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Li Y, Tao X, Ye S, Tai Q, You YA, Huang X, Liang M, Wang K, Wen H, You C, Zhang Y, Zhou X. A T-Cell-Derived 3-Gene Signature Distinguishes SARS-CoV-2 from Common Respiratory Viruses. Viruses 2024; 16:1029. [PMID: 39066192 PMCID: PMC11281602 DOI: 10.3390/v16071029] [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: 04/28/2024] [Revised: 06/06/2024] [Accepted: 06/21/2024] [Indexed: 07/28/2024] Open
Abstract
Research on the host responses to respiratory viruses could help develop effective interventions and therapies against the current and future pandemics from the host perspective. To explore the pathogenesis that distinguishes SARS-CoV-2 infections from other respiratory viruses, we performed a multi-cohort analysis with integrated bioinformatics and machine learning. We collected 3730 blood samples from both asymptomatic and symptomatic individuals infected with SARS-CoV-2, seasonal human coronavirus (sHCoVs), influenza virus (IFV), respiratory syncytial virus (RSV), or human rhinovirus (HRV) across 15 cohorts. First, we identified an enhanced cellular immune response but limited interferon activities in SARS-CoV-2 infection, especially in asymptomatic cases. Second, we identified a SARS-CoV-2-specific 3-gene signature (CLSPN, RBBP6, CCDC91) that was predominantly expressed by T cells, could distinguish SARS-CoV-2 infection, including Omicron, from other common respiratory viruses regardless of symptoms, and was predictive of SARS-CoV-2 infection before detectable viral RNA on RT-PCR testing in a longitude follow-up study. Thereafter, a user-friendly online tool, based on datasets collected here, was developed for querying a gene of interest across multiple viral infections. Our results not only identify a unique host response to the viral pathogenesis in SARS-CoV-2 but also provide insights into developing effective tools against viral pandemics from the host perspective.
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Affiliation(s)
- Yang Li
- Beijing International Center for Mathematical Research, Peking University, Beijing 100871, China;
- Chongqing Research Institute of Big Data, Peking University, Chongqing 400041, China; (X.T.); (X.H.)
| | - Xinya Tao
- Chongqing Research Institute of Big Data, Peking University, Chongqing 400041, China; (X.T.); (X.H.)
| | - Sheng Ye
- Chongqing Center for Disease Control and Prevention, Chongqing 400707, China;
| | - Qianchen Tai
- Department of Probability and Statistics, School of Mathematical Sciences, Peking University, Beijing 100091, China;
| | - Yu-Ang You
- Institute of Pharmaceutical Science, King’s College London, London WC2R 2LS, UK;
| | - Xinting Huang
- Chongqing Research Institute of Big Data, Peking University, Chongqing 400041, China; (X.T.); (X.H.)
| | - Mifang Liang
- NHC Key Laboratory of Medical Virology and Viral Diseases, National Institute for Viral Disease Control and Prevention, Chinese Center for Disease Control and Prevention, Beijing 102206, China;
| | - Kai Wang
- Key Laboratory of Molecular Biology for Infectious Diseases (Ministry of Education), Department of Infectious Diseases, Institute for Viral Hepatitis, The Second Affiliated Hospital of Chongqing Medical University, Chongqing 400010, China;
| | - Haiyan Wen
- Chongqing International Travel Health Care Center, Chongqing 401120, China;
| | - Chong You
- Beijing International Center for Mathematical Research, Peking University, Beijing 100871, China;
- Chongqing Research Institute of Big Data, Peking University, Chongqing 400041, China; (X.T.); (X.H.)
- Shanghai Institute for Mathematics and Interdisciplinary Sciences, Fudan University, Shanghai 200433, China
| | - Yan Zhang
- Sports & Medicine Integration Research Center (SMIRC), Capital University of Physical Education and Sports, Beijing 100088, China
| | - Xiaohua Zhou
- Beijing International Center for Mathematical Research, Peking University, Beijing 100871, China;
- Chongqing Research Institute of Big Data, Peking University, Chongqing 400041, China; (X.T.); (X.H.)
- Department of Probability and Statistics, School of Mathematical Sciences, Peking University, Beijing 100091, China;
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2
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Gambadauro A, Galletta F, Li Pomi A, Manti S, Piedimonte G. Immune Response to Respiratory Viral Infections. Int J Mol Sci 2024; 25:6178. [PMID: 38892370 PMCID: PMC11172738 DOI: 10.3390/ijms25116178] [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: 05/07/2024] [Revised: 05/29/2024] [Accepted: 05/31/2024] [Indexed: 06/21/2024] Open
Abstract
The respiratory system is constantly exposed to viral infections that are responsible for mild to severe diseases. In this narrative review, we focalized the attention on respiratory syncytial virus (RSV), influenza virus, and severe acute respiratory syndrome-coronavirus-2 (SARS-CoV-2) infections, responsible for high morbidity and mortality in the last decades. We reviewed the human innate and adaptive immune responses in the airways following infection, focusing on a particular population: newborns and pregnant women. The recent Coronavirus disease-2019 (COVID-19) pandemic has highlighted how our interest in viral pathologies must not decrease. Furthermore, we must increase our knowledge of infection mechanisms to improve our future defense strategies.
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Affiliation(s)
- Antonella Gambadauro
- Pediatric Unit, Department of Human Pathology in Adult and Developmental Age “Gaetano Barresi”, University of Messina, Via Consolare Valeria 1, 98124 Messina, Italy; (A.G.); (F.G.); (A.L.P.)
| | - Francesca Galletta
- Pediatric Unit, Department of Human Pathology in Adult and Developmental Age “Gaetano Barresi”, University of Messina, Via Consolare Valeria 1, 98124 Messina, Italy; (A.G.); (F.G.); (A.L.P.)
| | - Alessandra Li Pomi
- Pediatric Unit, Department of Human Pathology in Adult and Developmental Age “Gaetano Barresi”, University of Messina, Via Consolare Valeria 1, 98124 Messina, Italy; (A.G.); (F.G.); (A.L.P.)
| | - Sara Manti
- Pediatric Unit, Department of Human Pathology in Adult and Developmental Age “Gaetano Barresi”, University of Messina, Via Consolare Valeria 1, 98124 Messina, Italy; (A.G.); (F.G.); (A.L.P.)
| | - Giovanni Piedimonte
- Office for Research and Departments of Pediatrics, Biochemistry, and Molecular Biology, Tulane University, New Orleans, LA 70112, USA;
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3
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Parsons EL, Kim JS, Malloy AMW. Development of innate and adaptive immunity to RSV in young children. Cell Immunol 2024; 399-400:104824. [PMID: 38615612 DOI: 10.1016/j.cellimm.2024.104824] [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: 12/24/2023] [Revised: 02/29/2024] [Accepted: 03/25/2024] [Indexed: 04/16/2024]
Abstract
Infection of the respiratory tract with respiratory syncytial virus (RSV) is common and occurs repeatedly throughout life with most severe disease occurring at the extremes of age: in young infants and the elderly. Effective anti-viral therapeutics are not available and therefore prevention has been the primary strategy for reducing the disease burden. Our current understanding of respiratory mucosal cell biology and the immune response within the respiratory tract is inadequate to prevent infection caused by a pathogen like RSV that does not disseminate outside of this environment. Gaps in our understanding of the activation of innate and adaptive immunity in response to RSV and the role of age upon infection also limit improvements in the design of therapeutics and vaccines for young infants. However, advancements in structural biology have improved our ability to characterize antibodies against viral proteins and in 2023 the first vaccines for those over 60 years and pregnant women became available, potentially reducing the burden of disease. This review will examine our current understanding of the critical facets of anti-RSV immune responses in infants and young children as well as highlight areas where more research is needed.
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Affiliation(s)
| | - Jisung S Kim
- Uniformed Services University, Bethesda, MD, USA; Henry M. Jackson Foundation, Bethesda, MD, USA
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4
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Chappin K, Besteman SB, Hennus MP, Wildenbeest JG, Mokry M, Bont LJ, van der Vlist M, Calis JJA. Airway and Blood Monocyte Transcriptomic Profiling Reveals an Antiviral Phenotype in Infants With Severe Respiratory Syncytial Virus Infection. J Infect Dis 2024; 229:S100-S111. [PMID: 37941411 DOI: 10.1093/infdis/jiad487] [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: 08/23/2023] [Revised: 10/25/2023] [Accepted: 10/30/2023] [Indexed: 11/10/2023] Open
Abstract
BACKGROUND Respiratory syncytial virus (RSV) infection is the primary cause of lower respiratory tract infections in children <5 years of age. Monocytes, especially in the respiratory tract, are suggested to contribute to RSV pathology, but their role is incompletely understood. With transcriptomic profiling of blood and airway monocytes, we describe the role of monocytes in severe RSV infection. METHODS Tracheobronchial aspirates and blood samples were collected from control patients (n = 9) and those infected with RSV (n = 14) who were admitted to the pediatric intensive care unit. Monocytes (CD14+) were sorted and analyzed by RNA sequencing for transcriptomic profiling. RESULTS Peripheral blood and airway monocytes of patients with RSV demonstrated increased expression of antiviral and interferon-responsive genes as compared with controls. Cytokine signaling showed a shared response between blood and airway monocytes while displaying responses that were more pronounced according to the tissue of origin. Airway monocytes upregulated additional genes related to migration and inflammation. CONCLUSIONS We found that the RSV-induced interferon response extends from the airways to the peripheral blood. Moreover, RSV induces a migration-promoting transcriptional program in monocytes. Unraveling the monocytic response and its role in the immune response to RSV infection could help the development of therapeutics to prevent severe disease.
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Affiliation(s)
- K Chappin
- Center for Translational Immunology, University Medical Centre Utrecht, Utrecht University
| | | | - M P Hennus
- Department of Paediatric Intensive Care, Wilhelmina Children's Hospital, University Medical Centre Utrecht
| | | | - M Mokry
- Experimental Cardiology, Department of Heart and Lungs, University Medical Centre Utrecht, the Netherlands
| | - L J Bont
- Department of Paediatric Infectious Diseases and Immunology
| | - M van der Vlist
- Center for Translational Immunology, University Medical Centre Utrecht, Utrecht University
| | - J J A Calis
- Center for Translational Immunology, University Medical Centre Utrecht, Utrecht University
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5
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Ratnasiri K, Zheng H, Toh J, Yao Z, Duran V, Donato M, Roederer M, Kamath M, Todd JPM, Gagne M, Foulds KE, Francica JR, Corbett KS, Douek DC, Seder RA, Einav S, Blish CA, Khatri P. Systems immunology of transcriptional responses to viral infection identifies conserved antiviral pathways across macaques and humans. Cell Rep 2024; 43:113706. [PMID: 38294906 PMCID: PMC10915397 DOI: 10.1016/j.celrep.2024.113706] [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: 07/03/2023] [Revised: 11/02/2023] [Accepted: 01/09/2024] [Indexed: 02/02/2024] Open
Abstract
Viral pandemics and epidemics pose a significant global threat. While macaque models of viral disease are routinely used, it remains unclear how conserved antiviral responses are between macaques and humans. Therefore, we conducted a cross-species analysis of transcriptomic data from over 6,088 blood samples from macaques and humans infected with one of 31 viruses. Our findings demonstrate that irrespective of primate or viral species, there are conserved antiviral responses that are consistent across infection phase (acute, chronic, or latent) and viral genome type (DNA or RNA viruses). Leveraging longitudinal data from experimental challenges, we identify virus-specific response kinetics such as host responses to Coronaviridae and Orthomyxoviridae infections peaking 1-3 days earlier than responses to Filoviridae and Arenaviridae viral infections. Our results underscore macaque studies as a powerful tool for understanding viral pathogenesis and immune responses that translate to humans, with implications for viral therapeutic development and pandemic preparedness.
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Affiliation(s)
- Kalani Ratnasiri
- Stanford Immunology Program, Stanford University School of Medicine, Stanford, CA 94305, USA; Department of Epidemiology and Population Health, Stanford University, Stanford, CA 94305, USA
| | - Hong Zheng
- Center for Biomedical Informatics Research, Department of Medicine, Stanford University, Stanford, CA 94305, USA; Institute for Immunity, Transplantation and Infection, Stanford University School of Medicine, Stanford, CA 94305, USA
| | - Jiaying Toh
- Stanford Immunology Program, Stanford University School of Medicine, Stanford, CA 94305, USA; Department of Surgery, Division of Abdominal Transplantation, Stanford University School of Medicine, Stanford, CA 94305, USA; Center for Biomedical Informatics Research, Department of Medicine, Stanford University, Stanford, CA 94305, USA; Institute for Immunity, Transplantation and Infection, Stanford University School of Medicine, Stanford, CA 94305, USA
| | - Zhiyuan Yao
- Department of Microbiology and Immunology, Stanford University, CA 94305, USA
| | - Veronica Duran
- Department of Microbiology and Immunology, Stanford University, CA 94305, USA
| | - Michele Donato
- Department of Surgery, Division of Abdominal Transplantation, Stanford University School of Medicine, Stanford, CA 94305, USA; Center for Biomedical Informatics Research, Department of Medicine, Stanford University, Stanford, CA 94305, USA
| | - Mario Roederer
- Vaccine Research Center, National Institute of Allergy and Infectious Diseases, National Institutes of Health, Bethesda, MD 20892, USA
| | - Megha Kamath
- Vaccine Research Center, National Institute of Allergy and Infectious Diseases, National Institutes of Health, Bethesda, MD 20892, USA
| | - John-Paul M Todd
- Vaccine Research Center, National Institute of Allergy and Infectious Diseases, National Institutes of Health, Bethesda, MD 20892, USA
| | - Matthew Gagne
- Vaccine Research Center, National Institute of Allergy and Infectious Diseases, National Institutes of Health, Bethesda, MD 20892, USA
| | - Kathryn E Foulds
- Vaccine Research Center, National Institute of Allergy and Infectious Diseases, National Institutes of Health, Bethesda, MD 20892, USA
| | - Joseph R Francica
- Vaccine Research Center, National Institute of Allergy and Infectious Diseases, National Institutes of Health, Bethesda, MD 20892, USA
| | - Kizzmekia S Corbett
- Vaccine Research Center, National Institute of Allergy and Infectious Diseases, National Institutes of Health, Bethesda, MD 20892, USA
| | - Daniel C Douek
- Vaccine Research Center, National Institute of Allergy and Infectious Diseases, National Institutes of Health, Bethesda, MD 20892, USA
| | - Robert A Seder
- Vaccine Research Center, National Institute of Allergy and Infectious Diseases, National Institutes of Health, Bethesda, MD 20892, USA
| | - Shirit Einav
- Department of Microbiology and Immunology, Stanford University, CA 94305, USA; Department of Medicine, Stanford University School of Medicine, Stanford, CA 94305, USA; Chan Zuckerberg Biohub, San Francisco, CA 94158, USA
| | - Catherine A Blish
- Stanford Immunology Program, Stanford University School of Medicine, Stanford, CA 94305, USA; Department of Medicine, Stanford University School of Medicine, Stanford, CA 94305, USA; Chan Zuckerberg Biohub, San Francisco, CA 94158, USA; Medical Scientist Training Program, Stanford University School of Medicine, Stanford, CA 94305, USA
| | - Purvesh Khatri
- Department of Surgery, Division of Abdominal Transplantation, Stanford University School of Medicine, Stanford, CA 94305, USA; Center for Biomedical Informatics Research, Department of Medicine, Stanford University, Stanford, CA 94305, USA; Institute for Immunity, Transplantation and Infection, Stanford University School of Medicine, Stanford, CA 94305, USA.
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6
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Savino F, Dini M, Clemente A, Calvi C, Pau A, Galliano I, Gambarino S, Bergallo M. Nasopharyngeal and Peripheral Blood Type II Interferon Signature Evaluation in Infants during Respiratory Syncytial Virus Infection. MEDICINA (KAUNAS, LITHUANIA) 2024; 60:259. [PMID: 38399546 PMCID: PMC10890591 DOI: 10.3390/medicina60020259] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/28/2023] [Revised: 01/22/2024] [Accepted: 01/31/2024] [Indexed: 02/25/2024]
Abstract
Background and Objectives: In this study, we applied one-step real time rt-PCR technology type II INF signature to blood and nasopharyngeal (NPS) swabs of acute early recovery children < 1 years hospitalized for bronchiolitis with laboratory-confirmed RSV infection. Materials and Methods: A prospective observational case-control study was conducted in 2021-2022. The study took place in Children Hospital "Regina Margherita", Torino Italy. The study included 66 infants, of which 30 patients were hospitalized for bronchiolitis due to RSV infection and 36 age-matched controls. Inclusion criteria included a positive RSV test for infants with bronchiolitis. We collected peripheral blood and nasopharyngeal swabs for relative quantification of type II Interferon signature by One-Step Multiplex PCR real time. Results: IFN levels were downregulated in the peripheral blood of bronchiolitis patients; these data were not confirmed in the nasopharyngeal swab. There was no correlation between NPS and the type II IFN score in peripheral blood. Conclusions: our study shows for the first time that type II IFN score was significant reduced in peripheral blood of infants with bronchiolitis by RSV compared to age-matched healthy controls; in the NPS swab this resulted downregulation was not statistically significant and the type II IFN score in the NPS swab can be used as marker of resolution of infection or improvement of clinical conditions.
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Affiliation(s)
- Francesco Savino
- Early Infancy Special Care Unit, Regina Margherita Children Hospital, A.O.U. Città della Salute e della Scienza di Torino, 10126 Torino, Italy;
| | - Maddalena Dini
- Paediatric Laboratory, Department of Public Health and Pediatric Sciences, Medical School, University of Turin, 10136 Turin, Italy; (M.D.); (A.C.); (C.C.); (A.P.); (I.G.)
- BioMole srl, Via Quarello 15/A, 10135 Turin, Italy
| | - Anna Clemente
- Paediatric Laboratory, Department of Public Health and Pediatric Sciences, Medical School, University of Turin, 10136 Turin, Italy; (M.D.); (A.C.); (C.C.); (A.P.); (I.G.)
| | - Cristina Calvi
- Paediatric Laboratory, Department of Public Health and Pediatric Sciences, Medical School, University of Turin, 10136 Turin, Italy; (M.D.); (A.C.); (C.C.); (A.P.); (I.G.)
- Department of Pediatrics, Infectious Diseases Unit, Regina Margherita Children’s Hospital, University of Turin, Piazza Polonia 94, 10126 Turin, Italy
| | - Anna Pau
- Paediatric Laboratory, Department of Public Health and Pediatric Sciences, Medical School, University of Turin, 10136 Turin, Italy; (M.D.); (A.C.); (C.C.); (A.P.); (I.G.)
| | - Ilaria Galliano
- Paediatric Laboratory, Department of Public Health and Pediatric Sciences, Medical School, University of Turin, 10136 Turin, Italy; (M.D.); (A.C.); (C.C.); (A.P.); (I.G.)
- Department of Pediatrics, Infectious Diseases Unit, Regina Margherita Children’s Hospital, University of Turin, Piazza Polonia 94, 10126 Turin, Italy
| | - Stefano Gambarino
- Paediatric Laboratory, Department of Public Health and Pediatric Sciences, Medical School, University of Turin, 10136 Turin, Italy; (M.D.); (A.C.); (C.C.); (A.P.); (I.G.)
- BioMole srl, Via Quarello 15/A, 10135 Turin, Italy
| | - Massimiliano Bergallo
- Paediatric Laboratory, Department of Public Health and Pediatric Sciences, Medical School, University of Turin, 10136 Turin, Italy; (M.D.); (A.C.); (C.C.); (A.P.); (I.G.)
- BioMole srl, Via Quarello 15/A, 10135 Turin, Italy
- Department of Pediatrics, Infectious Diseases Unit, Regina Margherita Children’s Hospital, University of Turin, Piazza Polonia 94, 10126 Turin, Italy
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7
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Yun KW. Community-acquired pneumonia in children: updated perspectives on its etiology, diagnosis, and treatment. Clin Exp Pediatr 2024; 67:80-89. [PMID: 37321577 PMCID: PMC10839192 DOI: 10.3345/cep.2022.01452] [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: 12/17/2022] [Revised: 01/19/2023] [Accepted: 02/08/2023] [Indexed: 06/17/2023] Open
Abstract
Pneumonia is a common pediatric infectious disease that is familiar to pediatricians and a major cause of hospitalization worldwide. Recent well-designed epidemiologic studies in developed countries indicated that respiratory viruses are detected in 30%-70%, atypical bacteria in 7%-17%, and pyogenic bacteria in 2%-8% of children hospitalized with community-acquired pneumonia (CAP). The etiological distribution of CAP varies widely by child age and the epidemiological season of the respiratory pathogen. Moreover, diagnostic tests, particularly for the detection of Streptococcus pneumoniae and Mycoplasma pneumoniae, the 2 major bacterial pathogens involved in pediatric CAP, have several limitations. Therefore, management and empirical antimicrobial therapy for children with CAP should be applied in a stepwise manner based on recent epidemiological, etiological, and microbiological evidence.
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Affiliation(s)
- Ki Wook Yun
- Department of Pediatrics, Seoul National University Children’s Hospital, Seoul National University College of Medicine, Seoul, Korea
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8
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Galanti M, Patiño-Galindo JA, Filip I, Morita H, Galianese A, Youssef M, Comito D, Ligon C, Lane B, Matienzo N, Ibrahim S, Tagne E, Shittu A, Elliott O, Perea-Chamblee T, Natesan S, Rosenbloom DS, Shaman J, Rabadan R. Virome Data Explorer: A web resource to longitudinally explore respiratory viral infections, their interactions with other pathogens and host transcriptomic changes in over 100 people. PLoS Biol 2024; 22:e3002089. [PMID: 38236818 PMCID: PMC10796020 DOI: 10.1371/journal.pbio.3002089] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/10/2023] [Accepted: 11/22/2023] [Indexed: 01/22/2024] Open
Abstract
Viral respiratory infections are an important public health concern due to their prevalence, transmissibility, and potential to cause serious disease. Disease severity is the product of several factors beyond the presence of the infectious agent, including specific host immune responses, host genetic makeup, and bacterial coinfections. To understand these interactions within natural infections, we designed a longitudinal cohort study actively surveilling respiratory viruses over the course of 19 months (2016 to 2018) in a diverse cohort in New York City. We integrated the molecular characterization of 800+ nasopharyngeal samples with clinical data from 104 participants. Transcriptomic data enabled the identification of respiratory pathogens in nasopharyngeal samples, the characterization of markers of immune response, the identification of signatures associated with symptom severity, individual viruses, and bacterial coinfections. Specific results include a rapid restoration of baseline conditions after infection, significant transcriptomic differences between symptomatic and asymptomatic infections, and qualitatively similar responses across different viruses. We created an interactive computational resource (Virome Data Explorer) to facilitate access to the data and visualization of analytical results.
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Affiliation(s)
- Marta Galanti
- Department of Environmental Health Sciences, Mailman School of Public Health, Columbia University, New York, New York, United States of America
| | - Juan Angel Patiño-Galindo
- Program for Mathematical Genomics, Department of Systems Biology, Columbia University Irving Medical Center, New York, New York, United States of America
| | - Ioan Filip
- Program for Mathematical Genomics, Department of Systems Biology, Columbia University Irving Medical Center, New York, New York, United States of America
| | - Haruka Morita
- Department of Environmental Health Sciences, Mailman School of Public Health, Columbia University, New York, New York, United States of America
| | - Angelica Galianese
- Program for Mathematical Genomics, Department of Systems Biology, Columbia University Irving Medical Center, New York, New York, United States of America
| | - Mariam Youssef
- Department of Environmental Health Sciences, Mailman School of Public Health, Columbia University, New York, New York, United States of America
| | - Devon Comito
- Department of Environmental Health Sciences, Mailman School of Public Health, Columbia University, New York, New York, United States of America
| | - Chanel Ligon
- Department of Environmental Health Sciences, Mailman School of Public Health, Columbia University, New York, New York, United States of America
| | - Benjamin Lane
- Department of Environmental Health Sciences, Mailman School of Public Health, Columbia University, New York, New York, United States of America
| | - Nelsa Matienzo
- Department of Environmental Health Sciences, Mailman School of Public Health, Columbia University, New York, New York, United States of America
| | - Sadiat Ibrahim
- Department of Environmental Health Sciences, Mailman School of Public Health, Columbia University, New York, New York, United States of America
| | - Eudosie Tagne
- Department of Environmental Health Sciences, Mailman School of Public Health, Columbia University, New York, New York, United States of America
| | - Atinuke Shittu
- Department of Environmental Health Sciences, Mailman School of Public Health, Columbia University, New York, New York, United States of America
| | - Oliver Elliott
- Program for Mathematical Genomics, Department of Systems Biology, Columbia University Irving Medical Center, New York, New York, United States of America
| | - Tomin Perea-Chamblee
- Program for Mathematical Genomics, Department of Systems Biology, Columbia University Irving Medical Center, New York, New York, United States of America
| | - Sanjay Natesan
- Program for Mathematical Genomics, Department of Systems Biology, Columbia University Irving Medical Center, New York, New York, United States of America
| | - Daniel Scholes Rosenbloom
- Program for Mathematical Genomics, Department of Systems Biology, Columbia University Irving Medical Center, New York, New York, United States of America
| | - Jeffrey Shaman
- Department of Environmental Health Sciences, Mailman School of Public Health, Columbia University, New York, New York, United States of America
| | - Raul Rabadan
- Program for Mathematical Genomics, Department of Systems Biology, Columbia University Irving Medical Center, New York, New York, United States of America
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9
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Nouri N, Cao RG, Bunsow E, Nehar-Belaid D, Marches R, Xu Z, Smith B, Heinonen S, Mertz S, Leber A, Smits G, van der Klis F, Mejías A, Banchereau J, Pascual V, Ramilo O. Young infants display heterogeneous serological responses and extensive but reversible transcriptional changes following initial immunizations. Nat Commun 2023; 14:7976. [PMID: 38042900 PMCID: PMC10693608 DOI: 10.1038/s41467-023-43758-2] [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: 03/06/2023] [Accepted: 11/17/2023] [Indexed: 12/04/2023] Open
Abstract
Infants necessitate vaccinations to prevent life-threatening infections. Our understanding of the infant immune responses to routine vaccines remains limited. We analyzed two cohorts of 2-month-old infants before vaccination, one week, and one-month post-vaccination. We report remarkable heterogeneity but limited antibody responses to the different antigens. Whole-blood transcriptome analysis in an initial cohort showed marked overexpression of interferon-stimulated genes (ISGs) and to a lesser extent of inflammation-genes at day 7, which normalized one month post-vaccination. Single-cell RNA sequencing in peripheral blood mononuclear cells from a second cohort identified at baseline a predominantly naive immune landscape including ISGhi cells. On day 7, increased expression of interferon-, inflammation-, and cytotoxicity-related genes were observed in most immune cells, that reverted one month post-vaccination, when a CD8+ ISGhi and cytotoxic cluster and B cells expanded. Antibody responses were associated with baseline frequencies of plasma cells, B-cells, and monocytes, and induction of ISGs at day 7.
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Affiliation(s)
- Nima Nouri
- The Jackson Laboratory for Genomic Medicine, Farmington, CT, USA
- Precision Medicine and Computational Biology, Sanofi, 350 Water Street, Cambridge, MA, 02141, USA
| | - Raquel Giacomelli Cao
- Center for Vaccines and Immunity, Abigail Wexner Research Institute at Nationwide Children's Hospital, Columbus, OH, USA
- Department of Pediatrics, Division of Pediatric Infectious Diseases, Nationwide Children's Hospital, and The Ohio State University College of Medicine, Columbus, OH, USA
| | - Eleonora Bunsow
- Center for Vaccines and Immunity, Abigail Wexner Research Institute at Nationwide Children's Hospital, Columbus, OH, USA
| | | | - Radu Marches
- The Jackson Laboratory for Genomic Medicine, Farmington, CT, USA
| | - Zhaohui Xu
- Center for Vaccines and Immunity, Abigail Wexner Research Institute at Nationwide Children's Hospital, Columbus, OH, USA
- Department of Infectious Diseases, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Bennett Smith
- Center for Vaccines and Immunity, Abigail Wexner Research Institute at Nationwide Children's Hospital, Columbus, OH, USA
| | - Santtu Heinonen
- Center for Vaccines and Immunity, Abigail Wexner Research Institute at Nationwide Children's Hospital, Columbus, OH, USA
- Pediatric Research Center, New Children's Hospital, Helsinki University Hospital and University of Helsinki, Helsinki, Finland
| | - Sara Mertz
- Center for Vaccines and Immunity, Abigail Wexner Research Institute at Nationwide Children's Hospital, Columbus, OH, USA
| | - Amy Leber
- Department of Laboratory Medicine, Nationwide Children's Hospital, Columbus, OH, USA
| | - Gaby Smits
- National Institute for Public Health and the Environment (RIVM), Bilthoven, The Netherlands
| | - Fiona van der Klis
- National Institute for Public Health and the Environment (RIVM), Bilthoven, The Netherlands
| | - Asunción Mejías
- Center for Vaccines and Immunity, Abigail Wexner Research Institute at Nationwide Children's Hospital, Columbus, OH, USA
- Department of Pediatrics, Division of Pediatric Infectious Diseases, Nationwide Children's Hospital, and The Ohio State University College of Medicine, Columbus, OH, USA
- Department of Infectious Diseases, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Jacques Banchereau
- The Jackson Laboratory for Genomic Medicine, Farmington, CT, USA
- Immunai, New York, NY, USA
| | - Virginia Pascual
- Drukier Institute for Children's Health and Department of Pediatrics, Weill Cornell Medicine, New York, NY, USA.
| | - Octavio Ramilo
- Center for Vaccines and Immunity, Abigail Wexner Research Institute at Nationwide Children's Hospital, Columbus, OH, USA.
- Department of Pediatrics, Division of Pediatric Infectious Diseases, Nationwide Children's Hospital, and The Ohio State University College of Medicine, Columbus, OH, USA.
- Department of Infectious Diseases, St. Jude Children's Research Hospital, Memphis, TN, USA.
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10
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Zivanovic N, Öner D, Abraham Y, McGinley J, Drysdale SB, Wildenbeest JG, Crabbe M, Vanhoof G, Thys K, Thwaites RS, Robinson H, Bont L, Openshaw PJM, Martinón‐Torres F, Pollard AJ, Aerssens J. Single-cell immune profiling reveals markers of emergency myelopoiesis that distinguish severe from mild respiratory syncytial virus disease in infants. Clin Transl Med 2023; 13:e1507. [PMID: 38115705 PMCID: PMC10731116 DOI: 10.1002/ctm2.1507] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/10/2023] [Revised: 10/31/2023] [Accepted: 11/25/2023] [Indexed: 12/21/2023] Open
Abstract
Whereas most infants infected with respiratory syncytial virus (RSV) show no or only mild symptoms, an estimated 3 million children under five are hospitalized annually due to RSV disease. This study aimed to investigate biological mechanisms and associated biomarkers underlying RSV disease heterogeneity in young infants, enabling the potential to objectively categorize RSV-infected infants according to their medical needs. Immunophenotypic and functional profiling demonstrated the emergence of immature and progenitor-like neutrophils, proliferative monocytes (HLA-DRLow , Ki67+), impaired antigen-presenting function, downregulation of T cell response and low abundance of HLA-DRLow B cells in severe RSV disease. HLA-DRLow monocytes were found as a hallmark of RSV-infected infants requiring hospitalization. Complementary transcriptomics identified genes associated with disease severity and pointed to the emergency myelopoiesis response. These results shed new light on mechanisms underlying the pathogenesis and development of severe RSV disease and identified potential new candidate biomarkers for patient stratification.
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Affiliation(s)
- Nevena Zivanovic
- Discovery Sciences & Translational Biomarkers Infectious DiseasesJanssen Research and DevelopmentBeerseBelgium
| | - Deniz Öner
- Discovery Sciences & Translational Biomarkers Infectious DiseasesJanssen Research and DevelopmentBeerseBelgium
| | - Yann Abraham
- Discovery Sciences & Translational Biomarkers Infectious DiseasesJanssen Research and DevelopmentBeerseBelgium
| | - Joseph McGinley
- Department of PaediatricsOxford Vaccine Group, NIHR Oxford Biomedical Research Centre, University of OxfordLondonUK
| | - Simon B. Drysdale
- Centre for Neonatal and Paediatric Infection, Institute for Infection and Immunity, St George's, University of LondonLondonUK
| | - Joanne G. Wildenbeest
- Department of Pediatric Infectious Diseases and ImmunologyWilhelmina Children's Hospital, University Medical Center UtrechtUtrechtThe Netherlands
| | - Marjolein Crabbe
- Discovery Sciences & Translational Biomarkers Infectious DiseasesJanssen Research and DevelopmentBeerseBelgium
| | - Greet Vanhoof
- Discovery Sciences & Translational Biomarkers Infectious DiseasesJanssen Research and DevelopmentBeerseBelgium
| | - Kim Thys
- Discovery Sciences & Translational Biomarkers Infectious DiseasesJanssen Research and DevelopmentBeerseBelgium
| | - Ryan S. Thwaites
- Department of Respiratory MedicineNational Heart and Lung Institute, Imperial College LondonLondonUK
| | - Hannah Robinson
- Department of PaediatricsOxford Vaccine Group, NIHR Oxford Biomedical Research Centre, University of OxfordLondonUK
| | - Louis Bont
- Department of Pediatric Infectious Diseases and ImmunologyWilhelmina Children's Hospital, University Medical Center UtrechtUtrechtThe Netherlands
| | - Peter J. M. Openshaw
- Department of Respiratory MedicineNational Heart and Lung Institute, Imperial College LondonLondonUK
| | - Federico Martinón‐Torres
- Pediatrics DepartmentTranslational Pediatrics and Infectious Diseases, Hospital Clínico Universitario de Santiago de Compostela, Santiago de CompostelaGaliciaSpain
- Genetics, Vaccines and Infections Research Group (GENVIP), Instituto de Investigación Sanitaria de Santiago, University of Santiago de CompostelaGaliciaSpain
- Centro de Investigación Biomédica en Red de Enfermedades Respiratorias (CIBERES), Instituto de Salud Carlos IIIMadridSpain
| | | | - Andrew J. Pollard
- Department of PaediatricsOxford Vaccine Group, NIHR Oxford Biomedical Research Centre, University of OxfordLondonUK
| | - Jeroen Aerssens
- Discovery Sciences & Translational Biomarkers Infectious DiseasesJanssen Research and DevelopmentBeerseBelgium
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11
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Burrack N, Adar A, Goldbart A, Weissmann S, Cohen B, Hazan I, Horev A, Golan-Tripto I. Monocyte and neutrophil to lymphocyte ratios in hospitalized children with RSV bronchiolitis. Pediatr Pulmonol 2023; 58:3530-3541. [PMID: 37728225 DOI: 10.1002/ppul.26687] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/17/2023] [Revised: 08/14/2023] [Accepted: 09/05/2023] [Indexed: 09/21/2023]
Abstract
OBJECTIVE Acute bronchiolitis is the most common cause of hospitalization in young children. Data on monocyte-to-lymphocyte-ratio (MLR) and neutrophil-to-lymphocyte-ratio (NLR) as biomarkers are limited. We aim to evaluate these ratios in children hospitalized with respiratory syncytial virus (RSV) bronchiolitis and their value as biomarkers for severe clinical outcomes. STUDY DESIGN A single-center retrospective cohort study of children aged <2 years hospitalized due to RSV bronchiolitis, between January 2018 and March 2022, with a complete blood count upon admission. We divided the cohort into quartiles based on MLR and NLR values. We examined associations between quartiles and four clinical severity outcomes. RESULTS A total of 2038 children (median age: 4.4 months, IQR: 1.9-9.8) were included in the study. The median MLR and NLR values for quartiles 1-4 were 0.14, 0.22, 0.30, 0.47, and 0.37, 0.70, 1.16, 2.29, respectively. Children with higher MLR had higher hospitalization rates to the pediatric intensive care unit (PICU) (Q1 2.4%, Q4 9.4%, p < .001), extended hospital stays (Q1 19.4%, Q4 32%, p < .001), and lower minimal oxygen saturation (Q1 90%, Q4 87%, p < .001). Cut-off values of 0.34 for MLR and 0.67 for NLR optimally identified PICU admissions. In a model accounting for age and sex, the fourth MLR quartile had an RR of 3.4 (95% CI: 1.76-7.22) and successfully predicted PICU admissions (area under the curve = 0.73; 95% CI: 0.681-0.789). CONCLUSIONS MLR and NLR are potential biomarkers for identifying children with RSV bronchiolitis at a higher risk for severe outcomes, specifically PICU admission.
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Affiliation(s)
- Nitzan Burrack
- Clinical Research Center, Soroka University Medical Center, Beer Sheva, Israel
- Faculty of Health Sciences, Ben-Gurion University of the Negev, Beer-Sheva, Israel
| | - Assaf Adar
- Faculty of Health Sciences, Ben-Gurion University of the Negev, Beer-Sheva, Israel
- Department of Pediatrics, Soroka University Medical Center, Beer-Sheva, Israel
| | - Aviv Goldbart
- Faculty of Health Sciences, Ben-Gurion University of the Negev, Beer-Sheva, Israel
- Department of Pediatrics, Soroka University Medical Center, Beer-Sheva, Israel
- Pediatric Pulmonary Unit, Soroka University Medical Center, Beer Sheva, Israel
| | - Sarah Weissmann
- Clinical Research Center, Soroka University Medical Center, Beer Sheva, Israel
- Faculty of Health Sciences, Ben-Gurion University of the Negev, Beer-Sheva, Israel
| | - Bracha Cohen
- Clinical Research Center, Soroka University Medical Center, Beer Sheva, Israel
| | - Itai Hazan
- Clinical Research Center, Soroka University Medical Center, Beer Sheva, Israel
- Faculty of Health Sciences, Ben-Gurion University of the Negev, Beer-Sheva, Israel
| | - Amir Horev
- Faculty of Health Sciences, Ben-Gurion University of the Negev, Beer-Sheva, Israel
- Pediatric Dermatology Service, Soroka University Medical Center, Beer Sheva, Israel
| | - Inbal Golan-Tripto
- Faculty of Health Sciences, Ben-Gurion University of the Negev, Beer-Sheva, Israel
- Department of Pediatrics, Soroka University Medical Center, Beer-Sheva, Israel
- Pediatric Pulmonary Unit, Soroka University Medical Center, Beer Sheva, Israel
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12
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Debbag R, Torres JR, Falleiros-Arlant LH, Avila-Aguero ML, Brea-del Castillo J, Gentile A, Saez-Llorens X, Mascarenas A, Munoz FM, Torres JP, Vazquez L, Safadi MA, Espinal C, Ulloa-Gutierrez R, Pujadas M, Lopez P, López-Medina E, Ramilo O. Are the first 1,000 days of life a neglected vital period to prevent the impact on maternal and infant morbimortality of infectious diseases in Latin America? Proceedings of a workshop of experts from the Latin American Pediatric Infectious Diseases Society, SLIPE. Front Pediatr 2023; 11:1297177. [PMID: 38098643 PMCID: PMC10720332 DOI: 10.3389/fped.2023.1297177] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/19/2023] [Accepted: 11/15/2023] [Indexed: 12/17/2023] Open
Abstract
While the first 1,000 days of life are a critical period in child's development, limited information on the main determinants affecting this period in the Latin America and the Caribbean (LAC) region is available. Therefore, the Latin American Pediatric Infectious Diseases Society (SLIPE) held an ad hoc workshop in May 2022 with an expert panel designed to analyze the main factors impacting the development of childhood in the region during this period and the main causes of maternal infant morbimortality. The aim was to identify priorities, generate recommendations, and advise practical actions to improve this situation. Considerations were made about the challenges involved in bridging the gap that separates the region from more developed countries regarding an optimal early childhood and maternal care. Extensive discussion was conducted to reach consensus recommendations on general strategies intended to reduce maternal and infant mortality associated with infections and immune-preventable diseases during the first 1,000 days of life in LAC.
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Affiliation(s)
- Roberto Debbag
- President of Sociedad Latinoamericana de Infectología Pediátrica, SLIPE, Buenos Aires, Argentina
| | - Jaime R. Torres
- Infectious Diseases Section, Tropical Medicine Institute, Universidad Central De Venezuela, Caracas, Venezuela
| | - Luiza H. Falleiros-Arlant
- Department of Children’s Health, Faculdade De Medicina, Universidade Metropolitana De Santos, Santos, Brazil
| | - Maria L. Avila-Aguero
- Infectious Diseases Service, Hospital Nacional De Niños “Dr. Carlos Sáenz Herrera”, Caja Costarricense De Seguro Social (CCSS), San José, Costa Rica
- Affiliated Researcher Center for Infectious Disease Modeling and Analysis (CIDMA) at Yale University, New Haven, CT, United States
| | - Jose Brea-del Castillo
- Associated Researcher, Investigador Asociado Hospital Dr. Hugo Mendoza, Santo Domingo, Republic Dominicana
| | - Angela Gentile
- Epidemiology Department, Hospital de Niños “Ricardo Gutiérrez”, Buenos Aires University, Buenos Aires, Argentina
| | - Xavier Saez-Llorens
- Head of Infectious Diseases and Director of Clinical Research, Hospital del Niño “Dr. José Renán Esquivel”, Panama City, Panama
| | - Abiel Mascarenas
- Department of Pediatric Infectious Diseases, Hospital Universitario “José E. Gonzalez”, Universidad Autónoma De Nuevo León, Nuevo Leon, México
| | - Flor M. Munoz
- Department of Pediatrics, Baylor College of Medicine, Houston, TX, United States
| | - Juan P. Torres
- Department of Pediatrics and Children Surgery, Universidad de Chile, Santiago, Chile
| | - Liliana Vazquez
- Pediatric Infectious Diseases, Clinica y Maternidad Suizo Argentina, Sanatorio Finochietto, Buenos Aires, Argentina
| | - Marco A. Safadi
- Department of Pediatrics, Faculda de de Ciências Médicas da Santa Casa de São Paulo, Sao Paulo, Brazil
| | - Carlos Espinal
- Global Health Consortium, Robert Stempel College of Public Health & Social Work, Florida International University, Miami, FL, United States
| | - Rolando Ulloa-Gutierrez
- Infectious Diseases Service, Hospital Nacional De Niños “Dr. Carlos Sáenz Herrera”, Caja Costarricense De Seguro Social (CCSS), San José, Costa Rica
| | - Monica Pujadas
- Department of Epidemiology and Pediatric Infectious Diseases, Centro Hospitalario Pereira Rossell, Faculty of Medicine, Universidad de la República, Montevideo, Uruguay
| | - Pio Lopez
- Department of Pediatrics, Hospital Universitario del Valle, Cali, Colombia
| | - Eduardo López-Medina
- Centro de Estudios en Infectología Pediátrica CEIP, Department of Pediatrics, Universidad del Valle, Clinica Imbanaco Grupo Quironsalud, Cali, Colombia
| | - Octavio Ramilo
- Department of Infectious Diseases, St. Jude Children’s Research Hospital, Memphis, TN, United States
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13
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Díaz FE, McGill JL. Modeling Human Respiratory Syncytial Virus (RSV) Infection: Recent Contributions and Future Directions Using the Calf Model of Bovine RSV Disease. JOURNAL OF IMMUNOLOGY (BALTIMORE, MD. : 1950) 2023; 211:1180-1186. [PMID: 37782855 PMCID: PMC10558079 DOI: 10.4049/jimmunol.2300260] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/13/2023] [Accepted: 05/24/2023] [Indexed: 10/04/2023]
Abstract
The human orthopneumovirus (human respiratory syncytial virus [RSV]) is a leading cause of respiratory disease in children worldwide and a significant cause of infant mortality in low- and middle-income countries. The natural immune response to the virus has a preponderant role in disease progression, with a rapid neutrophil infiltration and dysbalanced T cell response in the lungs associated with severe disease in infants. The development of preventive interventions against human RSV has been difficult partly due to the need to use animal models that only partially recapitulate the immune response as well as the disease progression seen in human infants. In this brief review, we discuss the contributions of the calf model of RSV infection to understanding immunity to RSV and in developing vaccine and drug candidates, focusing on recent research areas. We propose that the bovine model of RSV infection is a valuable alternative for assessing the translational potential of interventions aimed at the human population.
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Affiliation(s)
- Fabián E. Díaz
- Department of Veterinary Microbiology and Preventive Medicine, Iowa State University, Ames, IA, United States
| | - Jodi L. McGill
- Department of Veterinary Microbiology and Preventive Medicine, Iowa State University, Ames, IA, United States
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14
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da Silva RP, Thomé BL, da Souza APD. Exploring the Immune Response against RSV and SARS-CoV-2 Infection in Children. BIOLOGY 2023; 12:1223. [PMID: 37759622 PMCID: PMC10525162 DOI: 10.3390/biology12091223] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/10/2023] [Revised: 09/01/2023] [Accepted: 09/06/2023] [Indexed: 09/29/2023]
Abstract
Viral respiratory tract infections are a significant public health concern, particularly in children. RSV is a prominent cause of lower respiratory tract infections among infants, whereas SARS-CoV-2 has caused a global pandemic with lower overall severity in children than in adults. In this review, we aimed to compare the innate and adaptive immune responses induced by RSV and SARS-CoV-2 to better understand differences in the pathogenesis of infection. Some studies have demonstrated that children present a more robust immune response against SARS-CoV-2 than adults; however, this response is dissimilar to that of RSV. Each virus has a distinctive mechanism to escape the immune response. Understanding the mechanisms underlying these differences is crucial for developing effective treatments and improving the management of pediatric respiratory infections.
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Affiliation(s)
| | | | - Ana Paula Duarte da Souza
- Laboratory of Clinical and Experimental Immunology, Pontifical Catholic University of Rio Grande do Sul, Porto Alegre 90619-900, Brazil; (R.P.d.S.); (B.L.T.)
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15
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Habgood-Coote D, Wilson C, Shimizu C, Barendregt AM, Philipsen R, Galassini R, Calle IR, Workman L, Agyeman PKA, Ferwerda G, Anderson ST, van den Berg JM, Emonts M, Carrol ED, Fink CG, de Groot R, Hibberd ML, Kanegaye J, Nicol MP, Paulus S, Pollard AJ, Salas A, Secka F, Schlapbach LJ, Tremoulet AH, Walther M, Zenz W, Van der Flier M, Zar HJ, Kuijpers T, Burns JC, Martinón-Torres F, Wright VJ, Coin LJM, Cunnington AJ, Herberg JA, Levin M, Kaforou M. Diagnosis of childhood febrile illness using a multi-class blood RNA molecular signature. MED 2023; 4:635-654.e5. [PMID: 37597512 DOI: 10.1016/j.medj.2023.06.007] [Citation(s) in RCA: 4] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/15/2021] [Revised: 06/08/2023] [Accepted: 06/19/2023] [Indexed: 08/21/2023]
Abstract
BACKGROUND Appropriate treatment and management of children presenting with fever depend on accurate and timely diagnosis, but current diagnostic tests lack sensitivity and specificity and are frequently too slow to inform initial treatment. As an alternative to pathogen detection, host gene expression signatures in blood have shown promise in discriminating several infectious and inflammatory diseases in a dichotomous manner. However, differential diagnosis requires simultaneous consideration of multiple diseases. Here, we show that diverse infectious and inflammatory diseases can be discriminated by the expression levels of a single panel of genes in blood. METHODS A multi-class supervised machine-learning approach, incorporating clinical consequence of misdiagnosis as a "cost" weighting, was applied to a whole-blood transcriptomic microarray dataset, incorporating 12 publicly available datasets, including 1,212 children with 18 infectious or inflammatory diseases. The transcriptional panel identified was further validated in a new RNA sequencing dataset comprising 411 febrile children. FINDINGS We identified 161 transcripts that classified patients into 18 disease categories, reflecting individual causative pathogen and specific disease, as well as reliable prediction of broad classes comprising bacterial infection, viral infection, malaria, tuberculosis, or inflammatory disease. The transcriptional panel was validated in an independent cohort and benchmarked against existing dichotomous RNA signatures. CONCLUSIONS Our data suggest that classification of febrile illness can be achieved with a single blood sample and opens the way for a new approach for clinical diagnosis. FUNDING European Union's Seventh Framework no. 279185; Horizon2020 no. 668303 PERFORM; Wellcome Trust (206508/Z/17/Z); Medical Research Foundation (MRF-160-0008-ELP-KAFO-C0801); NIHR Imperial BRC.
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Affiliation(s)
- Dominic Habgood-Coote
- Section of Paediatric Infectious Disease and Centre for Paediatrics & Child Health, Department of Infectious Disease, Imperial College London, London, UK
| | - Clare Wilson
- Section of Paediatric Infectious Disease and Centre for Paediatrics & Child Health, Department of Infectious Disease, Imperial College London, London, UK
| | - Chisato Shimizu
- Department of Pediatrics, Rady Children's Hospital San Diego/University of California San Diego School of Medicine, La Jolla, CA, USA
| | - Anouk M Barendregt
- Department of Pediatric Immunology, Rheumatology and Infectious Diseases, Emma Children's Hospital, Amsterdam University Medical Center (AUMC), University of Amsterdam, Amsterdam, the Netherlands
| | - Ria Philipsen
- Radboud Institute for Molecular Life Sciences, Radboud University Medical Center, Department of Laboratory Medicine, Nijmegen, the Netherlands
| | - Rachel Galassini
- Section of Paediatric Infectious Disease and Centre for Paediatrics & Child Health, Department of Infectious Disease, Imperial College London, London, UK
| | - Irene Rivero Calle
- Pediatrics Department, Translational Pediatrics and Infectious Diseases Section, Santiago de Compostela, Spain; Genetics- Vaccines- Infectious Diseases and Pediatrics Research Group GENVIP, Instituto de Investigación Sanitaria de Santiago (IDIS), Santiago de Compostela, Spain
| | - Lesley Workman
- Department of Paediatrics & Child Health, Red Cross Childrens Hospital and SA-MRC Unit on Child & Adolescent Health, University of Cape Town, Cape Town, South Africa
| | - Philipp K A Agyeman
- Department of Pediatrics, Inselspital, Bern University Hospital, University of Bern, Bern, Switzerland
| | - Gerben Ferwerda
- Radboud Institute for Molecular Life Sciences, Radboud University Medical Center, Department of Laboratory Medicine, Nijmegen, the Netherlands
| | - Suzanne T Anderson
- Medical Research Council Unit, Fajara, The Gambia at the London School of Hygiene and Tropical Medicine, MRCG at LSHTM Fajara, Banjul, The Gambia
| | - J Merlijn van den Berg
- Department of Pediatric Immunology, Rheumatology and Infectious Diseases, Emma Children's Hospital, Amsterdam University Medical Center (AUMC), University of Amsterdam, Amsterdam, the Netherlands
| | - Marieke Emonts
- Great North Children's Hospital, Department of Paediatric Immunology, Infectious Diseases & Allergy and NIHR Newcastle Biomedical Research Centre, Newcastle Upon Tyne Hospitals NHS Foundation Trust, Newcastle Upon Tyne, UK; Translational and Clinical Research Institute, Newcastle University, Newcastle Upon Tyne, UK
| | - Enitan D Carrol
- Department of Clinical Infection, Microbiology and Immunology, University of Liverpool Institute of Infection, Veterinary and Ecological Sciences, Liverpool, UK
| | - Colin G Fink
- Micropathology Ltd Research and Diagnosis, Coventry, UK; University of Warwick, Coventry, UK
| | - Ronald de Groot
- Radboud Institute for Molecular Life Sciences, Radboud University Medical Center, Department of Laboratory Medicine, Nijmegen, the Netherlands
| | - Martin L Hibberd
- Department of Infection Biology, Faculty of Infectious and Tropical Disease, London School of Hygiene and Tropical Medicine, London, UK
| | - John Kanegaye
- Department of Pediatrics, Rady Children's Hospital San Diego/University of California San Diego School of Medicine, La Jolla, CA, USA
| | - Mark P Nicol
- Marshall Centre, School of Biomedical Sciences, University of Western Australia, Perth, Australia
| | - Stéphane Paulus
- Department of Clinical Infection, Microbiology and Immunology, University of Liverpool Institute of Infection, Veterinary and Ecological Sciences, Liverpool, UK; Oxford Vaccine Group, Department of Paediatrics, University of Oxford and the NIHR Oxford Biomedical Research Centre, Oxford, UK
| | - Andrew J Pollard
- Oxford Vaccine Group, Department of Paediatrics, University of Oxford and the NIHR Oxford Biomedical Research Centre, Oxford, UK
| | - Antonio Salas
- Pediatrics Department, Translational Pediatrics and Infectious Diseases Section, Santiago de Compostela, Spain; Genetics- Vaccines- Infectious Diseases and Pediatrics Research Group GENVIP, Instituto de Investigación Sanitaria de Santiago (IDIS), Santiago de Compostela, Spain; Unidade de Xenética, Instituto de Ciencias Forenses (INCIFOR), Facultade de Medicina, Universidade de Santiago de Compostela, and GenPoB Research Group, Instituto de Investigación Sanitaria (IDIS), Hospital Clínico Universitario de Santiago (SERGAS), 15706 Galicia, Spain
| | - Fatou Secka
- Medical Research Council Unit, Fajara, The Gambia at the London School of Hygiene and Tropical Medicine, MRCG at LSHTM Fajara, Banjul, The Gambia
| | - Luregn J Schlapbach
- Pediatric and Neonatal Intensive Care Unit, and Children`s Research Center, University Children's Hospital Zurich, Zurich, Switzerland; Child Health Research Centre, The University of Queensland, and Paediatric Intensive Care Unit, Queensland Children's Hospital, Brisbane, QLD, Australia
| | - Adriana H Tremoulet
- Department of Pediatrics, Rady Children's Hospital San Diego/University of California San Diego School of Medicine, La Jolla, CA, USA
| | - Michael Walther
- Medical Research Council Unit, Fajara, The Gambia at the London School of Hygiene and Tropical Medicine, MRCG at LSHTM Fajara, Banjul, The Gambia
| | - Werner Zenz
- University Clinic of Paediatrics and Adolescent Medicine, Department of General Paediatrics, Medical University of Graz, Graz, Austria
| | - Michiel Van der Flier
- Paediatric Infectious Diseases and Immunology, Wilhelmina Children's Hospital, University Medical Center Utrecht, Utrecht, the Netherlands; Paediatric Infectious Diseases and Immunology Amalia Children's Hospital, Radboudumc, Nijmegen, the Netherlands
| | - Heather J Zar
- Department of Paediatrics & Child Health, Red Cross Childrens Hospital and SA-MRC Unit on Child & Adolescent Health, University of Cape Town, Cape Town, South Africa
| | - Taco Kuijpers
- Department of Pediatric Immunology, Rheumatology and Infectious Diseases, Emma Children's Hospital, Amsterdam University Medical Center (AUMC), University of Amsterdam, Amsterdam, the Netherlands; Department of Blood Cell Research, Sanquin Blood Supply, Division Research and Landsteiner Laboratory of Amsterdam UMC (AUMC), University of Amsterdam, Amsterdam, the Netherlands
| | - Jane C Burns
- Department of Pediatrics, Rady Children's Hospital San Diego/University of California San Diego School of Medicine, La Jolla, CA, USA
| | - Federico Martinón-Torres
- Pediatrics Department, Translational Pediatrics and Infectious Diseases Section, Santiago de Compostela, Spain; Genetics- Vaccines- Infectious Diseases and Pediatrics Research Group GENVIP, Instituto de Investigación Sanitaria de Santiago (IDIS), Santiago de Compostela, Spain
| | - Victoria J Wright
- Section of Paediatric Infectious Disease and Centre for Paediatrics & Child Health, Department of Infectious Disease, Imperial College London, London, UK
| | - Lachlan J M Coin
- Department of Microbiology and Immunology, University of Melbourne at The Peter Doherty Institute for Infection and Immunity, Melbourne, VIC, Australia
| | - Aubrey J Cunnington
- Section of Paediatric Infectious Disease and Centre for Paediatrics & Child Health, Department of Infectious Disease, Imperial College London, London, UK
| | - Jethro A Herberg
- Section of Paediatric Infectious Disease and Centre for Paediatrics & Child Health, Department of Infectious Disease, Imperial College London, London, UK
| | - Michael Levin
- Section of Paediatric Infectious Disease and Centre for Paediatrics & Child Health, Department of Infectious Disease, Imperial College London, London, UK
| | - Myrsini Kaforou
- Section of Paediatric Infectious Disease and Centre for Paediatrics & Child Health, Department of Infectious Disease, Imperial College London, London, UK.
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16
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Zhu Z, Li Y, Freishtat RJ, Celedón JC, Espinola JA, Harmon B, Hahn A, Camargo CA, Liang L, Hasegawa K. Epigenome-wide association analysis of infant bronchiolitis severity: a multicenter prospective cohort study. Nat Commun 2023; 14:5495. [PMID: 37679381 PMCID: PMC10485022 DOI: 10.1038/s41467-023-41300-y] [Citation(s) in RCA: 4] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/14/2023] [Accepted: 08/29/2023] [Indexed: 09/09/2023] Open
Abstract
Bronchiolitis is the most common lower respiratory infection in infants, yet its pathobiology remains unclear. Here we present blood DNA methylation data from 625 infants hospitalized with bronchiolitis in a 17-center prospective study, and associate them with disease severity. We investigate differentially methylated CpGs (DMCs) for disease severity. We characterize the DMCs based on their association with cell and tissues types, biological pathways, and gene expression. Lastly, we also examine the relationships of severity-related DMCs with respiratory and immune traits in independent cohorts. We identify 33 DMCs associated with severity. These DMCs are differentially methylated in blood immune cells. These DMCs are also significantly enriched in multiple tissues (e.g., lung) and cells (e.g., small airway epithelial cells), and biological pathways (e.g., interleukin-1-mediated signaling). Additionally, these DMCs are associated with respiratory and immune traits (e.g., asthma, lung function, IgE levels). Our study suggests the role of DNA methylation in bronchiolitis severity.
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Affiliation(s)
- Zhaozhong Zhu
- Department of Emergency Medicine, Massachusetts General Hospital, Harvard Medical School, Boston, MA, USA.
| | - Yijun Li
- Department of Epidemiology, Harvard T.H.Chan School of Public Health, Boston, MA, USA
| | - Robert J Freishtat
- Center for Genetic Medicine Research, Children's National Hospital, Washington, DC, USA
- Division of Emergency Medicine, Children's National Hospital, Washington, DC, USA
- Department of Pediatrics, George Washington University School of Medicine and Health Sciences, Washington, DC, USA
| | - Juan C Celedón
- Division of Pulmonary Medicine, Department of Pediatrics, UPMC Children's Hospital of Pittsburgh, University of Pittsburgh, Pittsburgh, PA, USA
| | - Janice A Espinola
- Department of Emergency Medicine, Massachusetts General Hospital, Harvard Medical School, Boston, MA, USA
| | - Brennan Harmon
- Center for Genetic Medicine Research, Children's National Hospital, Washington, DC, USA
| | - Andrea Hahn
- Center for Genetic Medicine Research, Children's National Hospital, Washington, DC, USA
- Department of Pediatrics, George Washington University School of Medicine and Health Sciences, Washington, DC, USA
- Division of Infectious Diseases, Children's National Hospital, Washington, DC, USA
| | - Carlos A Camargo
- Department of Emergency Medicine, Massachusetts General Hospital, Harvard Medical School, Boston, MA, USA
| | - Liming Liang
- Department of Epidemiology, Harvard T.H.Chan School of Public Health, Boston, MA, USA
- Department of Biostatistics, Harvard T.H.Chan School of Public Health, Boston, MA, USA
| | - Kohei Hasegawa
- Department of Emergency Medicine, Massachusetts General Hospital, Harvard Medical School, Boston, MA, USA
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17
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Martinón-Torres F, Navarro-Alonso JA, Garcés-Sánchez M, Soriano-Arandes A. The Path Towards Effective Respiratory Syncytial Virus Immunization Policies: Recommended Actions. Arch Bronconeumol 2023; 59:581-588. [PMID: 37414639 DOI: 10.1016/j.arbres.2023.06.006] [Citation(s) in RCA: 6] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/14/2023] [Accepted: 06/18/2023] [Indexed: 07/08/2023]
Abstract
The respiratory syncytial virus (RSV) causes a substantial burden worldwide. After over six decades of research, there is finally a licensed immunization option that can protect the broad infant population, and other will follow soon. RSV immunization should be in place from season 2023/2024 onwards. Doing so requires thoughtful but swift steps. This paper reflects the view of four immunization experts on the efforts being made across the globe to accommodate the new immunization options and provides recommendations organized around five priorities: (I) documenting the burden of RSV in specific populations; (II) expanding RSV diagnostic capacity in clinical practice; (III) strengthening RSV surveillance; (IV) planning for the new preventive options; (V) achieving immunization targets. Overall, Spain has been a notable example of converting RSV prevention into a national desideratum and has pioneered the inclusion of RSV in some of the regional immunization calendars for infants facing their first RSV season.
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Affiliation(s)
- Federico Martinón-Torres
- Translational Paediatrics and Infectious Diseases, Hospital Clínico Universitario and Universidad de Santiago de Compostela, Galicia, Spain; Genetics, Vaccines and Paediatric Infectious Diseases Research Group (GENVIP), Instituto de Investigación Sanitaria de Santiago and Universidad de Santiago de Compostela (USC), Galicia, Spain; CIBER Enfermedades Respiratorias (CIBERES), Instituto de Salud Carlos III, Madrid, Spain.
| | | | | | - Antoni Soriano-Arandes
- Paediatric Infectious Diseases and Immunodeficiencies Unit, Vall d'Hebron Institut de Recerca, Hospital Universitari Vall d'Hebron, Barcelona, Catalunya, Spain
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18
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Sofia de Olazarra A, Chen FE, Wang TH, Wang SX. Rapid, Point-of-Care Host-Based Gene Expression Diagnostics Using Giant Magnetoresistive Biosensors. ACS Sens 2023; 8:2780-2790. [PMID: 37368357 DOI: 10.1021/acssensors.3c00696] [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] [Indexed: 06/28/2023]
Abstract
Host-based gene expression analysis is a promising tool for a broad range of clinical applications, including rapid infectious disease diagnostics and real-time disease monitoring. However, the complex instrumentation requirements and slow turnaround-times associated with traditional gene expression analysis methods have hampered their widespread adoption at the point-of-care (POC). To overcome these challenges, we have developed an automated and portable platform that utilizes polymerase chain reaction (PCR) and giant magnetoresistive (GMR) biosensors to perform rapid multiplexed, targeted gene expression analysis at the POC. As proof-of-concept, we utilized our platform to amplify and measure the expression of four genes (HERC5, HERC6, IFI27, and IFIH1) that were previously shown to be upregulated in hosts infected with influenza viruses. The compact instrument conducted highly automated PCR amplification and GMR detection to measure the expression of the four genes in multiplex, then utilized Bluetooth communication to relay results to users on a smartphone application. To validate the platform, we tested 20 cDNA samples from symptomatic patients that had been previously diagnosed as either influenza-positive or influenza-negative using a RT-PCR virology panel. A non-parametric Mann-Whitney test revealed that day 0 (day of symptom onset) gene expression was significantly different between the two groups (p < 0.0001, n = 20). Hence, we preliminarily demonstrated that our platform could accurately discriminate between symptomatic influenza and non-influenza populations based on host gene expression in ∼30 min. This study not only establishes the potential clinical utility of our proposed assay and device for influenza diagnostics but it also paves the way for broadscale and decentralized implementation of host-based gene expression diagnostics at the POC.
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Affiliation(s)
- Ana Sofia de Olazarra
- Department of Electrical Engineering, Stanford University, Stanford, California 94035, United States
| | - Fan-En Chen
- Department of Biomedical Engineering, Johns Hopkins University, Baltimore, Maryland 21218, United States
| | - Tza-Huei Wang
- Department of Biomedical Engineering, Johns Hopkins University, Baltimore, Maryland 21218, United States
- Department of Mechanical Engineering, Johns Hopkins University, Baltimore, Maryland 21218, United States
| | - Shan X Wang
- Department of Electrical Engineering, Stanford University, Stanford, California 94035, United States
- Department of Materials Science and Engineering, Stanford University, Stanford, California 94305, United States
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19
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Lakerveld AJ, van Erp EA, van Kasteren PB. Binding of respiratory syncytial virus particles to platelets does not result in their degranulation in vitro. Access Microbiol 2023; 5:acmi000481.v3. [PMID: 37601435 PMCID: PMC10436017 DOI: 10.1099/acmi.0.000481.v3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/09/2022] [Accepted: 06/30/2023] [Indexed: 08/22/2023] Open
Abstract
Respiratory syncytial virus (RSV) is a major cause of severe respiratory infection in infants and the elderly. The mechanisms behind severe RSV disease are incompletely understood, but a dysregulated immune response probably plays an important role. Platelets are increasingly being recognized as immune cells and are involved in the pathology of several viruses. The release of chemokines from platelets upon activation may attract, for example, neutrophils to the site of infection, which is a hallmark of RSV pathology. In addition, since RSV infections are sometimes associated with cardiovascular events and platelets express several known RSV receptors, we investigated the effect of RSV exposure on platelet degranulation. Washed human platelets were incubated with sucrose-purified RSV particles. P-selectin and CD63 surface expression and CCL5 secretion were measured to assess platelet degranulation. We found that platelets bind and internalize RSV particles, but this does not result in degranulation. Our results suggest that platelets do not play a direct role in RSV pathology by releasing chemokines to attract inflammatory cells.
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Affiliation(s)
- Anke J. Lakerveld
- Centre for Infectious Disease Control, National Institute for Public Health and the Environment (RIVM), Bilthoven, The Netherlands
| | - Elisabeth A. van Erp
- Centre for Infectious Disease Control, National Institute for Public Health and the Environment (RIVM), Bilthoven, The Netherlands
| | - Puck B. van Kasteren
- Centre for Infectious Disease Control, National Institute for Public Health and the Environment (RIVM), Bilthoven, The Netherlands
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20
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Orzołek I, Ambrożej D, Makrinioti H, Zhu Z, Jartti T, Feleszko W. Severe bronchiolitis profiling as the first step towards prevention of asthma. Allergol Immunopathol (Madr) 2023; 51:99-107. [PMID: 37169566 DOI: 10.15586/aei.v51i3.788] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/27/2022] [Accepted: 02/07/2023] [Indexed: 05/13/2023]
Abstract
Bronchiolitis is the most common respiratory infection leading to hospitalization and constitutes a significant healthcare burden. The two main viral agents causing bronchiolitis, respiratory syncytial virus (RSV) and rhinovirus (RV), have distinct cytopathic, immune response, and clinical characteristics. Different approaches have been suggested for subtyping bronchiolitis based on viral etiology, atopic status, transcriptome profiles in blood, airway metabolome, lipidomic data, and airway microbiota. The highest risk of asthma at school age has been in a subgroup of bronchiolitis characterized by older age, high prevalence of RV infection, previous breathing problems, and/or eczema. Regarding solely viral etiology, RV-bronchiolitis in infancy has been linked to a nearly three times higher risk of developing asthma than RSV-bronchiolitis. Although treatment with betamimetics and systemic corticosteroids has been found ineffective in bronchiolitis overall, it can be beneficial for infants with severe RV bronchiolitis. Thus, there is a need to develop a more individualized therapeutic approach for bronchiolitis and follow-up strategies for infants at higher risk of asthma in the future perspective.
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Affiliation(s)
- Izabela Orzołek
- Department of Pediatric Pneumonology and Allergy, Medical University of Warsaw, Warsaw, Poland
| | - Dominika Ambrożej
- Department of Pediatric Pneumonology and Allergy, Medical University of Warsaw, Warsaw, Poland
- Doctoral School, Medical University of Warsaw, Warsaw, Poland
| | - Heidi Makrinioti
- Department of Emergency Medicine, Massachusetts General Hospital, Harvard Medical School, Boston, MA, USA
| | - Zhaozhong Zhu
- Department of Emergency Medicine, Massachusetts General Hospital, Harvard Medical School, Boston, MA, USA
| | - Tuomas Jartti
- PEDEGO Research Unit, University of Oulu, Oulu, Finland
- Department of Pediatrics and Adolescent Medicine, University of Oulu, Oulu, Finland
- Department of Pediatrics and Adolescent Medicine, Turku University Hospital and University of Turku, Turku, Finland
| | - Wojciech Feleszko
- Department of Pediatric Pneumonology and Allergy, Medical University of Warsaw, Warsaw, Poland;
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21
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Igiri BE, Okoduwa SIR, Munirat SA, Otu-Bassey IB, Bashir A, Onyiyioza OM, Enang IA, Okoduwa UJ. Diversity in Enteric Fever Diagnostic Protocols and Recommendation for Composite Reference Standard. IRANIAN JOURNAL OF MEDICAL MICROBIOLOGY 2023; 17:22-38. [DOI: 10.30699/ijmm.17.1.22] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 09/02/2023]
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22
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Rao AM, Popper SJ, Gupta S, Davong V, Vaidya K, Chanthongthip A, Dittrich S, Robinson MT, Vongsouvath M, Mayxay M, Nawtaisong P, Karmacharya B, Thair SA, Bogoch I, Sweeney TE, Newton PN, Andrews JR, Relman DA, Khatri P. A robust host-response-based signature distinguishes bacterial and viral infections across diverse global populations. Cell Rep Med 2022; 3:100842. [PMID: 36543117 PMCID: PMC9797950 DOI: 10.1016/j.xcrm.2022.100842] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/11/2022] [Revised: 07/12/2022] [Accepted: 11/09/2022] [Indexed: 12/24/2022]
Abstract
Limited sensitivity and specificity of current diagnostics lead to the erroneous prescription of antibiotics. Host-response-based diagnostics could address these challenges. However, using 4,200 samples across 69 blood transcriptome datasets from 20 countries from patients with bacterial or viral infections representing a broad spectrum of biological, clinical, and technical heterogeneity, we show current host-response-based gene signatures have lower accuracy to distinguish intracellular bacterial infections from viral infections than extracellular bacterial infections. Using these 69 datasets, we identify an 8-gene signature to distinguish intracellular or extracellular bacterial infections from viral infections with an area under the receiver operating characteristic curve (AUROC) > 0.91 (85.9% specificity and 90.2% sensitivity). In prospective cohorts from Nepal and Laos, the 8-gene classifier distinguished bacterial infections from viral infections with an AUROC of 0.94 (87.9% specificity and 91% sensitivity). The 8-gene signature meets the target product profile proposed by the World Health Organization and others for distinguishing bacterial and viral infections.
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Affiliation(s)
- Aditya M. Rao
- Institute for Immunity, Transplantation, and Infection, Stanford University School of Medicine, 240 Pasteur Dr., Biomedical Innovation Building, Room 1553, Stanford, CA, USA,Immunology Graduate Program, Department of Medicine, Stanford University, Stanford, CA, USA
| | - Stephen J. Popper
- Division of Infectious Diseases and Geographic Medicine, Department of Medicine, Stanford University, Stanford, CA, USA
| | - Sanjana Gupta
- Institute for Immunity, Transplantation, and Infection, Stanford University School of Medicine, 240 Pasteur Dr., Biomedical Innovation Building, Room 1553, Stanford, CA, USA,Center for Biomedical Informatics Research, Department of Medicine, Stanford University, Stanford, CA, USA
| | - Viengmon Davong
- Lao-Oxford-Mahosot Hospital-Wellcome Trust Research Unit, Microbiology Laboratory, Mahosot Hospital, Vientiane, Lao PDR
| | - Krista Vaidya
- Dhulikhel Hospital, Kathmandu University Hospital, Kavrepalanchok, Nepal
| | - Anisone Chanthongthip
- Lao-Oxford-Mahosot Hospital-Wellcome Trust Research Unit, Microbiology Laboratory, Mahosot Hospital, Vientiane, Lao PDR
| | - Sabine Dittrich
- Lao-Oxford-Mahosot Hospital-Wellcome Trust Research Unit, Microbiology Laboratory, Mahosot Hospital, Vientiane, Lao PDR,Centre for Tropical Medicine and Global Health, Nuffield Department of Medicine, University of Oxford, Oxford, UK
| | - Matthew T. Robinson
- Lao-Oxford-Mahosot Hospital-Wellcome Trust Research Unit, Microbiology Laboratory, Mahosot Hospital, Vientiane, Lao PDR,Centre for Tropical Medicine and Global Health, Nuffield Department of Medicine, University of Oxford, Oxford, UK
| | - Manivanh Vongsouvath
- Lao-Oxford-Mahosot Hospital-Wellcome Trust Research Unit, Microbiology Laboratory, Mahosot Hospital, Vientiane, Lao PDR
| | - Mayfong Mayxay
- Lao-Oxford-Mahosot Hospital-Wellcome Trust Research Unit, Microbiology Laboratory, Mahosot Hospital, Vientiane, Lao PDR,Centre for Tropical Medicine and Global Health, Nuffield Department of Medicine, University of Oxford, Oxford, UK,Institute of Research and Education Development (IRED), University of Health Sciences, Ministry of Health, Vientiane, Lao PDR
| | - Pruksa Nawtaisong
- Lao-Oxford-Mahosot Hospital-Wellcome Trust Research Unit, Microbiology Laboratory, Mahosot Hospital, Vientiane, Lao PDR
| | - Biraj Karmacharya
- Dhulikhel Hospital, Kathmandu University Hospital, Kavrepalanchok, Nepal
| | - Simone A. Thair
- Institute for Immunity, Transplantation, and Infection, Stanford University School of Medicine, 240 Pasteur Dr., Biomedical Innovation Building, Room 1553, Stanford, CA, USA,Center for Biomedical Informatics Research, Department of Medicine, Stanford University, Stanford, CA, USA
| | - Isaac Bogoch
- Department of Medicine, University of Toronto, Toronto, ON, Canada
| | | | - Paul N. Newton
- Lao-Oxford-Mahosot Hospital-Wellcome Trust Research Unit, Microbiology Laboratory, Mahosot Hospital, Vientiane, Lao PDR,Centre for Tropical Medicine and Global Health, Nuffield Department of Medicine, University of Oxford, Oxford, UK
| | - Jason R. Andrews
- Division of Infectious Diseases and Geographic Medicine, Department of Medicine, Stanford University, Stanford, CA, USA
| | - David A. Relman
- Institute for Immunity, Transplantation, and Infection, Stanford University School of Medicine, 240 Pasteur Dr., Biomedical Innovation Building, Room 1553, Stanford, CA, USA,Division of Infectious Diseases and Geographic Medicine, Department of Medicine, Stanford University, Stanford, CA, USA,Department of Microbiology and Immunology, Stanford University, Stanford, CA, USA,Infectious Diseases Section, Veterans Affairs Palo Alto Health Care System, Palo Alto, CA, USA
| | - Purvesh Khatri
- Institute for Immunity, Transplantation, and Infection, Stanford University School of Medicine, 240 Pasteur Dr., Biomedical Innovation Building, Room 1553, Stanford, CA, USA,Center for Biomedical Informatics Research, Department of Medicine, Stanford University, Stanford, CA, USA,Corresponding author
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23
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Fujiogi M, Raita Y, Pérez-Losada M, Freishtat RJ, Celedón JC, Mansbach JM, Piedra PA, Zhu Z, Camargo CA, Hasegawa K. Integrated relationship of nasopharyngeal airway host response and microbiome associates with bronchiolitis severity. Nat Commun 2022; 13:4970. [PMID: 36042194 PMCID: PMC9427849 DOI: 10.1038/s41467-022-32323-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/22/2021] [Accepted: 07/25/2022] [Indexed: 12/03/2022] Open
Abstract
Bronchiolitis is a leading cause of infant hospitalizations but its immunopathology remains poorly understood. Here we present data from 244 infants hospitalized with bronchiolitis in a multicenter prospective study, assessing the host response (transcriptome), microbial composition, and microbial function (metatranscriptome) in the nasopharyngeal airway, and associate them with disease severity. We investigate individual associations with disease severity identify host response, microbial taxonomical, and microbial functional modules by network analyses. We also determine the integrated relationship of these modules with severity. Several modules are significantly associated with risks of positive pressure ventilation use, including the host-type I interferon, neutrophil/interleukin-1, T cell regulation, microbial-branched-chain amino acid metabolism, and nicotinamide adenine dinucleotide hydrogen modules. Taken together, we show complex interplays between host and microbiome, and their contribution to disease severity.
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Affiliation(s)
- Michimasa Fujiogi
- Department of Emergency Medicine, Massachusetts General Hospital, Harvard Medical School, Boston, MA, USA.
| | - Yoshihiko Raita
- Department of Emergency Medicine, Massachusetts General Hospital, Harvard Medical School, Boston, MA, USA
| | - Marcos Pérez-Losada
- Computational Biology Institute, Department of Biostatistics and Bioinformatics, The George Washington University, Washington, DC, USA
- CIBIO-InBIO, Centro de Investigação em Biodiversidade e Recursos Genéticos, Universidade do Porto, Campus Agrário de Vairão, Vairão, Portugal
| | - Robert J Freishtat
- Center for Genetic Medicine Research, Children's National Hospital, Washington, DC, USA
- Division of Emergency Medicine, Children's National Hospital, Washington, DC, USA
- Department of Pediatrics, George Washington University School of Medicine and Health Sciences, Washington, DC, USA
| | - Juan C Celedón
- Division of Pulmonary Medicine, Department of Pediatrics, UPMC Children's Hospital of Pittsburgh, University of Pittsburgh, Pittsburgh, PA, USA
| | - Jonathan M Mansbach
- Department of Pediatrics, Boston Children's Hospital, Harvard Medical School, Boston, MA, USA
| | - Pedro A Piedra
- Departments of Molecular Virology and Microbiology and Pediatrics, Baylor College of Medicine, Houston, TX, USA
| | - Zhaozhong Zhu
- Department of Emergency Medicine, Massachusetts General Hospital, Harvard Medical School, Boston, MA, USA
| | - Carlos A Camargo
- Department of Emergency Medicine, Massachusetts General Hospital, Harvard Medical School, Boston, MA, USA
| | - Kohei Hasegawa
- Department of Emergency Medicine, Massachusetts General Hospital, Harvard Medical School, Boston, MA, USA
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24
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Rodriguez-Fernandez R, González-Sánchez MI, Perez-Moreno J, González-Martínez F, de la Mata Navazo S, Mejias A, Ramilo O. Age and respiratory syncytial virus etiology in bronchiolitis clinical outcomes. THE JOURNAL OF ALLERGY AND CLINICAL IMMUNOLOGY. GLOBAL 2022; 1:91-98. [PMID: 37781264 PMCID: PMC10509905 DOI: 10.1016/j.jacig.2022.05.005] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 11/20/2021] [Revised: 03/25/2022] [Accepted: 05/13/2022] [Indexed: 10/03/2023]
Abstract
Background Respiratory syncytial virus (RSV) is the most frequent cause of bronchiolitis. Precise and updated information about demographic characteristics, clinical manifestations, and risk factors for severe disease are needed for optimal implementation of upcoming new therapeutic and preventive interventions. Objectives The main goals of this study were to define the epidemiology of acute bronchiolitis in hospitalized young children during 5 calendar years in Spain; evaluate the differences in clinical manifestations between children hospitalized with RSV infection and those hospitalized with non-RSV infection; and identify demographic characteristics, clinical parameters, and risk factors associated with disease severity. Methods We performed a retrospective review of the medical records of children younger than 2 years who were hospitalized with bronchiolitis between January 2015 and December 2019. We constructed multivariable models to identify independent predictors of disease severity defined as length of hospital stay (LOS), pediatric intensive care unit (PICU) admission, and need for a high-flow-nasal canula (HFNC). Results From January 2015 to December 2019, 1437 children were hospitalized with bronchiolitis and met the inclusion criteria. The proportion of children hospitalized with bronchiolitis caused by RSV increased significantly during the study period, from 60% to 65% (P = .03). The children with RSV bronchiolitis were younger than those with non-RSV bronchiolitis (median age = 3 months [interquartile range = 1.5-6.5 months] vs 4 months [interquartile range = 2-7.5 months], respectively (P < .01). The children younger than 6 months with RSV bronchiolitis had enhanced disease severity compared with those with non-RSV bronchiolitis, as defined by an LOS of more than 4 days, severity scores, need for an HFNC, intravenous fluids, enteral feeding, and PICU admissions (P < .01). Age younger than 6 months and RSV-positive etiology were independently associated with greater odds of PICU admission, need for an HFNC, and longer LOS. Conclusion This study identified differences in disease severity between young children with RSV bronchiolitis and those with non-RSV bronchiolitis. These differences are particularly significant in children younger than 6 months, who comprise a group of infants with suboptimal innate immunity to RSV and may benefit from new preventive strategies.
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Affiliation(s)
- Rosa Rodriguez-Fernandez
- Department of Pediatrics, Hospital Infantil Gregorio Marañón, Madrid, Spain
- Instituto de Investigación Sanitaria Gregorio Marañón, Madrid, Spain
| | - María Isabel González-Sánchez
- Department of Pediatrics, Hospital Infantil Gregorio Marañón, Madrid, Spain
- Instituto de Investigación Sanitaria Gregorio Marañón, Madrid, Spain
| | - Jimena Perez-Moreno
- Department of Pediatrics, Hospital Infantil Gregorio Marañón, Madrid, Spain
- Instituto de Investigación Sanitaria Gregorio Marañón, Madrid, Spain
| | - Felipe González-Martínez
- Department of Pediatrics, Hospital Infantil Gregorio Marañón, Madrid, Spain
- Instituto de Investigación Sanitaria Gregorio Marañón, Madrid, Spain
| | - Sara de la Mata Navazo
- Department of Pediatrics, Hospital Infantil Gregorio Marañón, Madrid, Spain
- Instituto de Investigación Sanitaria Gregorio Marañón, Madrid, Spain
| | - Asuncion Mejias
- Division of Pediatric Infectious Diseases and Center for Vaccines and Immunity, Abigail Wexner Research Institute at Nationwide Children’s Hospital, The Ohio State University College of Medicine, Columbus, Ohio
| | - Octavio Ramilo
- Division of Pediatric Infectious Diseases and Center for Vaccines and Immunity, Abigail Wexner Research Institute at Nationwide Children’s Hospital, The Ohio State University College of Medicine, Columbus, Ohio
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25
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26
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Matera L, Nenna R, Frassanito A, Petrarca L, Mancino E, Rizzo V, Di Mattia G, Paolo La Regina D, Pierangeli A, Midulla F. Low lymphocyte count: A clinical severity marker in infants with bronchiolitis. Pediatr Pulmonol 2022; 57:1770-1775. [PMID: 35411598 DOI: 10.1002/ppul.25919] [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: 08/17/2021] [Revised: 03/29/2022] [Accepted: 03/31/2022] [Indexed: 11/11/2022]
Abstract
BACKGROUND Bronchiolitis is the most frequent cause of hospitalization in infants younger than 1 year of age. We sought to evaluate the correlation between lymphocyte count and clinical manifestation in infants hospitalized with bronchiolitis. MATERIALS AND METHODS We performed a retrospective cohort study evaluating 1297 children hospitalized for bronchiolitis from 2004 to 2019. A nasal washing was tested for 14 respiratory viruses by PCR. A clinical severity score, ranging 0-8, was assigned at hospital admission. History and clinical course were recorded for each infant. Patients were divided in 3 groups according to lymphocyte count tertiles. Parents of enrolled patients have been phoned annually over 5 years to evaluate respiratory sequelae. RESULTS A total of 433 children had 2914.2 ± 745.5/mm3 lymphocytes (Group 1), 432 had 4897.6 ± 561.5/mm3 lymphocytes (Group 2) and 432 had 7884 ± 1903.3/mm3 lymphocytes (Group 3). Group 1 patients were more frequently infected by RSV and presented with fever, a worse clinical severity score. They more frequently needed oxygen supplementation, underwent a prolonged hospitalization needed to be admitted to pediatric intensive care unit. Finally, they had more frequently a family history of eczema, wheezing and asthma. We found no differences between lymphocytes count and respiratory sequelae (at least two episodes of wheezing per year). CONCLUSIONS Infants with low lymphocyte count are more likely to have a worse clinical course of bronchiolitis.
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Affiliation(s)
- Luigi Matera
- Department of Maternal, Infantile and Urological Sciences, Sapienza University of Rome, Rome, Italy
| | - Raffaella Nenna
- Department of Maternal, Infantile and Urological Sciences, Sapienza University of Rome, Rome, Italy
| | - Antonella Frassanito
- Department of Maternal, Infantile and Urological Sciences, Sapienza University of Rome, Rome, Italy
| | - Laura Petrarca
- Department of Maternal, Infantile and Urological Sciences, Sapienza University of Rome, Rome, Italy
| | - Enrica Mancino
- Department of Maternal, Infantile and Urological Sciences, Sapienza University of Rome, Rome, Italy
| | - Valentina Rizzo
- Department of Maternal, Infantile and Urological Sciences, Sapienza University of Rome, Rome, Italy
| | - Greta Di Mattia
- Department of Maternal, Infantile and Urological Sciences, Sapienza University of Rome, Rome, Italy
| | - Domenico Paolo La Regina
- Department of Maternal, Infantile and Urological Sciences, Sapienza University of Rome, Rome, Italy
| | - Alessandra Pierangeli
- Laboratory of Virology, Department of Molecular Medicine, Sapienza University, Rome, Italy
| | - Fabio Midulla
- Department of Maternal, Infantile and Urological Sciences, Sapienza University of Rome, Rome, Italy
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27
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Hirai T, Yoshioka Y. Considerations of CD8+ T Cells for Optimized Vaccine Strategies Against Respiratory Viruses. Front Immunol 2022; 13:918611. [PMID: 35774782 PMCID: PMC9237416 DOI: 10.3389/fimmu.2022.918611] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/12/2022] [Accepted: 05/20/2022] [Indexed: 11/13/2022] Open
Abstract
The primary goal of vaccines that protect against respiratory viruses appears to be the induction of neutralizing antibodies for a long period. Although this goal need not be changed, recent severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) variants have drawn strong attention to another arm of acquired immunity, CD8+ T cells, which are also called killer T cells. Recent evidence accumulated during the coronavirus disease 2019 (COVID-19) pandemic has revealed that even variants of SARS-CoV-2 that escaped from neutralizing-antibodies that were induced by either infection or vaccination could not escape from CD8+ T cell-mediated immunity. In addition, although traditional vaccine platforms, such as inactivated virus and subunit vaccines, are less efficient in inducing CD8+ T cells, newly introduced platforms for SARS-CoV-2, namely, mRNA and adenoviral vector vaccines, can induce strong CD8+ T cell-mediated immunity in addition to inducing neutralizing antibodies. However, CD8+ T cells function locally and need to be at the site of infection to control it. To fully utilize the protective performance of CD8+ T cells, it would be insufficient to induce only memory cells circulating in blood, using injectable vaccines; mucosal immunization could be required to set up CD8+ T cells for the optimal protection. CD8+ T cells might also contribute to the pathology of the infection, change their function with age and respond differently to booster vaccines in comparison with antibodies. Herein, we overview cutting-edge ideas on CD8+ T cell-mediated immunity that can enable the rational design of vaccines for respiratory viruses.
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Affiliation(s)
- Toshiro Hirai
- Vaccine Creation Group, BIKEN Innovative Vaccine Research Alliance Laboratories, Institute for Open and Transdisciplinary Research Initiatives, Osaka University, Suita, Japan
- Vaccine Creation Group, BIKEN Innovative Vaccine Research Alliance Laboratories, Research Institute for Microbial Diseases, Osaka University, Suita, Japan
- Laboratory of Nano-design for Innovative Drug Development, Graduate School of Pharmaceutical Sciences, Osaka University, Suita, Japan
- *Correspondence: Toshiro Hirai,
| | - Yasuo Yoshioka
- Vaccine Creation Group, BIKEN Innovative Vaccine Research Alliance Laboratories, Institute for Open and Transdisciplinary Research Initiatives, Osaka University, Suita, Japan
- Vaccine Creation Group, BIKEN Innovative Vaccine Research Alliance Laboratories, Research Institute for Microbial Diseases, Osaka University, Suita, Japan
- Laboratory of Nano-design for Innovative Drug Development, Graduate School of Pharmaceutical Sciences, Osaka University, Suita, Japan
- The Research Foundation for Microbial Diseases of Osaka University, Suita, Japan
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Siljan WW, Sivakumaran D, Ritz C, Jenum S, Ottenhoff THM, Ulvestad E, Holter JC, Heggelund L, Grewal HMS. Host Transcriptional Signatures Predict Etiology in Community-Acquired Pneumonia: Potential Antibiotic Stewardship Tools. Biomark Insights 2022; 17:11772719221099130. [PMID: 35693251 PMCID: PMC9174553 DOI: 10.1177/11772719221099130] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/20/2021] [Accepted: 04/20/2022] [Indexed: 11/01/2022] Open
Abstract
Background: Current approaches for pathogen identification in community-acquired pneumonia (CAP) remain suboptimal, leaving most patients without a microbiological diagnosis. If better diagnostic tools were available for differentiating between viral and bacterial CAP, unnecessary antibacterial therapy could be avoided in viral CAP patients. Methods: In 156 adults hospitalized with CAP classified to have bacterial, viral, or mixed viral-bacterial infection based on microbiological testing or both microbiological testing and procalcitonin (PCT) levels, we aimed to identify discriminatory host transcriptional signatures in peripheral blood samples acquired at hospital admission, by applying Dual-color-Reverse-Transcriptase-Multiplex-Ligation-dependent-Probe-Amplification (dc-RT MLPA). Results: In patients classified by microbiological testing, a 9-transcript signature showed high accuracy for discriminating bacterial from viral CAP (AUC 0.91, 95% CI 0.85-0.96), while a 10-transcript signature similarly discriminated mixed viral-bacterial from viral CAP (AUC 0.91, 95% CI 0.86-0.96). In patients classified by both microbiological testing and PCT levels, a 13-transcript signature showed excellent accuracy for discriminating bacterial from viral CAP (AUC 1.00, 95% CI 1.00-1.00), while a 7-transcript signature similarly discriminated mixed viral-bacterial from viral CAP (AUC 0.93, 95% CI 0.87-0.98). Conclusion: Our findings support host transcriptional signatures in peripheral blood samples as a potential tool for guiding clinical decision-making and antibiotic stewardship in CAP.
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Affiliation(s)
- William W Siljan
- Department of Pulmonary Medicine, Division of Medicine, Akershus University Hospital, Lørenskog, Norway
| | - Dhanasekaran Sivakumaran
- Department of Clinical Science, Bergen Integrated Diagnostic Stewardship Cluster, Faculty of Medicine, University of Bergen, Bergen, Norway
- Department of Microbiology, Haukeland University Hospital, Bergen, Norway
| | - Christian Ritz
- Department of Clinical Science, Bergen Integrated Diagnostic Stewardship Cluster, Faculty of Medicine, University of Bergen, Bergen, Norway
- Department of Nutrition, Exercise and Sports, University of Copenhagen, Copenhagen, Denmark
| | - Synne Jenum
- Department of Infectious Diseases, Oslo University Hospital, Oslo, Norway
| | - Tom HM Ottenhoff
- Department of Infectious Diseases, Leiden University Medical Center, Leiden, The Netherlands
| | - Elling Ulvestad
- Department of Clinical Science, Bergen Integrated Diagnostic Stewardship Cluster, Faculty of Medicine, University of Bergen, Bergen, Norway
- Department of Microbiology, Haukeland University Hospital, Bergen, Norway
| | - Jan C Holter
- Department of Microbiology, Oslo University Hospital, Oslo, Norway
- Institute of Clinical Medicine, Faculty of Medicine, University of Oslo, Oslo, Norway
| | - Lars Heggelund
- Department of Clinical Science, Bergen Integrated Diagnostic Stewardship Cluster, Faculty of Medicine, University of Bergen, Bergen, Norway
- Department of Internal Medicine, Vestre Viken Hospital Trust, Drammen, Norway
| | - Harleen MS Grewal
- Department of Clinical Science, Bergen Integrated Diagnostic Stewardship Cluster, Faculty of Medicine, University of Bergen, Bergen, Norway
- Department of Microbiology, Haukeland University Hospital, Bergen, Norway
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29
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Holcomb ZE, Steinbrink JM, Zaas AK, Betancourt M, Tenor JL, Toffaletti DL, Alspaugh JA, Perfect JR, McClain MT. Transcriptional Profiles Elucidate Differential Host Responses to Infection with Cryptococcus neoformans and Cryptococcus gattii. J Fungi (Basel) 2022; 8:jof8050430. [PMID: 35628686 PMCID: PMC9143552 DOI: 10.3390/jof8050430] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/06/2022] [Revised: 04/19/2022] [Accepted: 04/20/2022] [Indexed: 11/23/2022] Open
Abstract
Many aspects of the host response to invasive cryptococcal infections remain poorly understood. In order to explore the pathobiology of infection with common clinical strains, we infected BALB/cJ mice with Cryptococcus neoformans, Cryptococcus gattii, or sham control, and assayed host transcriptomic responses in peripheral blood. Infection with C. neoformans resulted in markedly greater fungal burden in the CNS than C. gattii, as well as slightly higher fungal burden in the lungs. A total of 389 genes were significantly differentially expressed in response to C. neoformans infection, which mainly clustered into pathways driving immune function, including complement activation and TH2-skewed immune responses. C. neoformans infection demonstrated dramatic up-regulation of complement-driven genes and greater up-regulation of alternatively activated macrophage activity than seen with C gattii. A 27-gene classifier was built, capable of distinguishing cryptococcal infection from animals with bacterial infection due to Staphylococcus aureus with 94% sensitivity and 89% specificity. Top genes from the murine classifiers were also differentially expressed in human PBMCs following infection, suggesting cross-species relevance of these findings. The host response, as manifested in transcriptional profiles, informs our understanding of the pathophysiology of cryptococcal infection and demonstrates promise for contributing to development of novel diagnostic approaches.
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Affiliation(s)
- Zachary E. Holcomb
- Harvard Combined Dermatology Residency Program, Department of Dermatology, Massachusetts General Hospital, Boston, MA 02114, USA;
| | - Julie M. Steinbrink
- Division of Infectious Diseases and International Health, Department of Medicine, Duke University Medical Center, Durham, NC 27710, USA; (A.K.Z.); (M.B.); (J.L.T.); (D.L.T.); (J.A.A.); (J.R.P.); (M.T.M.)
- Correspondence:
| | - Aimee K. Zaas
- Division of Infectious Diseases and International Health, Department of Medicine, Duke University Medical Center, Durham, NC 27710, USA; (A.K.Z.); (M.B.); (J.L.T.); (D.L.T.); (J.A.A.); (J.R.P.); (M.T.M.)
| | - Marisol Betancourt
- Division of Infectious Diseases and International Health, Department of Medicine, Duke University Medical Center, Durham, NC 27710, USA; (A.K.Z.); (M.B.); (J.L.T.); (D.L.T.); (J.A.A.); (J.R.P.); (M.T.M.)
| | - Jennifer L. Tenor
- Division of Infectious Diseases and International Health, Department of Medicine, Duke University Medical Center, Durham, NC 27710, USA; (A.K.Z.); (M.B.); (J.L.T.); (D.L.T.); (J.A.A.); (J.R.P.); (M.T.M.)
| | - Dena L. Toffaletti
- Division of Infectious Diseases and International Health, Department of Medicine, Duke University Medical Center, Durham, NC 27710, USA; (A.K.Z.); (M.B.); (J.L.T.); (D.L.T.); (J.A.A.); (J.R.P.); (M.T.M.)
| | - J. Andrew Alspaugh
- Division of Infectious Diseases and International Health, Department of Medicine, Duke University Medical Center, Durham, NC 27710, USA; (A.K.Z.); (M.B.); (J.L.T.); (D.L.T.); (J.A.A.); (J.R.P.); (M.T.M.)
- Department of Molecular Genetics and Microbiology, Duke University School of Medicine, Durham, NC 27710, USA
| | - John R. Perfect
- Division of Infectious Diseases and International Health, Department of Medicine, Duke University Medical Center, Durham, NC 27710, USA; (A.K.Z.); (M.B.); (J.L.T.); (D.L.T.); (J.A.A.); (J.R.P.); (M.T.M.)
| | - Micah T. McClain
- Division of Infectious Diseases and International Health, Department of Medicine, Duke University Medical Center, Durham, NC 27710, USA; (A.K.Z.); (M.B.); (J.L.T.); (D.L.T.); (J.A.A.); (J.R.P.); (M.T.M.)
- Infectious Diseases Section, Medical Service, Durham Veteran’s Affairs Medical Center, Durham, NC 27705, USA
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30
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Barnes MVC, Openshaw PJM, Thwaites RS. Mucosal Immune Responses to Respiratory Syncytial Virus. Cells 2022; 11:cells11071153. [PMID: 35406717 PMCID: PMC8997753 DOI: 10.3390/cells11071153] [Citation(s) in RCA: 13] [Impact Index Per Article: 6.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/20/2021] [Revised: 03/24/2022] [Accepted: 03/25/2022] [Indexed: 11/30/2022] Open
Abstract
Despite over half a century of research, respiratory syncytial virus (RSV)-induced bronchiolitis remains a major cause of hospitalisation in infancy, while vaccines and specific therapies still await development. Our understanding of mucosal immune responses to RSV continues to evolve, but recent studies again highlight the role of Type-2 immune responses in RSV disease and hint at the possibility that it dampens Type-1 antiviral immunity. Other immunoregulatory pathways implicated in RSV disease highlight the importance of focussing on localised mucosal responses in the respiratory mucosa, as befits a virus that is essentially confined to the ciliated respiratory epithelium. In this review, we discuss studies of mucosal immune cell infiltration and production of inflammatory mediators in RSV bronchiolitis and relate these studies to observations from peripheral blood. We also discuss the advantages and limitations of studying the nasal mucosa in a disease that is most severe in the lower airway. A fresh focus on studies of RSV pathogenesis in the airway mucosa is set to revolutionise our understanding of this common and important infection.
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31
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Das S, D’Souza S, Gorimanipalli B, Shetty R, Ghosh A, Deshpande V. Ocular Surface Infection Mediated Molecular Stress Responses: A Review. Int J Mol Sci 2022; 23:ijms23063111. [PMID: 35328532 PMCID: PMC8952005 DOI: 10.3390/ijms23063111] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/31/2021] [Revised: 03/09/2022] [Accepted: 03/10/2022] [Indexed: 12/16/2022] Open
Abstract
Infection mediated ocular surface stress responses are activated as early defense mechanisms in response to host cell damage. Integrated stress responses initiate the host response to different types of infections and modulate the transcription of key genes and translation of proteins. The crosstalk between host and pathogen results in profound alterations in cellular and molecular homeostasis triggering specific stress responses in the infected tissues. The amplitude and variations of such responses are partly responsible for the disease severity and clinical sequelae. Understanding the etiology and pathogenesis of ocular infections is important for early diagnosis and effective treatment. This review considers the molecular status of infection mediated ocular surface stress responses which may shed light on the importance of the host stress-signaling pathways. In this review, we collated literature on the molecular studies of all ocular surface infections and summarize the results from such studies systematically. Identification of important mediators involved in the crosstalk between the stress response and activation of diverse signaling molecules in host ocular surface infection may provide novel molecular targets for maintaining the cellular homeostasis during infection. These targets can be then explored and validated for diagnostic and therapeutic purposes.
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Affiliation(s)
- Samayitree Das
- GROW Research Laboratory, Narayana Nethralaya Foundation, Bangalore 560 099, India;
| | - Sharon D’Souza
- Cornea and Refractive Services, Narayana Nethralaya, Bangalore 560 010, India; (S.D.); (B.G.); (R.S.)
| | - Bhavya Gorimanipalli
- Cornea and Refractive Services, Narayana Nethralaya, Bangalore 560 010, India; (S.D.); (B.G.); (R.S.)
| | - Rohit Shetty
- Cornea and Refractive Services, Narayana Nethralaya, Bangalore 560 010, India; (S.D.); (B.G.); (R.S.)
| | - Arkasubhra Ghosh
- GROW Research Laboratory, Narayana Nethralaya Foundation, Bangalore 560 099, India;
- Correspondence: (A.G.); (V.D.)
| | - Vrushali Deshpande
- GROW Research Laboratory, Narayana Nethralaya Foundation, Bangalore 560 099, India;
- Correspondence: (A.G.); (V.D.)
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32
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Kircher M, Chludzinski E, Krepel J, Saremi B, Beineke A, Jung K. Augmentation of Transcriptomic Data for Improved Classification of Patients with Respiratory Diseases of Viral Origin. Int J Mol Sci 2022; 23:ijms23052481. [PMID: 35269624 PMCID: PMC8910329 DOI: 10.3390/ijms23052481] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/25/2021] [Revised: 02/17/2022] [Accepted: 02/21/2022] [Indexed: 02/01/2023] Open
Abstract
To better understand the molecular basis of respiratory diseases of viral origin, high-throughput gene-expression data are frequently taken by means of DNA microarray or RNA-seq technology. Such data can also be useful to classify infected individuals by molecular signatures in the form of machine-learning models with genes as predictor variables. Early diagnosis of patients by molecular signatures could also contribute to better treatments. An approach that has rarely been considered for machine-learning models in the context of transcriptomics is data augmentation. For other data types it has been shown that augmentation can improve classification accuracy and prevent overfitting. Here, we compare three strategies for data augmentation of DNA microarray and RNA-seq data from two selected studies on respiratory diseases of viral origin. The first study involves samples of patients with either viral or bacterial origin of the respiratory disease, the second study involves patients with either SARS-CoV-2 or another respiratory virus as disease origin. Specifically, we reanalyze these public datasets to study whether patient classification by transcriptomic signatures can be improved when adding artificial data for training of the machine-learning models. Our comparison reveals that augmentation of transcriptomic data can improve the classification accuracy and that fewer genes are necessary as explanatory variables in the final models. We also report genes from our signatures that overlap with signatures presented in the original publications of our example data. Due to strict selection criteria, the molecular role of these genes in the context of respiratory infectious diseases is underlined.
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Affiliation(s)
- Magdalena Kircher
- Institute for Animal Breeding and Genetics, University of Veterinary Medicine Hannover, Buenteweg 17p, 30559 Hannover, Germany; (M.K.); (J.K.); (B.S.)
| | - Elisa Chludzinski
- Department of Pathology, University of Veterinary Medicine Hannover, Buenteweg 17, 30559 Hannover, Germany; (E.C.); (A.B.)
| | - Jessica Krepel
- Institute for Animal Breeding and Genetics, University of Veterinary Medicine Hannover, Buenteweg 17p, 30559 Hannover, Germany; (M.K.); (J.K.); (B.S.)
| | - Babak Saremi
- Institute for Animal Breeding and Genetics, University of Veterinary Medicine Hannover, Buenteweg 17p, 30559 Hannover, Germany; (M.K.); (J.K.); (B.S.)
| | - Andreas Beineke
- Department of Pathology, University of Veterinary Medicine Hannover, Buenteweg 17, 30559 Hannover, Germany; (E.C.); (A.B.)
| | - Klaus Jung
- Institute for Animal Breeding and Genetics, University of Veterinary Medicine Hannover, Buenteweg 17p, 30559 Hannover, Germany; (M.K.); (J.K.); (B.S.)
- Correspondence: ; Tel.: +49-511-953-8878
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33
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Varese A, Nakawesi J, Farias A, Kirsebom FCM, Paulsen M, Nuriev R, Johansson C. Type I interferons and MAVS signaling are necessary for tissue resident memory CD8+ T cell responses to RSV infection. PLoS Pathog 2022; 18:e1010272. [PMID: 35108347 PMCID: PMC8843175 DOI: 10.1371/journal.ppat.1010272] [Citation(s) in RCA: 9] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/06/2021] [Revised: 02/14/2022] [Accepted: 01/12/2022] [Indexed: 01/15/2023] Open
Abstract
Respiratory syncytial virus (RSV) can cause bronchiolitis and viral pneumonia in young children and the elderly. Lack of vaccines and recurrence of RSV infection indicate the difficulty in eliciting protective memory immune responses. Tissue resident memory T cells (TRM) can confer protection from pathogen re-infection and, in human experimental RSV infection, the presence of lung CD8+ TRM cells correlates with a better outcome. However, the requirements for generating and maintaining lung TRM cells during RSV infection are not fully understood. Here, we use mouse models to assess the impact of innate immune response determinants in the generation and subsequent expansion of the TRM cell pool during RSV infection. We show that CD8+ TRM cells expand independently from systemic CD8+ T cells after RSV re-infection. Re-infected MAVS and MyD88/TRIF deficient mice, lacking key components involved in innate immune recognition of RSV and induction of type I interferons (IFN-α/β), display impaired expansion of CD8+ TRM cells and reduction in antigen specific production of granzyme B and IFN-γ. IFN-α treatment of MAVS deficient mice during primary RSV infection restored TRM cell expansion upon re-challenge but failed to recover TRM cell functionality. Our data reveal how innate immunity, including the axis controlling type I IFN induction, instructs and regulates CD8+ TRM cell responses to RSV infection, suggesting possible mechanisms for therapeutic intervention.
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Affiliation(s)
- Augusto Varese
- Respiratory Infections Section, St Mary’s campus, National Heart and Lung Institute, Imperial College London, London, United Kingdom
| | - Joy Nakawesi
- Respiratory Infections Section, St Mary’s campus, National Heart and Lung Institute, Imperial College London, London, United Kingdom
| | - Ana Farias
- Respiratory Infections Section, St Mary’s campus, National Heart and Lung Institute, Imperial College London, London, United Kingdom
| | - Freja C. M. Kirsebom
- Respiratory Infections Section, St Mary’s campus, National Heart and Lung Institute, Imperial College London, London, United Kingdom
| | - Michelle Paulsen
- Respiratory Infections Section, St Mary’s campus, National Heart and Lung Institute, Imperial College London, London, United Kingdom
| | - Rinat Nuriev
- Respiratory Infections Section, St Mary’s campus, National Heart and Lung Institute, Imperial College London, London, United Kingdom
| | - Cecilia Johansson
- Respiratory Infections Section, St Mary’s campus, National Heart and Lung Institute, Imperial College London, London, United Kingdom
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34
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McCall MN, Chu CY, Wang L, Benoodt L, Thakar J, Corbett A, Holden-Wiltse J, Slaunwhite C, Grier A, Gill SR, Falsey AR, Topham DJ, Caserta MT, Walsh EE, Qiu X, Mariani TJ. A systems genomics approach uncovers molecular associates of RSV severity. PLoS Comput Biol 2021; 17:e1009617. [PMID: 34962914 PMCID: PMC8746750 DOI: 10.1371/journal.pcbi.1009617] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/25/2021] [Revised: 01/10/2022] [Accepted: 11/05/2021] [Indexed: 01/06/2023] Open
Abstract
Respiratory syncytial virus (RSV) infection results in millions of hospitalizations and thousands of deaths each year. Variations in the adaptive and innate immune response appear to be associated with RSV severity. To investigate the host response to RSV infection in infants, we performed a systems-level study of RSV pathophysiology, incorporating high-throughput measurements of the peripheral innate and adaptive immune systems and the airway epithelium and microbiota. We implemented a novel multi-omic data integration method based on multilayered principal component analysis, penalized regression, and feature weight back-propagation, which enabled us to identify cellular pathways associated with RSV severity. In both airway and immune cells, we found an association between RSV severity and activation of pathways controlling Th17 and acute phase response signaling, as well as inhibition of B cell receptor signaling. Dysregulation of both the humoral and mucosal response to RSV may play a critical role in determining illness severity. This paper presents a novel approach to understanding the localized molecular responses to respiratory syncytial virus (RSV) and the system-level correlates of clinical outcomes. To do this, we developed a novel statistical method able to integrate high dimensional molecular data characterizing the host airway microbota and immune and nasal gene expression. We show that this integrative approach facilitates superior performance in estimating clinical outcome as opposed to any single data type. Using this approach, we identified both cell type-specific and shared biomarkers and regulatory pathways associated with RSV severity. Specifically, we identified an association between RSV severity, activation of pathways controlling Th17, and inhibition of B cell receptor signaling, which were present in both the site of infection airway and in peripheral immune cells. These results can guide future efforts to identify biomarkers for identifying or predicting illness severity following infant RSV infection. They may also be useful as biomarkers to inform the efficacy of future interventions (e.g., therapies) or preventative measures to suppress the rate of severe disease (e.g., vaccines).
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Affiliation(s)
- Matthew N McCall
- Department of Biostatistics and Computational Biology, University of Rochester Medical Center, Rochester New York, United States of America.,Department of Biomedical Genetics, University of Rochester Medical Center, Rochester New York, United States of America
| | - Chin-Yi Chu
- Division of Neonatology and Pediatric Molecular and Personalized Medicine Program, University of Rochester Medical Center, Rochester New York, United States of America.,Department of Pediatrics, University of Rochester Medical Center, Rochester New York, United States of America
| | - Lu Wang
- Department of Biostatistics and Computational Biology, University of Rochester Medical Center, Rochester New York, United States of America
| | - Lauren Benoodt
- Department of Biochemistry and Biophysics, University of Rochester Medical Center, Rochester New York, United States of America
| | - Juilee Thakar
- Department of Biostatistics and Computational Biology, University of Rochester Medical Center, Rochester New York, United States of America.,Department of Microbiology and Immunology, University of Rochester Medical Center, Rochester New York, United States of America
| | - Anthony Corbett
- Department of Biostatistics and Computational Biology, University of Rochester Medical Center, Rochester New York, United States of America.,Clinical and Translational Science Institute, University of Rochester Medical Center, Rochester New York, United States of America
| | - Jeanne Holden-Wiltse
- Department of Biostatistics and Computational Biology, University of Rochester Medical Center, Rochester New York, United States of America.,Clinical and Translational Science Institute, University of Rochester Medical Center, Rochester New York, United States of America
| | - Christopher Slaunwhite
- Division of Neonatology and Pediatric Molecular and Personalized Medicine Program, University of Rochester Medical Center, Rochester New York, United States of America.,Department of Pediatrics, University of Rochester Medical Center, Rochester New York, United States of America
| | - Alex Grier
- Department of Microbiology and Immunology, University of Rochester Medical Center, Rochester New York, United States of America
| | - Steven R Gill
- Department of Microbiology and Immunology, University of Rochester Medical Center, Rochester New York, United States of America
| | - Ann R Falsey
- Department of Medicine, University of Rochester Medical Center, Rochester New York, United States of America.,Department of Medicine, Rochester General Hospital, Rochester New York, United States of America
| | - David J Topham
- Department of Microbiology and Immunology, University of Rochester Medical Center, Rochester New York, United States of America.,David H. Smith Center for Vaccine Biology and Immunology, University of Rochester Medical Center, Rochester New York, United States of America
| | - Mary T Caserta
- Department of Pediatrics, University of Rochester Medical Center, Rochester New York, United States of America
| | - Edward E Walsh
- Department of Medicine, University of Rochester Medical Center, Rochester New York, United States of America.,Department of Medicine, Rochester General Hospital, Rochester New York, United States of America
| | - Xing Qiu
- Department of Biostatistics and Computational Biology, University of Rochester Medical Center, Rochester New York, United States of America
| | - Thomas J Mariani
- Division of Neonatology and Pediatric Molecular and Personalized Medicine Program, University of Rochester Medical Center, Rochester New York, United States of America.,Department of Pediatrics, University of Rochester Medical Center, Rochester New York, United States of America
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35
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Lack of Type I Interferon Signaling Ameliorates Respiratory Syncytial Virus-Induced Lung Inflammation and Restores Antioxidant Defenses. Antioxidants (Basel) 2021; 11:antiox11010067. [PMID: 35052571 PMCID: PMC8772717 DOI: 10.3390/antiox11010067] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/30/2021] [Revised: 12/20/2021] [Accepted: 12/21/2021] [Indexed: 11/17/2022] Open
Abstract
Respiratory syncytial virus (RSV) infection in mouse and human lung is associated with pathogenic inflammation and oxidative injury. RSV impairs antioxidant responses by increasing the degradation of transcription factor NF-E2-related factor 2 (NRF2), which controls the expression of several antioxidant enzymes (AOEs). In addition to its protective effects, type I IFNs have been increasingly recognized as important mediators of host pathogenic responses during acute respiratory viral infections. We used a mouse model of RSV infection to investigate the effect of lack of type I interferon (IFN) receptor on viral-mediated clinical disease, airway inflammation, NRF2 expression, and antioxidant defenses. In the absence of type I IFN signaling, RSV-infected mice showed significantly less body weight loss and airway obstruction, as well as a significant reduction in cytokine and chemokine secretion and airway inflammation. Lack of type I IFN receptor was associated with greatly reduced virus-induced promyelocytic leukemia lung protein expression, which we showed to be necessary for virus-induced NRF2 degradation in a cell model of infection, resulting in restoration of NRF2 levels, AOE expression, and airway antioxidant capacity. Our data support the concept that modulation of type I IFN production and/or signaling could represent an important therapeutic strategy to ameliorate severity of RSV-induced lung disease.
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36
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Makrinioti H, Bush A, Gern J, Johnston SL, Papadopoulos N, Feleszko W, Camargo CA, Hasegawa K, Jartti T. The Role of Interferons in Driving Susceptibility to Asthma Following Bronchiolitis: Controversies and Research Gaps. Front Immunol 2021; 12:761660. [PMID: 34925333 PMCID: PMC8677668 DOI: 10.3389/fimmu.2021.761660] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/20/2021] [Accepted: 11/12/2021] [Indexed: 12/15/2022] Open
Abstract
Bronchiolitis is the most common cause of hospitalization in infancy and is associated with a higher risk for the development of childhood asthma. However, not all children hospitalized with bronchiolitis will develop asthma. The mechanisms underlying asthma development following bronchiolitis hospitalization are complex. Immune responses to respiratory viruses may underlie both bronchiolitis severity and long-term sequela (such as asthma). Interferons (IFNs) are important components of innate immune responses to respiratory viruses and could influence both asthma development and asthma exacerbations. However, the nature of the relationship between interferon production and wheezing illnesses is controversial. For example, low peripheral blood IFN responses at birth have been linked with recurrent wheeze and asthma development. In contrast, there is evidence that severe illnesses (e.g., hospitalization for bronchiolitis) are associated with increased IFN responses during acute infection (bronchiolitis hospitalization) and a higher risk for subsequent asthma diagnosis. Furthermore, mechanistic studies suggest that bronchial epithelial cells from asthmatic children have impaired IFN responses to respiratory viruses, which may enable increased viral replication followed by exaggerated secondary IFN responses. This review aims to discuss controversies around the role of IFNs as drivers of susceptibility to asthma development following bronchiolitis hospitalization. Past evidence from both mechanistic and cohort studies are discussed. We will highlight knowledge gaps that can inform future research study design.
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Affiliation(s)
- Heidi Makrinioti
- West Middlesex University Hospital, Chelsea, and Westminster Foundation Trust, London, United Kingdom.,Imperial Centre for Paediatrics and Child Health, Imperial College, London, United Kingdom
| | - Andrew Bush
- Imperial Centre for Paediatrics and Child Health, Imperial College, London, United Kingdom.,National Heart and Lung Institute, Imperial College, London, United Kingdom
| | - James Gern
- Department of Paediatrics, School of Medicine and Public Health, University of Wisconsin-Madison, Wisconsin, WI, United States
| | | | - Nikolaos Papadopoulos
- Allergy Department, 2nd Paediatric Clinic, National and Kapodistrian University of Athens, Athens, Greece.,Division of Infection, Immunity and Respiratory Medicine, School of Biological Sciences, The University of Manchester, Manchester, United Kingdom
| | - Wojciech Feleszko
- Department of Paediatric Pneumology and Allergy, The Medical University of Warsaw, Warsaw, Poland
| | - Carlos A Camargo
- Department of Emergency Medicine, Massachusetts General Hospital, Harvard Medical School, Boston, MA, United States
| | - Kohei Hasegawa
- Department of Emergency Medicine, Massachusetts General Hospital, Harvard Medical School, Boston, MA, United States
| | - Tuomas Jartti
- Department of Paediatrics, Turku University Hospital and Turku University, Turku, Finland.,Research Unit for Pediatrics, Pediatric Neurology, Pediatric Surgery, Child Psychiatry, Dermatology, Clinical Genetics, Obstetrics and Gynecology, Otorhinolaryngology and Ophthalmology (PEDEGO), Medical Research Center, University of Oulu, Oulu, Finland.,Department of Pediatrics and Adolescent Medicine, Oulu University Hospital, Oulu, Finland
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37
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Novel Biomarkers Differentiating Viral from Bacterial Infection in Febrile Children: Future Perspectives for Management in Clinical Praxis. CHILDREN (BASEL, SWITZERLAND) 2021; 8:children8111070. [PMID: 34828783 PMCID: PMC8623137 DOI: 10.3390/children8111070] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Received: 09/15/2021] [Revised: 10/31/2021] [Accepted: 11/18/2021] [Indexed: 01/12/2023]
Abstract
Differentiating viral from bacterial infections in febrile children is challenging and often leads to an unnecessary use of antibiotics. There is a great need for more accurate diagnostic tools. New molecular methods have improved the particular diagnostics of viral respiratory tract infections, but defining etiology can still be challenging, as certain viruses are frequently detected in asymptomatic children. For the detection of bacterial infections, time consuming cultures with limited sensitivity are still the gold standard. As a response to infection, the immune system elicits a cascade of events, which aims to eliminate the invading pathogen. Recent studies have focused on these host–pathogen interactions to identify pathogen-specific biomarkers (gene expression profiles), or “pathogen signatures”, as potential future diagnostic tools. Other studies have assessed combinations of traditional bacterial and viral biomarkers (C-reactive protein, interleukins, myxovirus resistance protein A, procalcitonin, tumor necrosis factor-related apoptosis-inducing ligand) to establish etiology. In this review we discuss the performance of such novel diagnostics and their potential role in clinical praxis. In conclusion, there are several promising novel biomarkers in the pipeline, but well-designed randomized controlled trials are needed to evaluate the safety of using these novel biomarkers to guide clinical decisions.
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Glowinski R, Mejias A, Ramilo O. New preventive strategies for respiratory syncytial virus infection in children. Curr Opin Virol 2021; 51:216-223. [PMID: 34781106 DOI: 10.1016/j.coviro.2021.10.012] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/04/2021] [Revised: 10/25/2021] [Accepted: 10/28/2021] [Indexed: 01/14/2023]
Abstract
Respiratory syncytial virus (RSV) infections result in significant morbidity and mortality for young children worldwide. The development of preventive strategies for RSV has faced different challenges, including the legacy of the first vaccine attempt, and an incomplete understanding of the host immune response to the virus. However, promising preventive strategies against RSV are in the pipeline and their development has advanced rapidly in the past decade due in part to our improved knowledge about the structural conformation of key RSV proteins. These strategies include monoclonal antibodies and different vaccines platforms directed towards the main target populations.
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Affiliation(s)
- Rebecca Glowinski
- Center for Vaccines & Immunity, Abigail Wexner Research Institute at Nationwide Children's Hospital and The Ohio State University, Columbus, OH, USA
| | - Asuncion Mejias
- Center for Vaccines & Immunity, Abigail Wexner Research Institute at Nationwide Children's Hospital and The Ohio State University, Columbus, OH, USA; Division of Infectious Diseases, Department of Pediatrics, Nationwide Children's Hospital and The Ohio State University College of Medicine, Columbus, OH, USA; Department of Pharmacology and Pediatrics, Malaga Medical School (UMA), Malaga University, Spain
| | - Octavio Ramilo
- Center for Vaccines & Immunity, Abigail Wexner Research Institute at Nationwide Children's Hospital and The Ohio State University, Columbus, OH, USA; Division of Infectious Diseases, Department of Pediatrics, Nationwide Children's Hospital and The Ohio State University College of Medicine, Columbus, OH, USA.
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Ooka T, Raita Y, Ngo D, Mansbach JM, Zhu Z, Camargo CA, Hasegawa K. Proteome signature difference between respiratory viruses is associated with severity of bronchiolitis. Pediatr Allergy Immunol 2021; 32:1869-1872. [PMID: 34314071 PMCID: PMC8561626 DOI: 10.1111/pai.13606] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/20/2021] [Revised: 07/20/2021] [Accepted: 07/22/2021] [Indexed: 11/29/2022]
Affiliation(s)
- Tadao Ooka
- Department of Emergency Medicine, Massachusetts General Hospital, Harvard Medical School, Boston, Massachusetts, USA
- Department of Health Science, University of Yamanashi, Chuo, Yamanashi, Japan
| | - Yoshihiko Raita
- Department of Emergency Medicine, Massachusetts General Hospital, Harvard Medical School, Boston, Massachusetts, USA
| | - Debby Ngo
- Division of Cardiology, Department of Medicine, Beth Israel Deaconess Medical Center, Boston, Massachusetts, USA
| | - Jonathan M. Mansbach
- Department of Pediatrics, Boston Children’s Hospital, Harvard Medical School, Boston, Massachusetts, USA
| | - Zhaozhong Zhu
- Department of Emergency Medicine, Massachusetts General Hospital, Harvard Medical School, Boston, Massachusetts, USA
| | - Carlos A. Camargo
- Department of Emergency Medicine, Massachusetts General Hospital, Harvard Medical School, Boston, Massachusetts, USA
| | - Kohei Hasegawa
- Department of Emergency Medicine, Massachusetts General Hospital, Harvard Medical School, Boston, Massachusetts, USA
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40
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Xiang L, Meng X. Emerging cellular and molecular interactions between the lung microbiota and lung diseases. Crit Rev Microbiol 2021; 48:577-610. [PMID: 34693852 DOI: 10.1080/1040841x.2021.1992345] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/24/2022]
Abstract
With the discovery of the lung microbiota, its study in both pulmonary health and disease has become a vibrant area of emerging research interest. Thus far, most studies have described the lung microbiota composition in lung disease quite well, and some of these studies indicated alterations in lung microbial communities related to the onset and development of lung disease and vice versa. However, the underlying mechanisms, particularly the cellular and molecular links, are still largely unknown. In this review, we highlight the current progress in the complex cellular and molecular mechanisms by which the lung microbiome interacts with immune homeostasis and pulmonary disease pathogenesis to advance our understanding of the elaborate function of the lung microbiota in lung disease. We hope that this work can attract more attention to this still-young yet very promising field to facilitate the identification of new therapeutic targets and provide more innovative therapies. Additional accurate standard-based methodologies and technological breakthroughs are critical to propel the field forward to ultimately achieve the goal of maintaining respiratory health.
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Affiliation(s)
- Li Xiang
- State Key Laboratory of Southwestern Chinese Medicine Resources, Chengdu University of Traditional Chinese Medicine, Chengdu, China.,Innovative Institute of Chinese Medicine and Pharmacy, Chengdu University of Traditional Chinese Medicine, Chengdu, China
| | - Xianli Meng
- Innovative Institute of Chinese Medicine and Pharmacy, Chengdu University of Traditional Chinese Medicine, Chengdu, China
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Mejias A, Cohen S, Glowinski R, Ramilo O. Host transcriptional signatures as predictive markers of infection in children. Curr Opin Infect Dis 2021; 34:552-558. [PMID: 34232136 PMCID: PMC8446306 DOI: 10.1097/qco.0000000000000750] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
Abstract
PURPOSE OF REVIEW Analyses of the host transcriptional response to infection has proved to be an alternative diagnostic strategy to standard direct pathogen detection. This review summarizes the value of applying blood and mucosal transcriptome analyses for the diagnosis and management of children with viral and bacterial infections. RECENT FINDINGS Over the years, studies have validated the concept that RNA transcriptional profiles derived from children with infectious diseases carry a pathogen-specific biosignature that can be qualitatively and quantitively measured. These biosignatures can be translated into a biologically meaningful context to improve patient diagnosis, as seen in children with tuberculosis, rhinovirus infections, febrile infants and children with pneumonia; understand disease pathogenesis (i.e. congenital CMV) and objectively classify patients according to clinical severity (i.e. respiratory syncytial virus). SUMMARY The global assessment of host RNA transcriptional immune responses has improved our understanding of the host-pathogen interactions in the clinical setting. It has shown the potential to be used in clinical situations wherein our current diagnostic tools are inadequate, guiding the diagnosis and classification of children with infectious diseases.
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Affiliation(s)
- Asuncion Mejias
- Division of Pediatric Infectious Diseases and Center for Vaccines and Immunity, Abigail Wexner Research Institute at Nationwide Children's Hospital and The Ohio State University, Columbus, Ohio, USA
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Tsalik EL, Henao R, Montgomery JL, Nawrocki JW, Aydin M, Lydon EC, Ko ER, Petzold E, Nicholson BP, Cairns CB, Glickman SW, Quackenbush E, Kingsmore SF, Jaehne AK, Rivers EP, Langley RJ, Fowler VG, McClain MT, Crisp RJ, Ginsburg GS, Burke TW, Hemmert AC, Woods CW. Discriminating Bacterial and Viral Infection Using a Rapid Host Gene Expression Test. Crit Care Med 2021; 49:1651-1663. [PMID: 33938716 PMCID: PMC8448917 DOI: 10.1097/ccm.0000000000005085] [Citation(s) in RCA: 30] [Impact Index Per Article: 10.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/25/2022]
Abstract
OBJECTIVES Host gene expression signatures discriminate bacterial and viral infection but have not been translated to a clinical test platform. This study enrolled an independent cohort of patients to describe and validate a first-in-class host response bacterial/viral test. DESIGN Subjects were recruited from 2006 to 2016. Enrollment blood samples were collected in an RNA preservative and banked for later testing. The reference standard was an expert panel clinical adjudication, which was blinded to gene expression and procalcitonin results. SETTING Four U.S. emergency departments. PATIENTS Six-hundred twenty-three subjects with acute respiratory illness or suspected sepsis. INTERVENTIONS Forty-five-transcript signature measured on the BioFire FilmArray System (BioFire Diagnostics, Salt Lake City, UT) in ~45 minutes. MEASUREMENTS AND MAIN RESULTS Host response bacterial/viral test performance characteristics were evaluated in 623 participants (mean age 46 yr; 45% male) with bacterial infection, viral infection, coinfection, or noninfectious illness. Performance of the host response bacterial/viral test was compared with procalcitonin. The test provided independent probabilities of bacterial and viral infection in ~45 minutes. In the 213-subject training cohort, the host response bacterial/viral test had an area under the curve for bacterial infection of 0.90 (95% CI, 0.84-0.94) and 0.92 (95% CI, 0.87-0.95) for viral infection. Independent validation in 209 subjects revealed similar performance with an area under the curve of 0.85 (95% CI, 0.78-0.90) for bacterial infection and 0.91 (95% CI, 0.85-0.94) for viral infection. The test had 80.1% (95% CI, 73.7-85.4%) average weighted accuracy for bacterial infection and 86.8% (95% CI, 81.8-90.8%) for viral infection in this validation cohort. This was significantly better than 68.7% (95% CI, 62.4-75.4%) observed for procalcitonin (p < 0.001). An additional cohort of 201 subjects with indeterminate phenotypes (coinfection or microbiology-negative infections) revealed similar performance. CONCLUSIONS The host response bacterial/viral measured using the BioFire System rapidly and accurately discriminated bacterial and viral infection better than procalcitonin, which can help support more appropriate antibiotic use.
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Affiliation(s)
- Ephraim L. Tsalik
- Durham Veterans Affairs Health Care System, Durham, NC, USA
- Center for Applied Genomics and Precision Medicine, Duke University School of Medicine, Durham, NC, USA
- Division of Infectious Diseases, Department of Medicine, Duke University School of Medicine, Durham, NC, USA
| | - Ricardo Henao
- Center for Applied Genomics and Precision Medicine, Duke University School of Medicine, Durham, NC, USA
- Department of Biostatistics and Informatics, Duke University, Durham, NC, USA
- Duke Clinical Research Institute, Durham, NC, USA
| | | | | | - Mert Aydin
- Center for Applied Genomics and Precision Medicine, Duke University School of Medicine, Durham, NC, USA
| | - Emily C. Lydon
- Center for Applied Genomics and Precision Medicine, Duke University School of Medicine, Durham, NC, USA
| | - Emily R. Ko
- Center for Applied Genomics and Precision Medicine, Duke University School of Medicine, Durham, NC, USA
- Duke Regional Hospital, Durham, NC, USA
| | - Elizabeth Petzold
- Center for Applied Genomics and Precision Medicine, Duke University School of Medicine, Durham, NC, USA
| | | | - Charles B. Cairns
- University of North Carolina Medical Center, Chapel Hill, NC, USA
- Drexel University, Philadelphia, PA, USA
| | - Seth W. Glickman
- University of North Carolina Medical Center, Chapel Hill, NC, USA
| | | | | | | | | | | | - Vance G. Fowler
- Division of Infectious Diseases, Department of Medicine, Duke University School of Medicine, Durham, NC, USA
- Duke Clinical Research Institute, Durham, NC, USA
| | - Micah T. McClain
- Durham Veterans Affairs Health Care System, Durham, NC, USA
- Center for Applied Genomics and Precision Medicine, Duke University School of Medicine, Durham, NC, USA
- Division of Infectious Diseases, Department of Medicine, Duke University School of Medicine, Durham, NC, USA
| | | | - Geoffrey S. Ginsburg
- Center for Applied Genomics and Precision Medicine, Duke University School of Medicine, Durham, NC, USA
| | - Thomas W. Burke
- Center for Applied Genomics and Precision Medicine, Duke University School of Medicine, Durham, NC, USA
| | | | - Christopher W. Woods
- Durham Veterans Affairs Health Care System, Durham, NC, USA
- Center for Applied Genomics and Precision Medicine, Duke University School of Medicine, Durham, NC, USA
- Division of Infectious Diseases, Department of Medicine, Duke University School of Medicine, Durham, NC, USA
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Chebbo M, Duez C, Alessi MC, Chanez P, Gras D. Platelets: a potential role in chronic respiratory diseases? Eur Respir Rev 2021; 30:30/161/210062. [PMID: 34526315 PMCID: PMC9488457 DOI: 10.1183/16000617.0062-2021] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/08/2021] [Accepted: 06/05/2021] [Indexed: 12/21/2022] Open
Abstract
Platelets are small anucleate cells known for their role in haemostasis and thrombosis. In recent years, an increasing number of observations have suggested that platelets are also immune cells and key modulators of immunity. They express different receptors and molecules that allow them to respond to pathogens, and to interact with other immune cells. Platelets were linked to the pathogenesis of some inflammatory disorders including respiratory diseases such as asthma and idiopathic pulmonary fibrosis. Here, we discuss the involvement of platelets in different immune responses, and we focus on their potential role in various chronic lung diseases. In addition to their essential role in haemostasis and thrombosis, platelets are strong modulators of different immune responses, and could be involved in the physiopathology of several chronic airway diseaseshttps://bit.ly/3cB6Xnj
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Affiliation(s)
| | | | - Marie C Alessi
- Aix-Marseille Univ, INSERM, INRAE, Marseille, France.,APHM, CHU de la Timone, Laboratoire d'hématologie, Marseille, France
| | - Pascal Chanez
- Aix-Marseille Univ, INSERM, INRAE, Marseille, France.,APHM, Hôpital NORD, Clinique des Bronches, Allergie et Sommeil, Marseille, France
| | - Delphine Gras
- Aix-Marseille Univ, INSERM, INRAE, Marseille, France
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Diaz-Diaz A, Bunsow E, Garcia-Maurino C, Moore-Clingenpeel M, Naples J, Juergensen A, Mertz S, Wang H, Leber AL, Gern J, Hall MW, Cohen DM, Ramilo O, Mejias A. Nasopharyngeal Codetection of H. influenzae and S. pneumoniae and Respiratory Syncytial Virus Disease Outcomes in Children. J Infect Dis 2021; 225:912-923. [PMID: 34543409 DOI: 10.1093/infdis/jiab481] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/27/2021] [Accepted: 09/16/2021] [Indexed: 11/13/2022] Open
Abstract
BACKGROUND The role of nasopharyngeal bacteria on RSV disease has been underestimated. We measured the frequency and quantitative detection of potentially pathogenic bacteria in the upper respiratory tract of infants with RSV infection over seven respiratory seasons, and their impact on clinical outcomes. METHODS Children <2 years old with mild (outpatients; n=115) or severe (inpatients; n=566) RSV infection, and matched healthy controls (n=161) were prospectively enrolled. Nasopharyngeal samples were obtained for RSV, S. pneumoniae, S. aureus, M. catarrhalis, and H. influenzae detection and quantitation by PCR. Multivariable models were constructed to identify variables predictive of severe disease. RESULTS S. pneumoniae, H. influenzae, and M. catarrhalis, but not S. aureus, were detected more frequently in RSV-infected children (84%) than healthy controls (46%; p<0.001). Detection of S. pneumoniae and/or H. influenzae was associated with fever, more frequent antibiotic treatment, worse radiologic findings, and higher neutrophil counts (p<0.01). In adjusted analyses S. pneumoniae/H. influenzae co-detection was associated with greater odds (OR; 95% CI) of hospitalization (2.25 [1.07-4.74), higher disease severity scores (1.93 [1.14-3.26]), prolonged oxygen administration (2.23 [1.01-4.91]), and longer hospitalization (2.53 [1.33-4.79]). CONCLUSIONS Nasopharyngeal co-detection of S. pneumoniae and H. influenzae in infants with RSV infection is associated with increased disease severity.
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Affiliation(s)
- Alejandro Diaz-Diaz
- Division of Infectious Diseases, Department of Pediatrics, Nationwide Children's Hospital-The Ohio State University College of Medicine, Columbus, OH, USA
| | - Eleonora Bunsow
- Center for Vaccines & Immunity, Abigail Wexner Research Institute at Nationwide Children's Hospital, Columbus, OH, USA
| | - Cristina Garcia-Maurino
- Center for Vaccines & Immunity, Abigail Wexner Research Institute at Nationwide Children's Hospital, Columbus, OH, USA
| | - Melissa Moore-Clingenpeel
- Biostatistics Resource Core, Abigail Wexner Research Institute at Nationwide Children's Hospital, Columbus, OH, USA
| | - Jeffrey Naples
- Division of Critical Care Medicine, Department of Pediatrics, Nationwide Children's Hospital, Columbus, OH, USA
| | - Alexis Juergensen
- Center for Vaccines & Immunity, Abigail Wexner Research Institute at Nationwide Children's Hospital, Columbus, OH, USA
| | - Sara Mertz
- Center for Vaccines & Immunity, Abigail Wexner Research Institute at Nationwide Children's Hospital, Columbus, OH, USA
| | - Huanyu Wang
- Department of Laboratory Medicine, Nationwide Children's Hospital, Columbus, OH, USA
| | - Amy L Leber
- Department of Laboratory Medicine, Nationwide Children's Hospital, Columbus, OH, USA
| | - James Gern
- Department of Pediatrics. University of Wisconsin, School of Medicine and Public Health. Madison WI, USA
| | - Mark W Hall
- Division of Critical Care Medicine, Department of Pediatrics, Nationwide Children's Hospital, Columbus, OH, USA
| | - Daniel M Cohen
- Division of Emergency Medicine, Department of Pediatrics, Nationwide Children's Hospital, Columbus, OH, USA
| | - Octavio Ramilo
- Division of Infectious Diseases, Department of Pediatrics, Nationwide Children's Hospital-The Ohio State University College of Medicine, Columbus, OH, USA.,Center for Vaccines & Immunity, Abigail Wexner Research Institute at Nationwide Children's Hospital, Columbus, OH, USA
| | - Asuncion Mejias
- Division of Infectious Diseases, Department of Pediatrics, Nationwide Children's Hospital-The Ohio State University College of Medicine, Columbus, OH, USA.,Center for Vaccines & Immunity, Abigail Wexner Research Institute at Nationwide Children's Hospital, Columbus, OH, USA
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McGinley J, Thwaites R, Brebner W, Greenan-Barrett L, Aerssens J, Öner D, Bont L, Wildenbeest J, Martinón-Torres F, Nair H, Pollard AJ, Openshaw P, Drysdale S. A Systematic Review and Meta-analysis of Animal Studies Investigating the Relationship Between Serum Antibody, T Lymphocytes, and Respiratory Syncytial Virus Disease. J Infect Dis 2021; 226:S117-S129. [PMID: 34522970 DOI: 10.1093/infdis/jiab370] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/11/2021] [Accepted: 07/15/2021] [Indexed: 12/11/2022] Open
Abstract
BACKGROUND Respiratory syncytial virus (RSV) infections occur in human populations around the globe, causing disease of variable severity, disproportionately affecting infants and older adults (>65 years of age). Immune responses can be protective but also contribute to disease. Experimental studies in animals enable detailed investigation of immune responses, provide insights into clinical questions, and accelerate the development of passive and active vaccination. We aimed to review the role of antibody and T-cell responses in relation to RSV disease severity in animals. METHODS Systematic review and meta-analysis of animal studies examining the association between T-cell responses/phenotype or antibody titers and severity of RSV disease. The PubMed, Zoological Record, and Embase databases were screened from January 1980 to May 2018 to identify animal studies of RSV infection that assessed serum antibody titer or T lymphocytes with disease severity as an outcome. Sixty-three studies were included in the final review. RESULTS RSV-specific antibody appears to protect from disease in mice, but such an effect was less evident in bovine RSV. Strong T-cell, Th1, Th2, Th17, CD4/CD8 responses, and weak Treg responses accompany severe disease in mice. CONCLUSIONS Murine studies suggest that measures of T-lymphocyte activity (particularly CD4 and CD8 T cells) may be predictive biomarkers of severity. Further inquiry is merited to validate these results and assess relevance as biomarkers for human disease.
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Affiliation(s)
- Joseph McGinley
- Oxford Vaccine Group, Paediatrics, University of Oxford, Oxford, United Kingdom
| | | | - Will Brebner
- Oxford Vaccine Group, Paediatrics, University of Oxford, Oxford, United Kingdom
| | | | - Jeroen Aerssens
- Biomarkers Infectious Diseases, Janssen Pharmaceutica NV, Beerse, Belgium
| | - Deniz Öner
- Biomarkers Infectious Diseases, Janssen Pharmaceutica NV, Beerse, Belgium
| | - Louis Bont
- Department of Paediatric Infectious Diseases and Immunology, University Medical Centre Utrecht, Utrecht, The Netherlands
| | - Joanne Wildenbeest
- Department of Paediatric Infectious Diseases and Immunology, University Medical Centre Utrecht, Utrecht, The Netherlands
| | | | - Harish Nair
- University of Edinburgh, Edinburgh, United Kingdom
| | - Andrew J Pollard
- Oxford Vaccine Group, Paediatrics, University of Oxford, Oxford, United Kingdom
| | | | - Simon Drysdale
- Oxford Vaccine Group, Paediatrics, University of Oxford, Oxford, United Kingdom.,Paediatric Infectious Diseases Unit, St George's University Hospitals NHS Foundation Trust, London, United Kingdom.,Paediatric Infectious Diseases Research Group, Institute for Infection and Immunity, St George's, University of London, London, United Kingdom
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Xu N, Hao F, Dong X, Yao Y, Guan Y, Yang L, Chen F, Zheng F, Li Q, Liu W, Zhao C, Li W, Palavecino E, Wang W, Wang G. A two-transcript biomarker of host classifier genes for discrimination of bacterial from viral infection in acute febrile illness: a multicentre discovery and validation study. LANCET DIGITAL HEALTH 2021; 3:e507-e516. [PMID: 34325854 DOI: 10.1016/s2589-7500(21)00102-3] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/07/2021] [Revised: 04/07/2021] [Accepted: 05/12/2021] [Indexed: 01/06/2023]
Abstract
BACKGROUND Acute febrile illness is one of the main reasons for outpatient hospital visits worldwide. However, differential diagnosis between bacterial and viral causes is challenging and misdiagnosis can result in antimicrobial overuse and hinder prompt treatment. We aimed to build and validate a diagnostic model to discriminate bacterial from viral infection in acute febrile illness by evaluating the expression of potential classifier host genes. METHODS In this multicentre discovery and validation study, we included patients aged 14-85 years with acute febrile illness (fever for ≤14 days, axillary temperature of ≥38°C, and confirmed bacterial infection, viral infection, or non-infectious inflammatory disease), and healthy control participants (no significant medical history and no fever within the past 90 days) from four hospitals in Shandong province, China. Patients from the first hospital were divided into the screening, discovery, and internal validation groups, and patients from the three other hospitals comprised the external validation group. We measured expression of candidate genes in peripheral blood by RT-PCR, and patients for whom a successful RT-PCT result was recorded were included in the next-step analysis. For patients from the first hospital, those enrolled during the early phase of the study were assigned to the screening group, which was used to identify the optimal transcripts (IFI44L and PI3) for discrimination between bacterial and viral infections by screening four candidate genes (FAM89A, IFI44L, PI3, and ITGB2) by RT-PCR. The remaining patients were then randomly assigned (1:1) to discovery and internal validation groups by time of admission and blood drawing via the equidistant random sampling method. A logistic regression model integrating the mRNA levels of IFI44L and PI3 was built by use of the discovery group, and the diagnostic performance of the model was evaluated in the internal and external validation groups using area under the receiver operating curve (AUC), sensitivity, and specificity. FINDINGS Between March 1, 2018, and Aug 31, 2019, we assessed 1658 individuals for inclusion in the study. After exclusion of ineligible participants, 458 participants were enrolled (178 patients with acute febrile illness caused by bacterial infection, 212 with acute febrile illness caused by viral infection, 38 with non-infectious inflammatory diseases, and 30 healthy controls). The 390 patients with bacterial or viral infections were assigned to one of four groups: screening (n=64, 33 with bacterial infections and 31 with viral infections), discovery (n=124, 55 with bacterial infections and 69 with viral infections), internal validation (n=124, 55 with bacterial infections and 69 with viral infections), and external validation (n=78, 35 with bacterial infections and 43 with viral infections). Of the four candidate host genes (FAM89A, IFI44L, PI3, and ITGB2), IFI44L and PI3 showed the most discriminative expression pattern and were used to build the logistic regression model. We established the optimal cutoff of the bacterial infection likelihood score to be 0·547598. With the diagnostic result from the gold standard tests (culture and PCR) as the reference, the two-transcript classifier model had an AUC of 0·969 (95% CI 0·937-1·000), sensitivity of 0·891 (0·782-0·949), and specificity of 0·971 (0·900-0·992) to discriminate bacterial and viral infections in the internal validation group. The model showed similar results in the external validation group (AUC 0·986, 95% CI 0·968-1·000; sensitivity 0·857, 0·706-0·937; and specificity 0·954, 0·845-0·987). INTERPRETATION IFI44L and PI3 transcripts, measured by RT-PCR, are robust classifiers to discriminate bacterial from viral infection in acute febrile illness. This two-transcript biomarker has the potential to be transformed into a commercial panel and applied universally. FUNDING None.
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Affiliation(s)
- Nannan Xu
- Department of Infectious Disease, Qilu Hospital, Cheeloo College of Medicine, Shandong University, Jinan, China
| | - Fanchang Hao
- School of Computer Science and Technology, Shandong Jianzhu University, Jinan, China
| | - Xiaomeng Dong
- Department of Infectious Disease, Qilu Hospital, Cheeloo College of Medicine, Shandong University, Jinan, China
| | - Yongyuan Yao
- Department of Intensive Care Medicine, Rizhao People's Hospital, Rizhao, China
| | - Yanyan Guan
- Department of Infectious Disease, Rizhao People's Hospital, Rizhao, China
| | - Lulu Yang
- Department of Infectious Disease, Qilu Hospital, Cheeloo College of Medicine, Shandong University, Jinan, China
| | - Fengzhe Chen
- Department of Infectious Disease, Qilu Hospital, Cheeloo College of Medicine, Shandong University, Jinan, China
| | - Feng Zheng
- Department of Infectious Disease, Qilu Hospital, Cheeloo College of Medicine, Shandong University, Jinan, China
| | - Qingyan Li
- Department of Infectious Disease, Liaocheng People's Hospital, Liaocheng, China
| | - Wenguo Liu
- Department of Infectious Disease, Gaotang People's Hospital, Liaocheng, China
| | - Cui Zhao
- Department of Infectious Disease, Gaotang People's Hospital, Liaocheng, China
| | - Wen Li
- Department of Infectious Disease, Qilu Hospital, Cheeloo College of Medicine, Shandong University, Jinan, China
| | | | - Wei Wang
- Department of Hematopathology, The University of Texas MD Anderson Cancer Center, Houston, Texas, USA
| | - Gang Wang
- Department of Infectious Disease, Qilu Hospital, Cheeloo College of Medicine, Shandong University, Jinan, China.
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Pulmonary Complications of Pediatric Hematopoietic Cell Transplantation. A National Institutes of Health Workshop Summary. Ann Am Thorac Soc 2021; 18:381-394. [PMID: 33058742 DOI: 10.1513/annalsats.202001-006ot] [Citation(s) in RCA: 19] [Impact Index Per Article: 6.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/15/2022] Open
Abstract
Approximately 2,500 pediatric hematopoietic cell transplants (HCTs), most of which are allogeneic, are performed annually in the United States for life-threatening malignant and nonmalignant conditions. Although HCT is undertaken with curative intent, post-HCT complications limit successful outcomes, with pulmonary dysfunction representing the leading cause of nonrelapse mortality. To better understand, predict, prevent, and/or treat pulmonary complications after HCT, a multidisciplinary group of 33 experts met in a 2-day National Institutes of Health Workshop to identify knowledge gaps and research strategies most likely to improve outcomes. This summary of Workshop deliberations outlines the consensus focus areas for future research.
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Unraveling the lung metatranscriptome in HCT. Blood 2021; 137:1570-1572. [PMID: 33764433 DOI: 10.1182/blood.2020010539] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
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Prokop JW, Hartog NL, Chesla D, Faber W, Love CP, Karam R, Abualkheir N, Feldmann B, Teng L, McBride T, Leimanis ML, English BK, Holsworth A, Frisch A, Bauss J, Kalpage N, Derbedrossian A, Pinti RM, Hale N, Mills J, Eby A, VanSickle EA, Pageau SC, Shankar R, Chen B, Carcillo JA, Sanfilippo D, Olivero R, Bupp CP, Rajasekaran S. High-Density Blood Transcriptomics Reveals Precision Immune Signatures of SARS-CoV-2 Infection in Hospitalized Individuals. Front Immunol 2021; 12:694243. [PMID: 34335605 PMCID: PMC8322982 DOI: 10.3389/fimmu.2021.694243] [Citation(s) in RCA: 13] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Key Words] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/12/2021] [Accepted: 06/30/2021] [Indexed: 12/27/2022] Open
Abstract
The immune response to COVID-19 infection is variable. How COVID-19 influences clinical outcomes in hospitalized patients needs to be understood through readily obtainable biological materials, such as blood. We hypothesized that a high-density analysis of host (and pathogen) blood RNA in hospitalized patients with SARS-CoV-2 would provide mechanistic insights into the heterogeneity of response amongst COVID-19 patients when combined with advanced multidimensional bioinformatics for RNA. We enrolled 36 hospitalized COVID-19 patients (11 died) and 15 controls, collecting 74 blood PAXgene RNA tubes at multiple timepoints, one early and in 23 patients after treatment with various therapies. Total RNAseq was performed at high-density, with >160 million paired-end, 150 base pair reads per sample, representing the most sequenced bases per sample for any publicly deposited blood PAXgene tube study. There are 770 genes significantly altered in the blood of COVID-19 patients associated with antiviral defense, mitotic cell cycle, type I interferon signaling, and severe viral infections. Immune genes activated include those associated with neutrophil mechanisms, secretory granules, and neutrophil extracellular traps (NETs), along with decreased gene expression in lymphocytes and clonal expansion of the acquired immune response. Therapies such as convalescent serum and dexamethasone reduced many of the blood expression signatures of COVID-19. Severely ill or deceased patients are marked by various secondary infections, unique gene patterns, dysregulated innate response, and peripheral organ damage not otherwise found in the cohort. High-density transcriptomic data offers shared gene expression signatures, providing unique insights into the immune system and individualized signatures of patients that could be used to understand the patient’s clinical condition. Whole blood transcriptomics provides patient-level insights for immune activation, immune repertoire, and secondary infections that can further guide precision treatment.
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Affiliation(s)
- Jeremy W Prokop
- Department of Pediatrics and Human Development, College of Human Medicine, Michigan State University, Grand Rapids, MI, United States.,Department of Pharmacology and Toxicology, Michigan State University, East Lansing, MI, United States
| | - Nicholas L Hartog
- Department of Pediatrics and Human Development, College of Human Medicine, Michigan State University, Grand Rapids, MI, United States.,Allergy & Immunology, Spectrum Health, Grand Rapids, MI, United States
| | - Dave Chesla
- Office of Research, Spectrum Health, Grand Rapids, MI, United States.,Department of Obstetrics, Gynecology and Reproductive Biology, College of Human Medicine, Michigan State University, Grand Rapids, MI, United States
| | - William Faber
- Physical Sciences, Grand Rapids Community College, Grand Rapids, MI, United States
| | - Chanise P Love
- Office of Research, Spectrum Health, Grand Rapids, MI, United States
| | | | | | | | - Li Teng
- Ambry Genetics, Aliso Viejo, CA, United States
| | | | - Mara L Leimanis
- Department of Pediatrics and Human Development, College of Human Medicine, Michigan State University, Grand Rapids, MI, United States.,Pediatric Intensive Care Unit, Helen DeVos Children's Hospital, Grand Rapids, MI, United States
| | - B Keith English
- Department of Pediatrics and Human Development, College of Human Medicine, Michigan State University, Grand Rapids, MI, United States
| | - Amanda Holsworth
- Allergy & Immunology, Spectrum Health, Grand Rapids, MI, United States
| | - Austin Frisch
- Department of Pediatrics and Human Development, College of Human Medicine, Michigan State University, Grand Rapids, MI, United States
| | - Jacob Bauss
- Department of Pediatrics and Human Development, College of Human Medicine, Michigan State University, Grand Rapids, MI, United States
| | - Nathisha Kalpage
- Department of Pediatrics and Human Development, College of Human Medicine, Michigan State University, Grand Rapids, MI, United States
| | - Aram Derbedrossian
- Department of Pediatrics and Human Development, College of Human Medicine, Michigan State University, Grand Rapids, MI, United States
| | - Ryan M Pinti
- Department of Pediatrics and Human Development, College of Human Medicine, Michigan State University, Grand Rapids, MI, United States
| | - Nicole Hale
- The Department of Chemistry and Biochemistry, Calvin University, Grand Rapids, MI, United States
| | - Joshua Mills
- Department of Biology, Grand Valley State University, Allendale, MI, United States
| | - Alexandra Eby
- Department of Science, Davenport University, Grand Rapids, MI, United States
| | | | - Spencer C Pageau
- Office of Research, Spectrum Health, Grand Rapids, MI, United States
| | - Rama Shankar
- Department of Pediatrics and Human Development, College of Human Medicine, Michigan State University, Grand Rapids, MI, United States.,Department of Pharmacology and Toxicology, Michigan State University, East Lansing, MI, United States
| | - Bin Chen
- Department of Pediatrics and Human Development, College of Human Medicine, Michigan State University, Grand Rapids, MI, United States.,Department of Pharmacology and Toxicology, Michigan State University, East Lansing, MI, United States
| | - Joseph A Carcillo
- Department of Critical Care Medicine and Pediatrics, Children's Hospital of Pittsburgh, University of Pittsburgh School of Medicine, Pittsburgh, PA, United States
| | - Dominic Sanfilippo
- Department of Pediatrics and Human Development, College of Human Medicine, Michigan State University, Grand Rapids, MI, United States.,Pediatric Intensive Care Unit, Helen DeVos Children's Hospital, Grand Rapids, MI, United States
| | - Rosemary Olivero
- Department of Pediatrics and Human Development, College of Human Medicine, Michigan State University, Grand Rapids, MI, United States.,Infectious Disease, Helen DeVos Children's Hospital, Grand Rapids, MI, United States
| | - Caleb P Bupp
- Department of Pediatrics and Human Development, College of Human Medicine, Michigan State University, Grand Rapids, MI, United States.,Medical Genetics, Spectrum Health Medical Genetics, Grand Rapids, MI, United States
| | - Surender Rajasekaran
- Department of Pediatrics and Human Development, College of Human Medicine, Michigan State University, Grand Rapids, MI, United States.,Office of Research, Spectrum Health, Grand Rapids, MI, United States.,Pediatric Intensive Care Unit, Helen DeVos Children's Hospital, Grand Rapids, MI, United States
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50
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Erwin EA, Jaramillo LM, Smith B, Kruszewski PG, Kahwash B, Grayson MH, Mejias A, Ramilo O. Sex Differences in Blood Transcriptional Profiles and Clinical Phenotypes in Pediatric Patients with Eosinophilic Esophagitis. THE JOURNAL OF ALLERGY AND CLINICAL IMMUNOLOGY-IN PRACTICE 2021; 9:3350-3358.e8. [PMID: 34265446 DOI: 10.1016/j.jaip.2021.06.043] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/20/2020] [Revised: 06/22/2021] [Accepted: 06/24/2021] [Indexed: 12/28/2022]
Abstract
BACKGROUND Eosinophilic esophagitis (EoE) is an increasingly recognized, chronic inflammatory disease. Recent reports suggest clinical differences between males and females. OBJECTIVE To define the relevant molecular pathways that could be related to clinical phenotypes in children with EoE. METHODS We performed blood RNA expression analysis in children with newly diagnosed EoE and matched, healthy controls, and applied bioinformatics tools to define EoE host immune biosignatures. Questionnaires and medical records were used to characterize symptoms, esophagogastroduodenoscopy results, and treatment response. RESULTS Forty-one subjects (aged 2-17 years) were enrolled; the cohort consisted of 27 males and 14 females. Patients were randomly divided into a discovery cohort (21 EoE patients and 12 controls) that identified 544 significant differentially expressed transcripts (P ≤ .01; 1.25-fold change). Those 544 transcripts correctly classified most EoE patients in the validation cohort (n = 20) from healthy controls. Global transcriptional perturbation relative to healthy controls, Molecular Distance to Health scores were greater in EoE patients than controls (P = .003). When we analyzed subjects based on age and sex, males 13 years of age and older were more likely to have food impactions (P = .033) and to have higher endoscopic severity scores (P = .036). Separate group comparisons according to sex identified 294 differentially expressed transcripts in males and 643 transcripts in female EoE patients. Of those, 37 genes were shared and similarly expressed irrespective of sex. CONCLUSIONS Whole blood transcriptional analysis represents a promising noninvasive tool to assess activity of the immune/inflammatory response in children with EoE. Male and female EoE patients showed robust differences in gene expression suggesting distinct pathogenic endotypes.
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Affiliation(s)
- Elizabeth A Erwin
- Division of Allergy and Immunology, Department of Pediatrics, Nationwide Children's Hospital and the Ohio State University College of Medicine, Columbus, Ohio.
| | - Lisa M Jaramillo
- Center for Vaccines and Immunity, Abigail Wexner Research Institute at Nationwide Children's Hospital, Columbus, Ohio
| | - Bennett Smith
- Center for Vaccines and Immunity, Abigail Wexner Research Institute at Nationwide Children's Hospital, Columbus, Ohio
| | - Patrice G Kruszewski
- Division of Gastroenterology, Hepatology and Nutrition, Children's Healthcare of Atlanta, Department of Pediatrics, Emory University, Atlanta, Ga
| | - Basil Kahwash
- Division of Allergy and Immunology, Department of Pediatrics, Nationwide Children's Hospital and the Ohio State University College of Medicine, Columbus, Ohio
| | - Mitchell H Grayson
- Division of Allergy and Immunology, Department of Pediatrics, Nationwide Children's Hospital and the Ohio State University College of Medicine, Columbus, Ohio; Center for Clinical and Translational Research, Abigail Wexner Research Institute at Nationwide Children's Hospital, Columbus, Ohio
| | - Asuncion Mejias
- Center for Vaccines and Immunity, Abigail Wexner Research Institute at Nationwide Children's Hospital, Columbus, Ohio; Division of Infectious Diseases, Department of Pediatrics, Nationwide Children's Hospital and the Ohio State University College of Medicine, Columbus, Ohio
| | - Octavio Ramilo
- Center for Vaccines and Immunity, Abigail Wexner Research Institute at Nationwide Children's Hospital, Columbus, Ohio; Division of Infectious Diseases, Department of Pediatrics, Nationwide Children's Hospital and the Ohio State University College of Medicine, Columbus, Ohio
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