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Dailey PJ, Elbeik T, Holodniy M. Companion and complementary diagnostics for infectious diseases. Expert Rev Mol Diagn 2020; 20:619-636. [PMID: 32031431 DOI: 10.1080/14737159.2020.1724784] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/07/2023]
Abstract
INTRODUCTION Companion diagnostics (CDx) are important in oncology therapeutic decision-making, but specific regulatory-approved CDx for infectious disease treatment are officially lacking. While not approved as CDx, several ID diagnostics are used as CDx. The diagnostics community, manufacturers, and regulatory agencies have made major efforts to ensure that diagnostics for new antimicrobials are available at or near release of new agents. AREAS COVERED This review highlights the status of Complementary and companion diagnostic (c/CDx) in the infectious disease literature, with a focus on genotypic antimicrobial resistance testing against pathogens as a class of diagnostic tests. EXPERT OPINION CRISPR, sepsis markers, and narrow spectrum antimicrobials, in addition to current and emerging technologies, present opportunities for infectious disease c/CDx. Challenges include slow guideline revision, high costs for regulatory approval, lengthy buy in by agencies, discordant pharmaceutical/diagnostic partnerships, and higher treatment costs. The number of patients and available medications used to treat different infectious diseases is well suited to support competing diagnostic tests. However, newer approaches to treatment (for example, narrow spectrum antibiotics), may be well suited for a small number of patients, i.e. a niche market in support of a CDx. The current emphasis is rapid and point-of-care (POC) diagnostic platforms as well as changes in treatment.
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Affiliation(s)
- Peter J Dailey
- School of Public Health, University of California, Berkeley , Berkeley, CA, USA.,The Foundation for Innovative New Diagnostics (FIND) , Geneva, Switzerland
| | - Tarek Elbeik
- VA Palo Alto Health Care System, Department of Veterans Affairs , Palo Alto, CA, USA
| | - Mark Holodniy
- VA Palo Alto Health Care System, Department of Veterans Affairs , Palo Alto, CA, USA.,Division of Infectious Diseases and Geographic Medicine, Stanford University , Stanford, CA, USA
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Shukla SK, Shukla S, Chauhan A, Sarvjeet, Khan R, Ahuja A, Singh LV, Sharma N, Prakash C, Singh AV, Panigrahi M. Differential gene expression in Mycobacterium bovis challenged monocyte-derived macrophages of cattle. Microb Pathog 2017; 113:480-489. [PMID: 29170044 DOI: 10.1016/j.micpath.2017.11.030] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/27/2017] [Revised: 11/14/2017] [Accepted: 11/18/2017] [Indexed: 12/18/2022]
Abstract
A functional genomics approach was used to examine the immune response for transcriptional profiling of PBMC M. bovis infected cattle and healthy control cattle to stimulation with bovine tuberculin (purified protein derivative PPD-b). Total cellular RNA was extracted from non-challenged control and M. bovis challenged MDM for all animals at intervals of 6 h post-challenge, in response to in-vitro challenge with M. bovis (multiplicity of infection 2:1) and prepared for global gene expression analysis using the Agilent Bovine (V2) Gene Expression Microarray, 8 × 60 K. The pattern of expression of these genes in PPD bovine stimulated PBMC provides the first description of an M. bovis specific signature of infection that may provide insights into the molecular basis of the host response to infection. Analysis of these mapped reads showed 2450 genes (1291 up regulated and 1158 down regulated) 462 putative natural antisense transcripts (354 up-regulated and 108 down regulated) that were differentially expressed based on sense and antisense strand data, respectively (adjusted P-value ≤ 0.05). The results provided enrichment for genes involved top ten up regulated and down regulated panel of genes, including transcription factors proliferation of T and B lymphocytes. The highest differentially-expressed genes were associated to immune and inflammatory responses, immunity, differentiation, cell growth, apoptosis, cellular trafficking and regulation of lipolysis and thermogenesis. Microarray results were confirmed in infected cattle by RT qPCR to identify potential biomarkers TLR2, CD80, NFKB1, IL8, CXCL6 and ADORA3 of bovine tuberculosis.
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Affiliation(s)
- Sanjeev Kumar Shukla
- Division of Animal Genetics, ICAR-Indian Veterinary Research Institute, Izatnagar, Bareilly, U.P., India.
| | - Shubhra Shukla
- Department of Biosciences, Integral University, Lucknow, U.P., India
| | - Anuj Chauhan
- Division of Animal Genetics, ICAR-Indian Veterinary Research Institute, Izatnagar, Bareilly, U.P., India
| | - Sarvjeet
- Division of Animal Genetics, ICAR-Indian Veterinary Research Institute, Izatnagar, Bareilly, U.P., India
| | - Rehan Khan
- Division of Hematology, Mayo Clinic, Rochester, MN, United States
| | - Anuj Ahuja
- The Faculty of Medicine in the Galilee, Bar-Ilan University, Henrietta Szold St. 8, Safed, Israel
| | - Lakshya Veer Singh
- Tuberculosis Aerosol Challenge Facility Laboratory, ICGEB, Campus, New Delhi, India
| | - Naveen Sharma
- Department of Health Research, IRCS Building, New Delhi, India
| | - Chandan Prakash
- CADRAD, Indian Veterinary Research Institute, Izatnagar, Bareilly, U.P., India
| | - Ajay Vir Singh
- ICMR-National JALMA Institute for Leprosy and Other Mycobacterial Diseases, Tajganj, Agra, U.P., India
| | - Manjit Panigrahi
- Division of Animal Genetics, ICAR-Indian Veterinary Research Institute, Izatnagar, Bareilly, U.P., India
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Gliddon HD, Herberg JA, Levin M, Kaforou M. Genome-wide host RNA signatures of infectious diseases: discovery and clinical translation. Immunology 2017; 153:171-178. [PMID: 28921535 PMCID: PMC5765383 DOI: 10.1111/imm.12841] [Citation(s) in RCA: 59] [Impact Index Per Article: 7.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/15/2017] [Revised: 09/11/2017] [Accepted: 09/11/2017] [Indexed: 12/31/2022] Open
Abstract
The use of whole blood gene expression to derive diagnostic biomarkers capable of distinguishing between phenotypically similar diseases holds great promise but remains a challenge. Differential gene expression analysis is used to identify the key genes that undergo changes in expression relative to healthy individuals, as well as to patients with other diseases. These key genes can act as diagnostic, prognostic and predictive markers of disease. Gene expression ‘signatures’ in the blood hold the potential to be used for the diagnosis of infectious diseases, where current diagnostics are unreliable, ineffective or of limited potential. For diagnostic tests based on RNA signatures to be useful clinically, the first step is to identify the minimum set of gene transcripts that accurately identify the disease in question. The second requirement is rapid and cost‐effective detection of the gene expression levels. Signatures have been described for a number of infectious diseases, but ‘clinic‐ready’ technologies for RNA detection from clinical samples are limited, though existing methods such as RT‐PCR are likely to be superseded by a number of emerging technologies, which may form the basis of the translation of gene expression signatures into routine diagnostic tests for a range of disease states.
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Affiliation(s)
- Harriet D Gliddon
- London Centre for Nanotechnology, University College London, London, UK
| | | | - Michael Levin
- Department of Medicine, Imperial College London, London, UK
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Chen F, Zhang C, Jia X, Wang S, Wang J, Chen Y, Zhao J, Tian S, Han X, Han L. Transcriptome Profiles of Human Lung Epithelial Cells A549 Interacting with Aspergillus fumigatus by RNA-Seq. PLoS One 2015; 10:e0135720. [PMID: 26273834 PMCID: PMC4537115 DOI: 10.1371/journal.pone.0135720] [Citation(s) in RCA: 43] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/27/2014] [Accepted: 07/24/2015] [Indexed: 11/19/2022] Open
Abstract
Lung epithelial cells constitute the first defense line of host against the inhaled Aspergillus fumigatus; however, the transcriptional response of human alveolar type II epithelial cells was still unclear. Here we used RNA-Seq technology to assess the transcriptome profiles of A549 cells following direct interaction with conidia of A. fumigatus. The total number of identified genes was 19118. Compared with uninfected A549 cells, 459 genes were differentially expressed in cells co-incubated with conidia for 8 h, including 302 up-regulated genes and 157 down-regulated genes. GO and KEGG pathway enrichment analysis showed that most of the up-regulated genes were related to immune response, chemotaxis and inflammatory response and enriched in cytokine-cytokine receptor interaction, JAK-STAT and MAPK signaling pathways. The down-regulated genes were mainly enriched for terms associated with development, hemopoiesis and ion transport. Among them, EGR4 and HIST1H4J gene had the maximum of fold change in up-regulated and down-regulated genes, respectively. Fourteen up-regulated genes and three down-regulated genes were further validated and significant increase on expression of IL-6, IL-8 and TNF-α in A549 cells were confirmed by qRT-PCR during the interaction of A549 cells with A. fumigatus. Besides, western blot showed that expression of two proteins (ARC, EGR1) significantly increased in A549 cells during interaction with A. fumigatus conidia for 8h. Interference of endogenous expression of ARC or EGR1 protein in A549 cells reduced the internalization of A. fumigatus. These results provided important insights into dynamic changes of gene expression in lung epithelial cells, especially its strong immunological response against A. fumigatus infection.
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Affiliation(s)
- Fangyan Chen
- Department for Hospital Infection Control & Research, Institute of Disease Control & Prevention of PLA, Academy of Military Medical Sciences, Beijing, China
| | - Changjian Zhang
- Department for Hospital Infection Control & Research, Institute of Disease Control & Prevention of PLA, Academy of Military Medical Sciences, Beijing, China
| | - Xiaodong Jia
- Department for Hospital Infection Control & Research, Institute of Disease Control & Prevention of PLA, Academy of Military Medical Sciences, Beijing, China
| | - Shuo Wang
- Department for Hospital Infection Control & Research, Institute of Disease Control & Prevention of PLA, Academy of Military Medical Sciences, Beijing, China
| | - Jing Wang
- Department for Hospital Infection Control & Research, Institute of Disease Control & Prevention of PLA, Academy of Military Medical Sciences, Beijing, China
| | - Yong Chen
- Department for Hospital Infection Control & Research, Institute of Disease Control & Prevention of PLA, Academy of Military Medical Sciences, Beijing, China
| | - Jingya Zhao
- Department for Hospital Infection Control & Research, Institute of Disease Control & Prevention of PLA, Academy of Military Medical Sciences, Beijing, China
| | - Shuguang Tian
- Department for Hospital Infection Control & Research, Institute of Disease Control & Prevention of PLA, Academy of Military Medical Sciences, Beijing, China
| | - Xuelin Han
- Department for Hospital Infection Control & Research, Institute of Disease Control & Prevention of PLA, Academy of Military Medical Sciences, Beijing, China
- * E-mail: (LH); (XH)
| | - Li Han
- Department for Hospital Infection Control & Research, Institute of Disease Control & Prevention of PLA, Academy of Military Medical Sciences, Beijing, China
- * E-mail: (LH); (XH)
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Kaforou M, Wright VJ, Levin M. Host RNA signatures for diagnostics: an example from paediatric tuberculosis in Africa. J Infect 2014; 69 Suppl 1:S28-31. [PMID: 25264160 DOI: 10.1016/j.jinf.2014.08.006] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 08/20/2014] [Indexed: 01/30/2023]
Abstract
Host gene expression profiling is a widely used research tool for assessing the host response to infection in order to provide insight into the immunopathophysiology of disease, as well as the analysis of disease progression and treatment response. It has recently been applied for the diagnosis of tuberculosis in children in Africa, as a result of the implementation of novel statistical methodology that enabled the reduction of a large number of significantly differentially expressed genes into a minimal set, and the development of a 'disease risk score' that could be used to develop a diagnostic test. Whilst the experimental and statistical methodologies are now in place to generate minimal transcriptional signatures that can distinguish disease states, the challenge is how to take these forward into development of a diagnostic test for use in clinical resource-poor settings.
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Affiliation(s)
- Myrsini Kaforou
- Section of Paediatrics and Wellcome Trust Centre for Clinical Tropical Medicine, Division of Infectious Diseases, Department of Medicine, Imperial College London, UK; Department of Genomics of Common Disease, School of Public Health, Imperial College London, UK.
| | - Victoria J Wright
- Section of Paediatrics and Wellcome Trust Centre for Clinical Tropical Medicine, Division of Infectious Diseases, Department of Medicine, Imperial College London, UK.
| | - Michael Levin
- Section of Paediatrics and Wellcome Trust Centre for Clinical Tropical Medicine, Division of Infectious Diseases, Department of Medicine, Imperial College London, UK.
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6
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Gomez P, Hackett TL, Moore MM, Knight DA, Tebbutt SJ. Functional genomics of human bronchial epithelial cells directly interacting with conidia of Aspergillus fumigatus. BMC Genomics 2010; 11:358. [PMID: 20525375 PMCID: PMC2897809 DOI: 10.1186/1471-2164-11-358] [Citation(s) in RCA: 38] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/11/2009] [Accepted: 06/04/2010] [Indexed: 11/29/2022] Open
Abstract
Background Aspergillus fumigatus (A. fumigatus) is a ubiquitous fungus which reproduces asexually by releasing abundant airborne conidia (spores), which are easily respirable. In allergic and immunocompromised individuals A. fumigatus can cause a wide spectrum of diseases, including allergic bronchopulmonary aspergillosis, aspergilloma and invasive aspergillosis. Previous studies have demonstrated that A. fumigatus conidia are internalized by macrophages and lung epithelial cells; however the exact transcriptional responses of airway epithelial cells to conidia are currently unknown. Thus, the aim of this study was to determine the transcriptomic response of the human bronchial epithelial cell line (16HBE14o-) following interaction with A. fumigatus conidia. We used fluorescence-activated cell sorting (FACS) to separate 16HBE14o- cells having bound and/or internalized A. fumigatus conidia expressing green fluorescent protein from cells without spores. Total RNA was then isolated and the transcriptome of 16HBE14o- cells was evaluated using Agilent Whole Human Genome microarrays. Results Immunofluorescent staining and nystatin protection assays demonstrated that 16HBE14o- cells internalized 30-50% of bound conidia within six hrs of co-incubation. After FAC-sorting of the same cell culture to separate cells associated with conidia from those without conidia, genome-wide analysis revealed a set of 889 genes showing differential expression in cells with conidia. Specifically, these 16HBE14o- cells had increased levels of transcripts from genes associated with repair and inflammatory processes (e.g., matrix metalloproteinases, chemokines, and glutathione S-transferase). In addition, the differentially expressed genes were significantly enriched for Gene Ontology terms including: chromatin assembly, G-protein-coupled receptor binding, chemokine activity, and glutathione metabolic process (up-regulated); cell cycle phase, mitosis, and intracellular organelle (down-regulated). Conclusions We demonstrate a methodology using FACs for analyzing the transcriptome of infected and uninfected cells from the same cell population that will provide a framework for future characterization of the specific interactions between pathogens such as A. fumigatus with human cells derived from individuals with or without underlying disease susceptibility.
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Affiliation(s)
- Pol Gomez
- UBC James Hogg Research Centre, Providence Heart + Lung Institute, St, Paul's Hospital, Vancouver, BC, Canada
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Finn A, Curtis N, Pollard AJ. Host biomarkers and paediatric infectious diseases: from molecular profiles to clinical application. ADVANCES IN EXPERIMENTAL MEDICINE AND BIOLOGY 2009; 659:19-31. [PMID: 20204752 PMCID: PMC7122846 DOI: 10.1007/978-1-4419-0981-7_2] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Indexed: 12/26/2022]
Abstract
Infectious diseases are an important cause of death among children under the age of 5 (Stein et al., 2004). Most of these deaths are caused by preventable or curable infections. Limited access to medical care, antibiotics, and vaccinations remains a major problem in developing countries. But infectious diseases also continue to be an important public health issue in developed countries. With the help of modern technologies, some infections have been effectively controlled; however, new diseases such as SARS and West Nile virus infections are constantly emerging. In addition, other diseases such as malaria, tuberculosis, and bacterial pneumonia are increasingly resistant to antimicrobial treatment.
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Affiliation(s)
- Adam Finn
- grid.5337.20000000419367603Institute of Child Life and Health, University of Bristol, Upper Maudlin Street, Bristol, BS2 8AE United Kingdom
| | - Nigel Curtis
- grid.1008.9000000012179088XRoyal Children's Hosp., University of Melbourne, Parkville , 3052 Australia
| | - Andrew J. Pollard
- grid.4991.50000000419368948University of Oxford, Level 4,John Radcliffe Hospital, Oxford, OX3 9DU United Kingdom
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Popper SJ, Watson VE, Shimizu C, Kanegaye JT, Burns JC, Relman DA. Gene transcript abundance profiles distinguish Kawasaki disease from adenovirus infection. J Infect Dis 2009; 200:657-66. [PMID: 19583510 PMCID: PMC2878183 DOI: 10.1086/603538] [Citation(s) in RCA: 37] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/24/2022] Open
Abstract
BACKGROUND Acute Kawasaki disease (KD) is difficult to distinguish from other illnesses that involve acute rash or fever, in part because the etiologic agent(s) and pathophysiology remain poorly characterized. As a result, diagnosis and critical therapies may be delayed. METHODS We used DNA microarrays to identify possible diagnostic features of KD. We compared gene expression patterns in the blood of 23 children with acute KD and 18 age-matched febrile children with 3 illnesses that resemble KD. RESULTS Genes associated with platelet and neutrophil activation were expressed at higher levels in patients with KD than in patients with acute adenovirus infections or systemic adverse drug reactions, but levels in patients with KD were not higher than those in patients with scarlet fever. Genes associated with B cell activation were also expressed at higher levels in patients with KD than in control subjects. A striking absence of interferon-stimulated gene expression in patients with KD was confirmed in an independent cohort of patients with KD. Using a set of 38 gene transcripts, we successfully predicted the diagnosis for 21 of 23 patients with KD and 7 of 8 patients with adenovirus infection. CONCLUSIONS These findings provide insight into the molecular features that distinguish KD from other febrile illnesses and support the feasibility of developing novel diagnostic reagents for KD based on the host response.
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Affiliation(s)
- Stephen J Popper
- Department of Microbiology and Immunology, Stanford University School of Medicine, Stanford, , CA 94305, USA.
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Kash JC. Applications of high-throughput genomics to antiviral research: evasion of antiviral responses and activation of inflammation during fulminant RNA virus infection. Antiviral Res 2009; 83:10-20. [PMID: 19375457 PMCID: PMC3457704 DOI: 10.1016/j.antiviral.2009.04.004] [Citation(s) in RCA: 11] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/30/2009] [Revised: 04/01/2009] [Accepted: 04/09/2009] [Indexed: 12/18/2022]
Abstract
Host responses can contribute to the severity of viral infection, through the failure of innate antiviral mechanisms to recognize and restrict the pathogen, the development of intense systemic inflammation leading to circulatory failure or through tissue injury resulting from overly exuberant cell-mediated immune responses. High-throughput genomics methods are now being used to identify the biochemical pathways underlying ineffective or damaging host responses in a number of acute and chronic viral infections. This article reviews recent gene expression studies of 1918 H1N1 influenza and Ebola hemorrhagic fever in cell culture and animal models, focusing on how genomics experiments can be used to increase our understanding of the mechanisms that permit those viruses to cause rapidly overwhelming infection. Particular attention is paid to how evasion of type I IFN responses in infected cells might contribute to over-activation of inflammatory responses. Reviewing recent research and describing how future studies might be tailored to understand the relationship between the infected cell and its environment, this article discusses how the rapidly growing field of high-throughput genomics can contribute to a more complete understanding of severe, acute viral infections and identify novel targets for therapeutic intervention.
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Affiliation(s)
- John C Kash
- Viral Pathogenesis and Evolution Section, Laboratory of Infectious Diseases, National Institute of Allergy and Infectious Diseases (NIAID), National Institutes of Health (NIH), Bethesda, MD 20892-3203, USA.
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Rubins KH, Hensley LE, Wahl-Jensen V, Daddario DiCaprio KM, Young HA, Reed DS, Jahrling PB, Brown PO, Relman DA, Geisbert TW. The temporal program of peripheral blood gene expression in the response of nonhuman primates to Ebola hemorrhagic fever. Genome Biol 2008; 8:R174. [PMID: 17725815 PMCID: PMC2375004 DOI: 10.1186/gb-2007-8-8-r174] [Citation(s) in RCA: 71] [Impact Index Per Article: 4.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/12/2007] [Revised: 05/04/2007] [Accepted: 08/28/2007] [Indexed: 11/15/2022] Open
Abstract
Primate blood cells were analysed for changes in global gene expression patterns at several time points following infection with Ebola virus, providing insights into potential mechanisms of viral pathogenesis and host defense. Background Infection with Ebola virus (EBOV) causes a fulminant and often fatal hemorrhagic fever. In order to improve our understanding of EBOV pathogenesis and EBOV-host interactions, we examined the molecular features of EBOV infection in vivo. Results Using high-density cDNA microarrays, we analyzed genome-wide host expression patterns in sequential blood samples from nonhuman primates infected with EBOV. The temporal program of gene expression was strikingly similar between animals. Of particular interest were features of the data that reflect the interferon response, cytokine signaling, and apoptosis. Transcript levels for tumor necrosis factor-α converting enzyme (TACE)/α-disintegrin and metalloproteinase (ADAM)-17 increased during days 4 to 6 after infection. In addition, the serum concentration of cleaved Ebola glycoprotein (GP2 delta) was elevated in late-stage EBOV infected animals. Of note, we were able to detect changes in gene expression of more than 300 genes before symptoms appeared. Conclusion These results provide the first genome-wide ex vivo analysis of the host response to systemic filovirus infection and disease. These data may elucidate mechanisms of viral pathogenesis and host defense, and may suggest targets for diagnostic and therapeutic development.
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Affiliation(s)
- Kathleen H Rubins
- Department of Microbiology and Immunology, 299 Campus Dr., Stanford University School of Medicine, Stanford, California 94305, USA
- Department of Biochemistry, 279 Campus Dr., Stanford University School of Medicine, Stanford, California 94305, USA
- Whitehead Institute for Biomedical Research, Nine Cambridge Center, Cambridge, Massachusetts 02142, USA
| | - Lisa E Hensley
- US Army Medical Research Institute of Infectious Diseases, 1425 Porter St., Fort Detrick, Maryland 21702-5011, USA
| | - Victoria Wahl-Jensen
- US Army Medical Research Institute of Infectious Diseases, 1425 Porter St., Fort Detrick, Maryland 21702-5011, USA
| | - Kathleen M Daddario DiCaprio
- US Army Medical Research Institute of Infectious Diseases, 1425 Porter St., Fort Detrick, Maryland 21702-5011, USA
| | - Howard A Young
- National Cancer Institute - Frederick, 1050 Boyles St., Frederick, Maryland 21702, USA
| | - Douglas S Reed
- US Army Medical Research Institute of Infectious Diseases, 1425 Porter St., Fort Detrick, Maryland 21702-5011, USA
| | - Peter B Jahrling
- US Army Medical Research Institute of Infectious Diseases, 1425 Porter St., Fort Detrick, Maryland 21702-5011, USA
| | - Patrick O Brown
- Department of Biochemistry, 279 Campus Dr., Stanford University School of Medicine, Stanford, California 94305, USA
- Howard Hughes Medical Institute, 279 Campus Dr., Stanford University School of Medicine, Stanford, California 94305, USA
| | - David A Relman
- Department of Microbiology and Immunology, 299 Campus Dr., Stanford University School of Medicine, Stanford, California 94305, USA
- Department of Medicine, 300 Pasteur Dr., Stanford University School of Medicine, Stanford, California 94305, USA
- Veterans Affairs Palo Alto Health Care System, 3801 Miranda Ave., Palo Alto, California 94304, USA
| | - Thomas W Geisbert
- US Army Medical Research Institute of Infectious Diseases, 1425 Porter St., Fort Detrick, Maryland 21702-5011, USA
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11
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Meade KG, Gormley E, Doyle MB, Fitzsimons T, O'Farrelly C, Costello E, Keane J, Zhao Y, MacHugh DE. Innate gene repression associated with Mycobacterium bovis infection in cattle: toward a gene signature of disease. BMC Genomics 2007; 8:400. [PMID: 17974019 PMCID: PMC2213678 DOI: 10.1186/1471-2164-8-400] [Citation(s) in RCA: 55] [Impact Index Per Article: 3.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/11/2007] [Accepted: 10/31/2007] [Indexed: 01/04/2023] Open
Abstract
Background Bovine tuberculosis is an enduring disease of cattle that has significant repercussions for human health. The advent of high-throughput functional genomics technologies has facilitated large-scale analyses of the immune response to this disease that may ultimately lead to novel diagnostics and therapeutic targets. Analysis of mRNA abundance in peripheral blood mononuclear cells (PBMC) from six Mycobacterium bovis infected cattle and six non-infected controls was performed. A targeted immunospecific bovine cDNA microarray with duplicated spot features representing 1,391 genes was used to test the hypothesis that a distinct gene expression profile may exist in M. bovis infected animals in vivo. Results In total, 378 gene features were differentially expressed at the P ≤ 0.05 level in bovine tuberculosis (BTB)-infected and control animals, of which 244 were expressed at lower levels (65%) in the infected group. Lower relative expression of key innate immune genes, including the Toll-like receptor 2 (TLR2) and TLR4 genes, lack of differential expression of indicator adaptive immune gene transcripts (IFNG, IL2, IL4), and lower BOLA major histocompatibility complex – class I (BOLA) and class II (BOLA-DRA) gene expression was consistent with innate immune gene repression in the BTB-infected animals. Supervised hierarchical cluster analysis and class prediction validation identified a panel of 15 genes predictive of disease status and selected gene transcripts were validated (n = 8 per group) by real time quantitative reverse transcription PCR. Conclusion These results suggest that large-scale expression profiling can identify gene signatures of disease in peripheral blood that can be used to classify animals on the basis of in vivo infection, in the absence of exogenous antigenic stimulation.
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Affiliation(s)
- Kieran G Meade
- Education and Research Centre, St. Vincent's University Hospital, Dublin 4, Ireland.
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12
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Waddell SJ, Butcher PD, Stoker NG. RNA profiling in host-pathogen interactions. Curr Opin Microbiol 2007; 10:297-302. [PMID: 17574903 PMCID: PMC3128493 DOI: 10.1016/j.mib.2007.05.013] [Citation(s) in RCA: 25] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/14/2007] [Accepted: 05/29/2007] [Indexed: 12/21/2022]
Abstract
The development of novel anti-bacterial treatment strategies will be aided by an increased understanding of the interactions that take place between bacteria and host cells during infection. Global expression profiling using microarray technologies can help to describe and define the mechanisms required by bacterial pathogens to cause disease and the host responses required to defeat bacterial infection.
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Affiliation(s)
- Simon J Waddell
- Medical Microbiology, Division of Cellular & Molecular Medicine, St George's University of London, Cranmer Terrace, Tooting, London SW17 0RE, UK
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13
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Maynard JA, Myhre R, Roy B. Microarrays in infection and immunity. Curr Opin Chem Biol 2007; 11:306-15. [PMID: 17500025 PMCID: PMC7108391 DOI: 10.1016/j.cbpa.2007.01.727] [Citation(s) in RCA: 12] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/08/2007] [Accepted: 01/08/2007] [Indexed: 01/21/2023]
Abstract
Over the past decade, microarrays have revolutionized the scientific world as dramatically as the internet has changed everyday life. From the initial applications of DNA microarrays to uncover gene expression patterns that are diagnostic and prognostic of cancer, understanding the interplay between immune responses and disease has been a prime application of this technology. More recent efforts have moved beyond genetic analysis to functional analysis of the molecules involved, including identification of immunodominant antigens and peptides as well as the role of post-translational glycosylation. Here, we focus on recent applications of microarray technology in understanding the detailed chemical biology of immune responses to disease in an effort to guide development of vaccines and other protective therapies.
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Affiliation(s)
- Jennifer A Maynard
- Department of Chemical Engineering and Materials Science, University of Minnesota, Minneapolis, MN 55455, USA.
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Popper SJ, Shimizu C, Shike H, Kanegaye JT, Newburger JW, Sundel RP, Brown PO, Burns JC, Relman DA. Gene-expression patterns reveal underlying biological processes in Kawasaki disease. Genome Biol 2007; 8:R261. [PMID: 18067656 PMCID: PMC2246263 DOI: 10.1186/gb-2007-8-12-r261] [Citation(s) in RCA: 85] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/02/2007] [Revised: 07/13/2007] [Accepted: 12/11/2007] [Indexed: 01/03/2023] Open
Abstract
BACKGROUND Kawasaki disease (KD) is an acute self-limited vasculitis and the leading cause of acquired heart disease in children in developed countries. No etiologic agent(s) has been identified, and the processes that mediate formation of coronary artery aneurysms and abatement of fever following treatment with intravenous immunoglobulin (IVIG) remain poorly understood. RESULTS In an initial survey, we used DNA microarrays to examine patterns of gene expression in peripheral whole blood from 20 children with KD; each was sampled during the acute, subacute, and convalescent phases of the illness. Acute KD was characterized by increased relative abundance of gene transcripts associated with innate immune and proinflammatory responses and decreased abundance of transcripts associated with natural killer cells and CD8+ lymphocytes. There was significant temporal variation in transcript levels during the acute disease phase and stabilization thereafter. We confirmed these temporal patterns in a second cohort of 64 patients, and identified additional inter-individual differences in transcript abundance. Notably, higher levels of transcripts of the gene for carcinoembryonic antigen-related cell adhesion molecule 1 (CEACAM1) were associated with an increased percentage of unsegmented neutrophils, fewer days of illness, higher levels of C-reactive protein, and subsequent non-response to IVIG; this last association was confirmed by quantitative reverse transcription PCR in a third cohort of 33 patients, and was independent of day of illness. CONCLUSION Acute KD is characterized by dynamic and variable gene-expression programs that highlight the importance of neutrophil activation state and apoptosis in KD pathogenesis. Our findings also support the feasibility of extracting biomarkers associated with clinical prognosis from gene-expression profiles of individuals with systemic inflammatory illnesses.
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Affiliation(s)
- Stephen J Popper
- Departments of Microbiology and Immunology, and Medicine, Stanford University School of Medicine, Stanford, CA 94305, USA
| | - Chisato Shimizu
- Department of Pediatrics, University of California San Diego School of Medicine, La Jolla, CA 92093 and Rady Children's Hospital San Diego, San Diego, CA 92123, USA
| | - Hiroko Shike
- Department of Pediatrics, University of California San Diego School of Medicine, La Jolla, CA 92093 and Rady Children's Hospital San Diego, San Diego, CA 92123, USA
| | - John T Kanegaye
- Department of Pediatrics, University of California San Diego School of Medicine, La Jolla, CA 92093 and Rady Children's Hospital San Diego, San Diego, CA 92123, USA
| | - Jane W Newburger
- Departments of Cardiology and Pediatrics, Children's Hospital Boston, and Harvard Medical School, Boston, MA 02115, USA
| | - Robert P Sundel
- Departments of Cardiology and Pediatrics, Children's Hospital Boston, and Harvard Medical School, Boston, MA 02115, USA
| | - Patrick O Brown
- Department of Biochemistry, Stanford University School of Medicine, Stanford, CA 94305, USA
| | - Jane C Burns
- Department of Pediatrics, University of California San Diego School of Medicine, La Jolla, CA 92093 and Rady Children's Hospital San Diego, San Diego, CA 92123, USA
| | - David A Relman
- Departments of Microbiology and Immunology, and Medicine, Stanford University School of Medicine, Stanford, CA 94305, USA
- Veterans Affairs Palo Alto Health Care System, Palo Alto, CA 94304, USA
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15
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Fradin C, Mavor AL, Weindl G, Schaller M, Hanke K, Kaufmann SHE, Mollenkopf H, Hube B. The early transcriptional response of human granulocytes to infection with Candida albicans is not essential for killing but reflects cellular communications. Infect Immun 2006; 75:1493-501. [PMID: 17145939 PMCID: PMC1828553 DOI: 10.1128/iai.01651-06] [Citation(s) in RCA: 27] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
Abstract
Candida albicans is a polymorphic opportunistic fungus that can cause life-threatening systemic infections following hematogenous dissemination in patients susceptible to nosocomial infection. Neutrophils form part of the innate immune response, which is the first line of defense against microbes and is particularly important in C. albicans infections. To compare the transcriptional response of leukocytes exposed to C. albicans, we investigated the expression of key cytokine genes in polymorphonuclear and mononuclear leukocytes after incubation with C. albicans for 1 h. Isolated mononuclear cells expressed high levels of genes encoding proinflammatory signaling molecules, whereas neutrophils exhibited much lower levels, similar to those observed in whole blood. The global transcriptional profile of neutrophils was examined by using an immunology-biased human microarray to determine whether different morphological forms or the viability of C. albicans altered the transcriptome. Hyphal cells appeared to have the broadest effect, although the most strongly induced genes were regulated independently of morphology or viability. These genes were involved in proinflammatory cell-cell signaling, cell signal transduction, and cell growth. Generally, genes encoding known components of neutrophil granules showed no upregulation at this time point; however, lactoferrin, a well-known candidacidal peptide, was secreted by neutrophils. Addition to inhibitors of RNA or protein de novo synthesis did not influence the killing activity within 30 min. These results support the general notion that neutrophils do not require gene transcription to mount an immediate and direct attack against microbes. However, neutrophils exposed to C. albicans express genes involved in communication with other immune cells.
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Affiliation(s)
- Chantal Fradin
- Robert Koch Institute, Nordufer, 20, Berlin 13353, Germany, Department of Dermatology, University of Tübingen, Liebermeisterstrasse 25, Tübingen 72076, Germany, Max Planck Institute for Infection Biology, Berlin, Germany, Inserm U799, Université de Lille2, Lille 59045, France, Friedrich Schiller University, Jena, and Department of Microbial Pathogenicity, Leibniz Institute for Natural Product Research and Infection Biology, Hans Knoell Institute Jena, 07745 Jena, Germany
| | - Abigail L. Mavor
- Robert Koch Institute, Nordufer, 20, Berlin 13353, Germany, Department of Dermatology, University of Tübingen, Liebermeisterstrasse 25, Tübingen 72076, Germany, Max Planck Institute for Infection Biology, Berlin, Germany, Inserm U799, Université de Lille2, Lille 59045, France, Friedrich Schiller University, Jena, and Department of Microbial Pathogenicity, Leibniz Institute for Natural Product Research and Infection Biology, Hans Knoell Institute Jena, 07745 Jena, Germany
| | - Günther Weindl
- Robert Koch Institute, Nordufer, 20, Berlin 13353, Germany, Department of Dermatology, University of Tübingen, Liebermeisterstrasse 25, Tübingen 72076, Germany, Max Planck Institute for Infection Biology, Berlin, Germany, Inserm U799, Université de Lille2, Lille 59045, France, Friedrich Schiller University, Jena, and Department of Microbial Pathogenicity, Leibniz Institute for Natural Product Research and Infection Biology, Hans Knoell Institute Jena, 07745 Jena, Germany
| | - Martin Schaller
- Robert Koch Institute, Nordufer, 20, Berlin 13353, Germany, Department of Dermatology, University of Tübingen, Liebermeisterstrasse 25, Tübingen 72076, Germany, Max Planck Institute for Infection Biology, Berlin, Germany, Inserm U799, Université de Lille2, Lille 59045, France, Friedrich Schiller University, Jena, and Department of Microbial Pathogenicity, Leibniz Institute for Natural Product Research and Infection Biology, Hans Knoell Institute Jena, 07745 Jena, Germany
| | - Karin Hanke
- Robert Koch Institute, Nordufer, 20, Berlin 13353, Germany, Department of Dermatology, University of Tübingen, Liebermeisterstrasse 25, Tübingen 72076, Germany, Max Planck Institute for Infection Biology, Berlin, Germany, Inserm U799, Université de Lille2, Lille 59045, France, Friedrich Schiller University, Jena, and Department of Microbial Pathogenicity, Leibniz Institute for Natural Product Research and Infection Biology, Hans Knoell Institute Jena, 07745 Jena, Germany
| | - Stefan H. E. Kaufmann
- Robert Koch Institute, Nordufer, 20, Berlin 13353, Germany, Department of Dermatology, University of Tübingen, Liebermeisterstrasse 25, Tübingen 72076, Germany, Max Planck Institute for Infection Biology, Berlin, Germany, Inserm U799, Université de Lille2, Lille 59045, France, Friedrich Schiller University, Jena, and Department of Microbial Pathogenicity, Leibniz Institute for Natural Product Research and Infection Biology, Hans Knoell Institute Jena, 07745 Jena, Germany
| | - Hans Mollenkopf
- Robert Koch Institute, Nordufer, 20, Berlin 13353, Germany, Department of Dermatology, University of Tübingen, Liebermeisterstrasse 25, Tübingen 72076, Germany, Max Planck Institute for Infection Biology, Berlin, Germany, Inserm U799, Université de Lille2, Lille 59045, France, Friedrich Schiller University, Jena, and Department of Microbial Pathogenicity, Leibniz Institute for Natural Product Research and Infection Biology, Hans Knoell Institute Jena, 07745 Jena, Germany
| | - Bernhard Hube
- Robert Koch Institute, Nordufer, 20, Berlin 13353, Germany, Department of Dermatology, University of Tübingen, Liebermeisterstrasse 25, Tübingen 72076, Germany, Max Planck Institute for Infection Biology, Berlin, Germany, Inserm U799, Université de Lille2, Lille 59045, France, Friedrich Schiller University, Jena, and Department of Microbial Pathogenicity, Leibniz Institute for Natural Product Research and Infection Biology, Hans Knoell Institute Jena, 07745 Jena, Germany
- Corresponding author. Mailing address: Department of Microbial Pathogenicity, Leibniz Institute for Natural Product Research and Infection Biology, Hans Knoell Institute Jena, Beutenbergstrasse 11a, 07745 Jena, Germany. Phone: 49(0)3641-656880. Fax: 49(0)3641-656882. E-mail:
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