkunde, Universitätsklinikum Schleswig Holstein, Campus Lübeck, Ratzeburger Allee 160, 23538, Lübeck, Deutschland
| | - A Leichtle
- Klinik für Hals‑, Nasen‑, Ohrenheilkunde, Kopf und Halschirurgie, Universitätsklinik Ulm, Frauensteige 12, 89075, Ulm, Deutschland.
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Preciado D, Granath A, Lin J, Val S, Kurabi A, Johnston N, Vijayasekaran S, Valdez T, Depireux D, Hermansson A. Panel 8: Report on Recent Advances in Molecular and Cellular Biochemistry. Otolaryngol Head Neck Surg 2017; 156:S106-S113. [PMID: 28372528 DOI: 10.1177/0194599816658290] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
Abstract
Objectives To update the medical literature on recent cellular and molecular advances in otitis media disease models with a principal focus on developments in the past 5 years. We also aim to explain recent translational advances in cellular and molecular biology that have influenced our understanding and management of otitis media. Data Sources PubMed-indexed peer-reviewed articles. Review Methods A comprehensive review of the literature was conducted with the term otitis media and the following search terms: molecular biology, cell biology, innate immunity, oxidative stress, mucins, molecular diagnostics. Included articles were published in the English language from January 1, 2010, to July 31, 2015. Implications for Practice The molecular understanding of otitis media disease progression has rapidly advanced over the last 5 years. The roles of inflammation, mucins, and cell signaling mechanisms have been elucidated and defined. Advances in the field provide a plethora of opportunities for innovative molecular targeting in the development of novel therapeutic strategies for otitis media.
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Affiliation(s)
- Diego Preciado
- 1 Shiekh Zayed Institute for Pediatric Surgical Innovation, Pediatric Otolaryngology, Children's National Health System, Washington, DC, USA
| | - Anna Granath
- 2 Department of Clinical Science, Intervention and Technology (CLINTEC), Karolinska Institute, Stockholm, Sweden
| | - Jizhen Lin
- 3 Department of Otolaryngology, University of Minnesota, Minneapolis, Minnesota, USA
| | - Stéphanie Val
- 1 Shiekh Zayed Institute for Pediatric Surgical Innovation, Pediatric Otolaryngology, Children's National Health System, Washington, DC, USA
| | - Arwa Kurabi
- 4 Division of Otolaryngology, Department of Surgery, University of California, San Diego, California, USA
| | - Nikki Johnston
- 5 Department of Otolaryngology and Communication Sciences, Medical College of Wisconsin, Milwaukee, Wisconsin, USA
| | - Shyan Vijayasekaran
- 6 Department of Surgery, Paediatrics and Child Health, University of Western Australia, Perth, Australia
| | - Tulio Valdez
- 7 Division of Pediatric Otolaryngology, Connecticut Children's Hospital, Hartford, Connecticut, USA
| | - Didier Depireux
- 8 Institute for Systems Research, University of Maryland, College Park, Maryland, USA
| | - Ann Hermansson
- 9 Departments of Otolaryngology, Oral and Maxillofacial Surgery, and Pediatrics, Lund University, Lund, Sweden
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6
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Lin J, Hafrén H, Kerschner J, Jian-Dong L, Brown S, Zheng QY, Preciado D, Nakamura Y, Huang Q, Zhang Y. Panel 3: Genetics and Precision Medicine of Otitis Media. Otolaryngol Head Neck Surg 2017; 156:S41-S50. [PMID: 28372532 PMCID: PMC6211190 DOI: 10.1177/0194599816685559] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/30/2015] [Accepted: 12/01/2016] [Indexed: 12/31/2022]
Abstract
Objective The objective is to perform a comprehensive review of the literature up to 2015 on the genetics and precision medicine relevant to otitis media. Data Sources PubMed database of the National Library of Medicine. Review Methods Two subpanels were formed comprising experts in the genetics and precision medicine of otitis media. Each of the panels reviewed the literature in their respective fields and wrote draft reviews. The reviews were shared with all panel members, and a merged draft was created. The entire panel met at the 18th International Symposium on Recent Advances in Otitis Media in June 2015 and discussed the review and refined the content. A final draft was made, circulated, and approved by the panel members. Conclusion Many genes relevant to otitis media have been identified in the last 4 years in advancing our knowledge regarding the predisposition of the middle ear mucosa to commensals and pathogens. Advances include mutant animal models and clinical studies. Many signaling pathways are involved in the predisposition of otitis media. Implications for Practice New knowledge on the genetic background relevant to otitis media forms a basis of novel potential interventions, including potential new ways to treat otitis media.
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Affiliation(s)
- Jizhen Lin
- Department of Otolaryngology–Head and Neck Surgery, University of Minnesota, Minneapolis, Minnesota, USA
| | - Hena Hafrén
- Departments of Otorhinolaryngology–Head and Neck Surgery, Helsinki University Hospital, Helsinki, Finland
| | - Joseph Kerschner
- Department of Otorhinolaryngology and Communication Sciences, Medical College of Wisconsin, Milwaukee, Wisconsin, USA
| | - Li Jian-Dong
- Center for Inflammation, Immunity and Infection, Institute for Biomedical Sciences, Georgia State University, Atlanta, Georgia, USA
| | - Steve Brown
- Medical Research Council Harwell Institute, Oxfordshire, UK
| | - Qing Y. Zheng
- Department of Otolaryngology–Head and Neck Surgery, Case Western University, Cleveland, Ohio, USA
| | - Diego Preciado
- Shiekh Zayed Institute for Pediatric Surgical Innovation, Pediatric Otolaryngology, Children’s National Health System, Washington, DC, USA
| | | | - Qiuhong Huang
- Department of Otolaryngology, Sun Yat-sen University, Guangzhou, China
| | - Yan Zhang
- Department of Otolaryngology, Second Affiliated Hospital, Xi’an Jiaotong University, Xi’an, China
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7
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Abstract
Otitis media (OM) is a common disease in young children, accounting for more office visits and surgeries than any other pediatric condition. It is associated with an estimated cost of five billion dollars annually in the USA. Moreover, chronic and recurrent middle ear (ME) disease leads to hearing loss during critical periods of language acquisition and learning leading to delays in reaching developmental milestones and risking permanent damage to the ME and inner ear in severe cases. Therefore, research to understand the disease pathogenesis and identify new therapeutics is important. Although OM is a multifactorial disease, targeting the molecular mechanisms that drive inflammation and OM resolution is critical. In this review, we discuss the current evidence suggesting that innate immune receptors and effectors play key roles in OM by mediating both the ME inflammatory responses and recovery.
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Patarčić I, Gelemanović A, Kirin M, Kolčić I, Theodoratou E, Baillie KJ, de Jong MD, Rudan I, Campbell H, Polašek O. The role of host genetic factors in respiratory tract infectious diseases: systematic review, meta-analyses and field synopsis. Sci Rep 2015; 5:16119. [PMID: 26524966 PMCID: PMC4630784 DOI: 10.1038/srep16119] [Citation(s) in RCA: 47] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/20/2015] [Accepted: 10/09/2015] [Indexed: 12/17/2022] Open
Abstract
Host genetic factors have frequently been implicated in respiratory infectious diseases, often with inconsistent results in replication studies. We identified 386 studies from the total of 24,823 studies identified in a systematic search of four bibliographic databases. We performed meta-analyses of studies on tuberculosis, influenza, respiratory syncytial virus, SARS-Coronavirus and pneumonia. One single-nucleotide polymorphism from IL4 gene was significant for pooled respiratory infections (rs2070874; 1.66 [1.29–2.14]). We also detected an association of TLR2 gene with tuberculosis (rs5743708; 3.19 [2.03–5.02]). Subset analyses identified CCL2 as an additional risk factor for tuberculosis (rs1024611; OR = 0.79 [0.72–0.88]). The IL4-TLR2-CCL2 axis could be a highly interesting target for translation towards clinical use. However, this conclusion is based on low credibility of evidence - almost 95% of all identified studies had strong risk of bias or confounding. Future studies must build upon larger-scale collaborations, but also strictly adhere to the highest evidence-based principles in study design, in order to reduce research waste and provide clinically translatable evidence.
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Affiliation(s)
- Inga Patarčić
- Department of Public Health, University of Split School of Medicine, Split, Croatia
| | - Andrea Gelemanović
- Department of Public Health, University of Split School of Medicine, Split, Croatia
| | - Mirna Kirin
- Department of Public Health, University of Split School of Medicine, Split, Croatia
| | - Ivana Kolčić
- Department of Public Health, University of Split School of Medicine, Split, Croatia
| | - Evropi Theodoratou
- Centre for Global Health Research, Usher Institute of Population Health Sciences and Informatics , University of Edinburgh, Edinburgh, UK
| | - Kenneth J Baillie
- Roslin Institute, University of Edinburgh, Midlothian, UK.,Intensive Care Unit, Royal Infirmary of Edinburgh, Edinburgh, UK
| | - Menno D de Jong
- Department of Medical Microbiology, Academic Medical Centre, University of Amsterdam, Amsterdam, The Netherlands
| | - Igor Rudan
- Centre for Global Health Research, Usher Institute of Population Health Sciences and Informatics , University of Edinburgh, Edinburgh, UK
| | - Harry Campbell
- Centre for Global Health Research, Usher Institute of Population Health Sciences and Informatics , University of Edinburgh, Edinburgh, UK
| | - Ozren Polašek
- Department of Public Health, University of Split School of Medicine, Split, Croatia.,Centre for Global Health Research, Usher Institute of Population Health Sciences and Informatics , University of Edinburgh, Edinburgh, UK
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Esposito S, Marchisio P, Orenti A, Spena S, Bianchini S, Nazzari E, Rosazza C, Zampiero A, Biganzoli E, Principi N. Genetic Polymorphisms of Functional Candidate Genes and Recurrent Acute Otitis Media With or Without Tympanic Membrane Perforation. Medicine (Baltimore) 2015; 94:e1860. [PMID: 26496338 PMCID: PMC4620788 DOI: 10.1097/md.0000000000001860] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/04/2022] Open
Abstract
Evaluation of the genetic contribution to the development of recurrent acute otitis media (rAOM) remains challenging. This study aimed to evaluate the potential association between single nucleotide polymorphisms (SNPs) in selected genes and rAOM and to analyze whether genetic variations might predispose to the development of complicated recurrent cases, such as those with tympanic membrane perforation (TMP).A total of 33 candidate genes and 47 SNPs were genotyped in 200 children with rAOM (116 with a history of TMP) and in 200 healthy controls.INFγ rs 12369470CT was significantly less common in the children with rAOM than in healthy controls (odds ratio [OR] 0.5, 95% confidence interval [CI] 0.25-1, P = 0.04). Although not significant, interleukin (IL)-1β rs 1143627G and toll-like receptor (TLR)-4 rs2737191AG were less frequently detected in the children with rAOM than in controls. The opposite was true for IL-8 rs2227306CT, which was found more frequently in the children with rAOM than in healthy controls. The IL-10 rs1800896TC SNP and the IL-1α rs6746923A and AG SNPs were significantly more and less common, respectively, among children without a history of TMP than among those who suffered from this complication (OR 2.17, 95% CI 1.09-4.41, P = 0.02, and OR 0.42, 95% CI 0.21-0.84, P = 0.01).This study is the first report suggesting an association between variants in genes encoding for factors of innate or adaptive immunity and the occurrence of rAOM with or without TMP, which confirms the role of genetics in conditioning susceptibility to AOM.
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Affiliation(s)
- Susanna Esposito
- From the Pediatric High Intensive Care Unit, Department of Pathophysiology and Transplantation, Università degli Studi di Milano, Fondazione IRCCS Ca' Granda Ospedale Maggiore Policlinico, Milan, Italy (SE, PM, SS, SB, EN, CR, AZ, NP); and Unit of Medical Statistics, Biometry and Bioinformatics "G.A. Maccacaro", Department of Clinical Sciences and Community Health, Università degli Studi di Milano, Fondazione IRCCS Istituto Nazionale Tumori, Milan, Italy (AO, EB)
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10
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Mittal R, Lisi CV, Gerring R, Mittal J, Mathee K, Narasimhan G, Azad RK, Yao Q, Grati M, Yan D, Eshraghi AA, Angeli SI, Telischi FF, Liu XZ. Current concepts in the pathogenesis and treatment of chronic suppurative otitis media. J Med Microbiol 2015; 64:1103-1116. [PMID: 26248613 DOI: 10.1099/jmm.0.000155] [Citation(s) in RCA: 122] [Impact Index Per Article: 12.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/22/2022] Open
Abstract
Otitis media (OM) is an inflammation of the middle ear associated with infection. Despite appropriate therapy, acute OM (AOM) can progress to chronic suppurative OM (CSOM) associated with ear drum perforation and purulent discharge. The effusion prevents the middle ear ossicles from properly relaying sound vibrations from the ear drum to the oval window of the inner ear, causing conductive hearing loss. In addition, the inflammatory mediators generated during CSOM can penetrate into the inner ear through the round window. This can cause the loss of hair cells in the cochlea, leading to sensorineural hearing loss. Pseudomonas aeruginosa and Staphylococcus aureus are the most predominant pathogens that cause CSOM. Although the pathogenesis of AOM is well studied, very limited research is available in relation to CSOM. With the emergence of antibiotic resistance as well as the ototoxicity of antibiotics and the potential risks of surgery, there is an urgent need to develop effective therapeutic strategies against CSOM. This warrants understanding the role of host immunity in CSOM and how the bacteria evade these potent immune responses. Understanding the molecular mechanisms leading to CSOM will help in designing novel treatment modalities against the disease and hence preventing the hearing loss.
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Affiliation(s)
- Rahul Mittal
- Department of Otolaryngology, University of Miami Miller School of Medicine, Miami, FL, USA
| | - Christopher V Lisi
- Department of Otolaryngology, University of Miami Miller School of Medicine, Miami, FL, USA
| | - Robert Gerring
- Department of Otolaryngology, University of Miami Miller School of Medicine, Miami, FL, USA
| | - Jeenu Mittal
- Department of Otolaryngology, University of Miami Miller School of Medicine, Miami, FL, USA
| | - Kalai Mathee
- Department of Human and Molecular Genetics, Herbert Wertheim College of Medicine, Florida International University, Miami, FL, USA
| | - Giri Narasimhan
- Bioinformatics Research Group (BioRG), School of Computing and Information Sciences, Florida International University, Miami, FL, USA
| | - Rajeev K Azad
- Department of Biological Sciences and Mathematics, University of North Texas, Denton, TX, USA
| | - Qi Yao
- Department of Otolaryngology, University of Miami Miller School of Medicine, Miami, FL, USA
| | - M'hamed Grati
- Department of Otolaryngology, University of Miami Miller School of Medicine, Miami, FL, USA
| | - Denise Yan
- Department of Otolaryngology, University of Miami Miller School of Medicine, Miami, FL, USA
| | - Adrien A Eshraghi
- Department of Otolaryngology, University of Miami Miller School of Medicine, Miami, FL, USA
| | - Simon I Angeli
- Department of Otolaryngology, University of Miami Miller School of Medicine, Miami, FL, USA
| | - Fred F Telischi
- Department of Otolaryngology, University of Miami Miller School of Medicine, Miami, FL, USA
| | - Xue-Zhong Liu
- Department of Otolaryngology, University of Miami Miller School of Medicine, Miami, FL, USA
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