1
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Pavkova I, Bavlovic J, Kubelkova K, Stulik J, Klimentova J. Protective potential of outer membrane vesicles derived from a virulent strain of Francisella tularensis. Front Microbiol 2024; 15:1355872. [PMID: 38533334 PMCID: PMC10963506 DOI: 10.3389/fmicb.2024.1355872] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/14/2023] [Accepted: 02/12/2024] [Indexed: 03/28/2024] Open
Abstract
Francisella tularensis secretes tubular outer membrane vesicles (OMVs) that contain a number of immunoreactive proteins as well as virulence factors. We have reported previously that isolated Francisella OMVs enter macrophages, cumulate inside, and induce a strong pro-inflammatory response. In the current article, we present that OMVs treatment of macrophages also enhances phagocytosis of the bacteria and suppresses their intracellular replication. On the other hand, the subsequent infection with Francisella is able to revert to some extent the strong pro-inflammatory effect induced by OMVs in macrophages. Being derived from the bacterial surface, isolated OMVs may be considered a "non-viable mixture of Francisella antigens" and as such, they present a promising protective material. Immunization of mice with OMVs isolated from a virulent F. tularensis subsp. holarctica strain FSC200 prolonged the survival time but did not fully protect against the infection with a lethal dose of the parent strain. However, the sera of the immunized animals revealed unambiguous cytokine and antibody responses and proved to recognize a set of well-known Francisella immunoreactive proteins. For these reasons, Francisella OMVs present an interesting material for future protective studies.
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Affiliation(s)
| | | | | | | | - Jana Klimentova
- Department of Molecular Pathology and Biology, Military Faculty of Medicine, University of Defence, Hradec Kralove, Czechia
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2
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Oulton T, Obiero J, Rodriguez I, Ssewanyana I, Dabbs RA, Bachman CM, Greenhouse B, Drakeley C, Felgner PL, Stone W, Tetteh KKA. Plasmodium falciparum serology: A comparison of two protein production methods for analysis of antibody responses by protein microarray. PLoS One 2022; 17:e0273106. [PMID: 36037183 PMCID: PMC9423672 DOI: 10.1371/journal.pone.0273106] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/25/2021] [Accepted: 08/02/2022] [Indexed: 12/02/2022] Open
Abstract
The evaluation of protein antigens as putative serologic biomarkers of infection has increasingly shifted to high-throughput, multiplex approaches such as the protein microarray. In vitro transcription/translation (IVTT) systems-a similarly high-throughput protein expression method-are already widely utilised in the production of protein microarrays, though purified recombinant proteins derived from more traditional whole cell based expression systems also play an important role in biomarker characterisation. Here we have performed a side-by-side comparison of antigen-matched protein targets from an IVTT and purified recombinant system, on the same protein microarray. The magnitude and range of antibody responses to purified recombinants was found to be greater than that of IVTT proteins, and responses between targets from different expression systems did not clearly correlate. However, responses between amino acid sequence-matched targets from each expression system were more closely correlated. Despite the lack of a clear correlation between antigen-matched targets produced in each expression system, our data indicate that protein microarrays produced using either method can be used confidently, in a context dependent manner, though care should be taken when comparing data derived from contrasting approaches.
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Affiliation(s)
- Tate Oulton
- Department of Infection Biology, London School of Hygiene and Tropical Medicine, London, United Kingdom
| | - Joshua Obiero
- Department of Physiology and Biophysics, University of California, Irvine, Irvine, CA, United States of America
| | - Isabel Rodriguez
- Department of Medicine, University of California San Francisco, San Francisco, California, United States of America
| | - Isaac Ssewanyana
- Infectious Diseases Research Collaboration, Kampala, Uganda
- Makerere University College of Health Sciences, Kampala, Uganda
| | - Rebecca A. Dabbs
- Department of Infection Biology, London School of Hygiene and Tropical Medicine, London, United Kingdom
| | | | - Bryan Greenhouse
- Department of Medicine, University of California San Francisco, San Francisco, California, United States of America
| | - Chris Drakeley
- Department of Infection Biology, London School of Hygiene and Tropical Medicine, London, United Kingdom
| | - Phil L. Felgner
- Department of Physiology and Biophysics, University of California, Irvine, Irvine, CA, United States of America
| | - Will Stone
- Department of Infection Biology, London School of Hygiene and Tropical Medicine, London, United Kingdom
| | - Kevin K. A. Tetteh
- Department of Infection Biology, London School of Hygiene and Tropical Medicine, London, United Kingdom
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3
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Mwai K, Kibinge N, Tuju J, Kamuyu G, Kimathi R, Mburu J, Chepsat E, Nyamako L, Chege T, Nkumama I, Kinyanjui S, Musenge E, Osier F. protGear: A protein microarray data pre-processing suite. Comput Struct Biotechnol J 2021; 19:2518-2525. [PMID: 34025940 PMCID: PMC8114118 DOI: 10.1016/j.csbj.2021.04.044] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/12/2021] [Revised: 04/19/2021] [Accepted: 04/20/2021] [Indexed: 11/29/2022] Open
Abstract
Protein microarrays are versatile tools for high throughput study of the human proteome, but systematic and non-systematic sources of bias constrain optimal interpretation and the ultimate utility of the data. Published guidelines to limit technical variability whilst maintaining important biological variation favour DNA-based microarrays that often differ fundamentally in their experimental design. Rigorous tools to guide background correction, the quantification of within-sample variation, normalisation, and batch correction specifically for protein microarrays are limited, require extensive investigation and are not centrally accessible. Here, we develop a generic one-stop-shop pre-processing suite for protein microarrays that is compatible with data from the major protein microarray scanners. Our graphical and tabular interfaces facilitate a detailed inspection of data and are coupled with supporting guidelines that enable users to select the most appropriate algorithms to systematically address bias arising in customized experiments. The localization and distribution of background signal intensities determine the optimal correction strategy. A novel function overcomes the limitations in the interpretation of the coefficient of variation when signal intensities are at the lower end of the detection threshold. We demonstrate essential considerations in the experimental design and their impact on a range of algorithms for normalization and minimization of batch effects. Our user-friendly interactive web-based platform eliminates the need for prowess in programming. The open-source R interface includes illustrative examples, generates an auditable record, enables reproducibility, and can incorporate additional custom scripts through its online repository. This versatility will enhance its broad uptake in the infectious disease and vaccine development community.
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Affiliation(s)
- Kennedy Mwai
- Epidemiology and Biostatistics Division, School of Public Health, University of the Witwatersrand, Johannesburg, South Africa.,Centre for Geographic Medicine Research (Coast), Kenya Medical Research Institute-Wellcome Trust Research Programme, Kilifi, Kenya
| | - Nelson Kibinge
- Centre for Geographic Medicine Research (Coast), Kenya Medical Research Institute-Wellcome Trust Research Programme, Kilifi, Kenya
| | - James Tuju
- Centre for Geographic Medicine Research (Coast), Kenya Medical Research Institute-Wellcome Trust Research Programme, Kilifi, Kenya.,Department of Biotechnology and Biochemistry, Pwani University, Kilifi, Kenya
| | - Gathoni Kamuyu
- Centre for Geographic Medicine Research (Coast), Kenya Medical Research Institute-Wellcome Trust Research Programme, Kilifi, Kenya
| | - Rinter Kimathi
- Centre for Geographic Medicine Research (Coast), Kenya Medical Research Institute-Wellcome Trust Research Programme, Kilifi, Kenya
| | - James Mburu
- Centre for Geographic Medicine Research (Coast), Kenya Medical Research Institute-Wellcome Trust Research Programme, Kilifi, Kenya
| | - Emily Chepsat
- Centre for Geographic Medicine Research (Coast), Kenya Medical Research Institute-Wellcome Trust Research Programme, Kilifi, Kenya
| | - Lydia Nyamako
- Centre for Geographic Medicine Research (Coast), Kenya Medical Research Institute-Wellcome Trust Research Programme, Kilifi, Kenya
| | - Timothy Chege
- Centre for Geographic Medicine Research (Coast), Kenya Medical Research Institute-Wellcome Trust Research Programme, Kilifi, Kenya
| | - Irene Nkumama
- Centre for Geographic Medicine Research (Coast), Kenya Medical Research Institute-Wellcome Trust Research Programme, Kilifi, Kenya.,Centre of Infectious Diseases, Heidelberg University Hospital, Heidelberg, Germany
| | - Samson Kinyanjui
- Centre for Geographic Medicine Research (Coast), Kenya Medical Research Institute-Wellcome Trust Research Programme, Kilifi, Kenya.,Department of Biotechnology and Biochemistry, Pwani University, Kilifi, Kenya.,Centre for Tropical Medicine and Global Health, Nuffield Department of Clinical Medicine, University of Oxford, Oxford, United Kingdom
| | - Eustasius Musenge
- Epidemiology and Biostatistics Division, School of Public Health, University of the Witwatersrand, Johannesburg, South Africa
| | - Faith Osier
- Centre for Geographic Medicine Research (Coast), Kenya Medical Research Institute-Wellcome Trust Research Programme, Kilifi, Kenya.,Centre of Infectious Diseases, Heidelberg University Hospital, Heidelberg, Germany.,Department of Biotechnology and Biochemistry, Pwani University, Kilifi, Kenya.,Centre for Tropical Medicine and Global Health, Nuffield Department of Clinical Medicine, University of Oxford, Oxford, United Kingdom
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4
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Maurin M. Francisella tularensis, Tularemia and Serological Diagnosis. Front Cell Infect Microbiol 2020; 10:512090. [PMID: 33194778 PMCID: PMC7649319 DOI: 10.3389/fcimb.2020.512090] [Citation(s) in RCA: 41] [Impact Index Per Article: 10.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/14/2019] [Accepted: 09/29/2020] [Indexed: 11/13/2022] Open
Abstract
Tularemia is a zoonotic disease caused by the bacterium Francisella tularensis. The predominant sources, routes of infection, and clinical manifestations of human infections greatly vary according to the geographic area considered. Moreover, clinical suspicion of tularemia is often tricky because of the lack of specificity of the clinical manifestations. Because F. tularensis isolation is tedious and detection of its DNA usually requires removal of infected tissues, serological techniques are most often used for diagnostic confirmation. However, these techniques are varied and poorly standardized. The microagglutination test (MAT), the indirect immunofluorescence assay (IFA), and ELISA tests are currently the most frequently used techniques. These home-made and commercial tests are mainly used for tularemia diagnosis but also seroprevalence studies. ELISA tests detect specific antibodies within two weeks of disease evaluation, compared to 2-3 weeks for MAT and IFA. However, more false-positive results are usually reported with ELISA. The long-term persistence of anti-F. tularensis antibodies in patients with past tularemia infection hampers the diagnostic specificity of all these tests. Also, cross-reacting antibodies have been described (especially with Brucella and Yersinia species), although usually at a low level. The immunoblotting technique can highlight these serological cross-reactions. Tularemia remains an underdiagnosed disease in most endemic areas, and the clinical presentations of this disease are evolving. It is necessary to improve further speed and accuracy of tularemia diagnosis, as well as the standardization of diagnostic procedures.
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Affiliation(s)
- Max Maurin
- Centre National de Référence Francisella tularensis, Laboratoire de Bactériologie, Institut de Biologie et de Pathologie, Centre Hospitalier Universitaire Grenoble Alpes, Grenoble, France.,Laboratoire Techniques de l'Ingénierie Médicale et de la Complexité Informatique-Mathématiques et Applications (TIMC-IMAG), Université Grenoble Alpes, Centre National de la Recherche Scientifique (CNRS), Grenoble, France
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5
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Atchou K, Ongus J, Machuka E, Juma J, Tiambo C, Djikeng A, Silva JC, Pelle R. Comparative Transcriptomics of the Bovine Apicomplexan Parasite Theileria parva Developmental Stages Reveals Massive Gene Expression Variation and Potential Vaccine Antigens. Front Vet Sci 2020; 7:287. [PMID: 32582776 PMCID: PMC7296165 DOI: 10.3389/fvets.2020.00287] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/29/2020] [Accepted: 04/28/2020] [Indexed: 01/10/2023] Open
Abstract
Theileria parva is a protozoan parasite that causes East Coast fever (ECF), an economically important disease of cattle in Africa. It is transmitted mainly by the tick Rhipicephalus appendiculatus. Research efforts to develop a subunit vaccine based on parasite neutralizing antibodies and cytotoxic T-lymphocytes have met with limited success. The molecular mechanisms underlying T. parva life cycle stages in the tick vector and bovine host are poorly understood, thus limiting progress toward an effective and efficient control of ECF. Transcriptomics has been used to identify candidate vaccine antigens or markers associated with virulence and disease pathology. Therefore, characterization of gene expression throughout the parasite's life cycle should shed light on host-pathogen interactions in ECF and identify genes underlying differences in parasite stages as well as potential, novel therapeutic targets. Recently, the first gene expression profiling of T. parva was conducted for the sporoblast, sporozoite, and schizont stages. The sporozoite is infective to cattle, whereas the schizont is the major pathogenic form of the parasite. The schizont can differentiate into piroplasm, which is infective to the tick vector. The present study was designed to extend the T. parva gene expression profiling to the piroplasm stage with reference to the schizont. Pairwise comparison revealed that 3,279 of a possible 4,084 protein coding genes were differentially expressed, with 1,623 (49%) genes upregulated and 1,656 (51%) downregulated in the piroplasm relative to the schizont. In addition, over 200 genes were stage-specific. In general, there were more molecular functions, biological processes, subcellular localizations, and pathways significantly enriched in the piroplasm than in the schizont. Using known antigens as benchmarks, we identified several new potential vaccine antigens, including TP04_0076 and TP04_0640, which were highly immunogenic in naturally T. parva-infected cattle. All the candidate vaccine antigens identified have yet to be investigated for their capacity to induce protective immune response against ECF.
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Affiliation(s)
- Kodzo Atchou
- Institute for Basic Sciences, Technology and Innovation, Pan African University, Nairobi, Kenya.,Biosciences eastern and central Africa-International Livestock Research Institute (BecA-ILRI), Nairobi, Kenya
| | - Juliette Ongus
- Institute for Basic Sciences, Technology and Innovation, Pan African University, Nairobi, Kenya
| | - Eunice Machuka
- Institute for Basic Sciences, Technology and Innovation, Pan African University, Nairobi, Kenya.,Biosciences eastern and central Africa-International Livestock Research Institute (BecA-ILRI), Nairobi, Kenya
| | - John Juma
- Biosciences eastern and central Africa-International Livestock Research Institute (BecA-ILRI), Nairobi, Kenya
| | - Christian Tiambo
- Biosciences eastern and central Africa-International Livestock Research Institute (BecA-ILRI), Nairobi, Kenya
| | - Appolinaire Djikeng
- Centre for Tropical Livestock Genetics and Health, The Roslin Institute and Royal (Dick) School of Veterinary Studies, The University of Edinburgh, Scotland, United Kingdom
| | - Joana C Silva
- Institute for Genome Sciences, University of Maryland School of Medicine, Baltimore, MD, United States.,Department of Microbiology and Immunology, University of Maryland School of Medicine, Baltimore, MD, United States
| | - Roger Pelle
- Biosciences eastern and central Africa-International Livestock Research Institute (BecA-ILRI), Nairobi, Kenya
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6
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Syu GD, Dunn J, Zhu H. Developments and Applications of Functional Protein Microarrays. Mol Cell Proteomics 2020; 19:916-927. [PMID: 32303587 PMCID: PMC7261817 DOI: 10.1074/mcp.r120.001936] [Citation(s) in RCA: 38] [Impact Index Per Article: 9.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/10/2020] [Revised: 03/24/2020] [Indexed: 12/19/2022] Open
Abstract
Protein microarrays are crucial tools in the study of proteins in an unbiased, high-throughput manner, as they allow for characterization of up to thousands of individually purified proteins in parallel. The adaptability of this technology has enabled its use in a wide variety of applications, including the study of proteome-wide molecular interactions, analysis of post-translational modifications, identification of novel drug targets, and examination of pathogen-host interactions. In addition, the technology has also been shown to be useful in profiling antibody specificity, as well as in the discovery of novel biomarkers, especially for autoimmune diseases and cancers. In this review, we will summarize the developments that have been made in protein microarray technology in both in basic and translational research over the past decade. We will also introduce a novel membrane protein array, the GPCR-VirD array, and discuss the future directions of functional protein microarrays.
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Affiliation(s)
- Guan-Da Syu
- Department of Biotechnology and Bioindustry Sciences, National Cheng Kung University, Tainan 701, Taiwan R.O.C..
| | - Jessica Dunn
- Department of Pharmacology and Molecular Sciences, Johns Hopkins University School of Medicine, Baltimore, Maryland 21205
| | - Heng Zhu
- Department of Pharmacology and Molecular Sciences, Johns Hopkins University School of Medicine, Baltimore, Maryland 21205; Center for High-Throughput Biology, Johns Hopkins University School of Medicine, Baltimore, Maryland 21205; Viral Oncology Program, Department of Oncology, The Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins University School of Medicine, Baltimore, Maryland 21231.
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7
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Abstract
The varied landscape of the adaptive immune response is determined by the peptides presented by immune cells, derived from viral or microbial pathogens or cancerous cells. The study of immune biomarkers or antigens is not new, and classical methods such as agglutination, enzyme-linked immunosorbent assay, or Western blotting have been used for many years to study the immune response to vaccination or disease. However, in many of these traditional techniques, protein or peptide identification has often been the bottleneck. Recent progress in genomics and mass spectrometry have led to many of the rapid advances in proteomics approaches. Immunoproteomics describes a rapidly growing collection of approaches that have the common goal of identifying and measuring antigenic peptides or proteins. This includes gel-based, array-based, mass spectrometry-based, DNA-based, or in silico approaches. Immunoproteomics is yielding an understanding of disease and disease progression, vaccine candidates, and biomarkers. This review gives an overview of immunoproteomics and closely related technologies that are used to define the full set of protein antigens targeted by the immune system during disease.
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Affiliation(s)
- Kelly M Fulton
- Human Health Therapeutics Research Centre, National Research Council of Canada, Ottawa, ON, Canada
| | - Isabel Baltat
- Human Health Therapeutics Research Centre, National Research Council of Canada, Ottawa, ON, Canada
| | - Susan M Twine
- Human Health Therapeutics Research Centre, National Research Council of Canada, Ottawa, ON, Canada.
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8
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Schreeg ME, Marr HS, Tarigo JL, Sherrill MK, Outi HK, Scholl EH, Bird DM, Vigil A, Hung C, Nakajima R, Liang L, Trieu A, Doolan DL, Thomas JE, Levy MG, Reichard MV, Felgner PL, Cohn LA, Birkenheuer AJ. Identification of Cytauxzoon felis antigens via protein microarray and assessment of expression library immunization against cytauxzoonosis. Clin Proteomics 2018; 15:44. [PMID: 30618510 PMCID: PMC6310948 DOI: 10.1186/s12014-018-9218-9] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/26/2018] [Accepted: 12/14/2018] [Indexed: 01/17/2023] Open
Abstract
Background Cytauxzoonosis is a disease of felids in North America caused by the tick-transmitted apicomplexan parasite Cytauxzoon felis. Cytauxzoonosis is particularly virulent for domestic cats, but no vaccine currently exists. The parasite cannot be cultivated in vitro, presenting a significant limitation for vaccine development. Methods Recent sequencing of the C. felis genome has identified over 4300 putative protein-encoding genes. From this pool we constructed a protein microarray containing 673 putative C. felis proteins. This microarray was probed with sera from C. felis-infected and naïve cats to identify differentially reactive antigens which were incorporated into two expression library vaccines, one polyvalent and one monovalent. We assessed the efficacy of these vaccines to prevent of infection and/or disease in a tick-challenge model. Results Probing of the protein microarray resulted in identification of 30 differentially reactive C. felis antigens that were incorporated into the two expression library vaccines. However, expression library immunization failed to prevent infection or disease in cats challenged with C. felis. Conclusions Protein microarray facilitated high-throughput identification of novel antigens, substantially increasing the pool of characterized C. felis antigens. These antigens should be considered for development of C. felis vaccines, diagnostics, and therapeutics. Electronic supplementary material The online version of this article (10.1186/s12014-018-9218-9) contains supplementary material, which is available to authorized users.
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Affiliation(s)
- Megan E Schreeg
- 1College of Veterinary Medicine, North Carolina State University, Research Building Room 464, 1060 William Moore Drive, Raleigh, NC 27607 USA
| | - Henry S Marr
- 1College of Veterinary Medicine, North Carolina State University, Research Building Room 464, 1060 William Moore Drive, Raleigh, NC 27607 USA
| | - Jaime L Tarigo
- 1College of Veterinary Medicine, North Carolina State University, Research Building Room 464, 1060 William Moore Drive, Raleigh, NC 27607 USA.,2College of Veterinary Medicine, University of Georgia, 501 D.W. Brooks Drive, Athens, GA 30602 USA
| | - Meredith K Sherrill
- 3College of Veterinary Medicine, University of Missouri, 1600 East Rollins, Columbia, MO 65211 USA
| | - Hilton K Outi
- 3College of Veterinary Medicine, University of Missouri, 1600 East Rollins, Columbia, MO 65211 USA
| | - Elizabeth H Scholl
- 4College of Agriculture and Life Sciences, North Carolina State University, 2501 Founders Dr, Raleigh, NC 27607 USA
| | - David M Bird
- 4College of Agriculture and Life Sciences, North Carolina State University, 2501 Founders Dr, Raleigh, NC 27607 USA
| | - Adam Vigil
- 5School of Medicine, University of California Irvine, 1001 Health Sciences Rd, Irvine, CA 92617 USA
| | - Chris Hung
- 5School of Medicine, University of California Irvine, 1001 Health Sciences Rd, Irvine, CA 92617 USA
| | - Rie Nakajima
- 5School of Medicine, University of California Irvine, 1001 Health Sciences Rd, Irvine, CA 92617 USA
| | - Li Liang
- 5School of Medicine, University of California Irvine, 1001 Health Sciences Rd, Irvine, CA 92617 USA
| | - Angela Trieu
- 6QIMR Berghofer Medical Research Institute, 300 Herston Rd, Brisbane City, QLD 4006 Australia
| | - Denise L Doolan
- 6QIMR Berghofer Medical Research Institute, 300 Herston Rd, Brisbane City, QLD 4006 Australia.,7Australian Institute of Tropical Health and Medicine, James Cook University, 1 James Cook Dr, Douglas, QLD 4814 Australia
| | - Jennifer E Thomas
- 8Center for Veterinary Health Sciences, Oklahoma State University, 208 S McFarland St, Stillwater, OK 74078 USA
| | - Michael G Levy
- 1College of Veterinary Medicine, North Carolina State University, Research Building Room 464, 1060 William Moore Drive, Raleigh, NC 27607 USA
| | - Mason V Reichard
- 8Center for Veterinary Health Sciences, Oklahoma State University, 208 S McFarland St, Stillwater, OK 74078 USA
| | - Philip L Felgner
- 5School of Medicine, University of California Irvine, 1001 Health Sciences Rd, Irvine, CA 92617 USA
| | - Leah A Cohn
- 3College of Veterinary Medicine, University of Missouri, 1600 East Rollins, Columbia, MO 65211 USA
| | - Adam J Birkenheuer
- 1College of Veterinary Medicine, North Carolina State University, Research Building Room 464, 1060 William Moore Drive, Raleigh, NC 27607 USA
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9
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Holland KM, Rosa SJ, Kristjansdottir K, Wolfgeher D, Franz BJ, Zarrella TM, Kumar S, Sunagar R, Singh A, Bakshi CS, Namjoshi P, Barry EM, Sellati TJ, Kron SJ, Gosselin EJ, Reed DS, Hazlett KRO. Differential Growth of Francisella tularensis, Which Alters Expression of Virulence Factors, Dominant Antigens, and Surface-Carbohydrate Synthases, Governs the Apparent Virulence of Ft SchuS4 to Immunized Animals. Front Microbiol 2017; 8:1158. [PMID: 28690600 PMCID: PMC5479911 DOI: 10.3389/fmicb.2017.01158] [Citation(s) in RCA: 18] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/20/2017] [Accepted: 06/07/2017] [Indexed: 12/29/2022] Open
Abstract
The gram-negative bacterium Francisella tularensis (Ft) is both a potential biological weapon and a naturally occurring microbe that survives in arthropods, fresh water amoeba, and mammals with distinct phenotypes in various environments. Previously, we used a number of measurements to characterize Ft grown in Brain-Heart Infusion (BHI) broth as (1) more similar to infection-derived bacteria, and (2) slightly more virulent in naïve animals, compared to Ft grown in Mueller Hinton Broth (MHB). In these studies we observed that the free amino acids in MHB repress expression of select Ft virulence factors by an unknown mechanism. Here, we tested the hypotheses that Ft grown in BHI (BHI-Ft) accurately displays a full protein composition more similar to that reported for infection-derived Ft and that this similarity would make BHI-Ft more susceptible to pre-existing, vaccine-induced immunity than MHB-Ft. We performed comprehensive proteomic analysis of Ft grown in MHB, BHI, and BHI supplemented with casamino acids (BCA) and compared our findings to published “omics” data derived from Ft grown in vivo. Based on the abundance of ~1,000 proteins, the fingerprint of BHI-Ft is one of nutrient-deprived bacteria that—through induction of a stringent-starvation-like response—have induced the FevR regulon for expression of the bacterium's virulence factors, immuno-dominant antigens, and surface-carbohydrate synthases. To test the notion that increased abundance of dominant antigens expressed by BHI-Ft would render these bacteria more susceptible to pre-existing, vaccine-induced immunity, we employed a battery of LVS-vaccination and S4-challenge protocols using MHB- and BHI-grown Ft S4. Contrary to our hypothesis, these experiments reveal that LVS-immunization provides a barrier to infection that is significantly more effective against an MHB-S4 challenge than a BHI-S4 challenge. The differences in apparent virulence to immunized mice are profoundly greater than those observed with primary infection of naïve mice. Our findings suggest that tularemia vaccination studies should be critically evaluated in regard to the growth conditions of the challenge agent.
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Affiliation(s)
- Kristen M Holland
- Department of Immunology and Microbial Disease, Albany Medical CollegeAlbany, NY, United States
| | - Sarah J Rosa
- Department of Immunology and Microbial Disease, Albany Medical CollegeAlbany, NY, United States
| | | | - Donald Wolfgeher
- Department of Molecular Genetics and Cell Biology, University of ChicagoChicago, IL, United States
| | - Brian J Franz
- Department of Immunology and Microbial Disease, Albany Medical CollegeAlbany, NY, United States
| | - Tiffany M Zarrella
- Department of Immunology and Microbial Disease, Albany Medical CollegeAlbany, NY, United States
| | - Sudeep Kumar
- Department of Immunology and Microbial Disease, Albany Medical CollegeAlbany, NY, United States
| | - Raju Sunagar
- Department of Immunology and Microbial Disease, Albany Medical CollegeAlbany, NY, United States
| | - Anju Singh
- Trudeau InstituteSaranac Lake, NY, United States
| | - Chandra S Bakshi
- Department of Microbiology and Immunology, New York Medical CollegeValhalla, NY, United States
| | - Prachi Namjoshi
- Department of Immunology and Microbial Disease, Albany Medical CollegeAlbany, NY, United States
| | - Eileen M Barry
- School of Medicine, University of MarylandBaltimore, MD, United States
| | | | - Stephen J Kron
- Department of Molecular Genetics and Cell Biology, University of ChicagoChicago, IL, United States
| | - Edmund J Gosselin
- Department of Immunology and Microbial Disease, Albany Medical CollegeAlbany, NY, United States
| | - Douglas S Reed
- Center for Vaccine Research, University of PittsburghPittsburgh, PA, United States
| | - Karsten R O Hazlett
- Department of Immunology and Microbial Disease, Albany Medical CollegeAlbany, NY, United States
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10
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Gaur R, Alam SI, Kamboj DV. Immunoproteomic Analysis of Antibody Response of Rabbit Host Against Heat-Killed Francisella tularensis Live Vaccine Strain. Curr Microbiol 2017; 74:499-507. [PMID: 28233060 DOI: 10.1007/s00284-017-1217-y] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/27/2016] [Accepted: 02/10/2017] [Indexed: 11/24/2022]
Abstract
Francisella tularensis, the causative agent of tularemia, has attained the status of one of the high priority agents that could be used in the act of bioterrorism. Currently, there is no licensed vaccine for this highly infectious intracellular pathogen. Being a listed 'Category A' agent of the U.S. Center for Disease Control and Prevention (CDC), vaccines and therapeutics are immediately required against this pathogen. In this study, an immunoproteomic approach based on the techniques of 2-dimensional gel electrophoresis (2DE) and immunoblotting combined with mass spectrometry (MS) was used for elucidation of immunogenic components and putative vaccine candidates. Whole-cell soluble protein extract of F. tularensis LVS (Ft LVS) was separated by 2DE, and immunoblots were developed with sera raised in rabbit after immunization with heat-killed Ft LVS. A total of 28 immunoreactive proteins were identified by tandem mass spectrometry. Rabbit immunoproteome of F. tularensis was compared with those previously reported using sera from human patients and in murine model. Out of 28 immunoreactive proteins identified in this study, 12 and 17 overlapping proteins were recognized by human and murine sera, respectively. Nine proteins were found immunogenic in all the three hosts, while eight new immunogenic proteins were found in this study. Identified immunoreactive proteins may find application in design and development of protein subunit vaccine for tularemia.
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Affiliation(s)
- Ritu Gaur
- Biotechnology Division, Defence Research and Development Establishment, Gwalior, 474002, India
| | - Syed Imteyaz Alam
- Biotechnology Division, Defence Research and Development Establishment, Gwalior, 474002, India
| | - Dev Vrat Kamboj
- Biotechnology Division, Defence Research and Development Establishment, Gwalior, 474002, India.
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11
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Cornillot E, Dassouli A, Pachikara N, Lawres L, Renard I, Francois C, Randazzo S, Brès V, Garg A, Brancato J, Pazzi JE, Pablo J, Hung C, Teng A, Shandling AD, Huynh VT, Krause PJ, Lepore T, Delbecq S, Hermanson G, Liang X, Williams S, Molina DM, Ben Mamoun C. A targeted immunomic approach identifies diagnostic antigens in the human pathogen Babesia microti. Transfusion 2016; 56:2085-99. [PMID: 27184823 PMCID: PMC5644385 DOI: 10.1111/trf.13640] [Citation(s) in RCA: 26] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/07/2015] [Revised: 03/24/2016] [Accepted: 03/30/2016] [Indexed: 02/04/2023]
Abstract
BACKGROUND Babesia microti is a protozoan parasite responsible for the majority of reported cases of human babesiosis and a major risk to the blood supply. Laboratory screening of blood donors may help prevent transfusion-transmitted babesiosis but there is no Food and Drug Administration-approved screening method yet available. Development of a sensitive, specific, and highly automated B. microti antibody assay for diagnosis of acute babesiosis and blood screening could have an important impact on decreasing the health burden of B. microti infection. STUDY DESIGN AND METHODS Herein, we take advantage of recent advances in B. microti genomic analyses, field surveys of the reservoir host, and human studies in endemic areas to apply a targeted immunomic approach to the discovery of B. microti antigens that serve as signatures of active or past babesiosis infections. Of 19 glycosylphosphatidylinositol (GPI)-anchored protein candidates (BmGPI1-19) identified in the B. microti proteome, 17 were successfully expressed, printed on a microarray chip, and used to screen sera from uninfected and B. microti-infected mice and humans to determine immune responses that are associated with active and past infection. RESULTS Antibody responses to various B. microti BmGPI antigens were detected and BmGPI12 was identified as the best biomarker of infection that provided high sensitivity and specificity when used in a microarray antibody assay. CONCLUSION BmGPI12 alone or in combination with other BmGPI proteins is a promising candidate biomarker for detection of B. microti antibodies that might be useful in blood screening to prevent transfusion-transmitted babesiosis.
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Affiliation(s)
- Emmanuel Cornillot
- Institut de Biologie Computationnelle (IBC), Institut de Recherche en Cancérologie de Montpellier (IRCM-INSERM U1194), Institut régional du Cancer Montpellier (ICM) and Université de Montpellier, Montpellier, France
| | - Amina Dassouli
- Department of Internal Medicine, Section of Infectious Diseases, Yale School of Medicine, New Haven, Connecticut
- Laboratoire de Biologie Cellulaire et Moléculaire (LBCM-EA4558 Vaccination Antiparasitaire), UFR Pharmacie, Université de Montpellier, Montpellier, France
| | - Niseema Pachikara
- Department of Internal Medicine, Section of Infectious Diseases, Yale School of Medicine, New Haven, Connecticut
| | - Lauren Lawres
- Department of Internal Medicine, Section of Infectious Diseases, Yale School of Medicine, New Haven, Connecticut
| | - Isaline Renard
- Department of Internal Medicine, Section of Infectious Diseases, Yale School of Medicine, New Haven, Connecticut
| | - Celia Francois
- Laboratoire de Biologie Cellulaire et Moléculaire (LBCM-EA4558 Vaccination Antiparasitaire), UFR Pharmacie, Université de Montpellier, Montpellier, France
| | - Sylvie Randazzo
- Laboratoire de Biologie Cellulaire et Moléculaire (LBCM-EA4558 Vaccination Antiparasitaire), UFR Pharmacie, Université de Montpellier, Montpellier, France
| | - Virginie Brès
- Laboratoire de Biologie Cellulaire et Moléculaire (LBCM-EA4558 Vaccination Antiparasitaire), UFR Pharmacie, Université de Montpellier, Montpellier, France
| | - Aprajita Garg
- Department of Internal Medicine, Section of Infectious Diseases, Yale School of Medicine, New Haven, Connecticut
| | - Janna Brancato
- Division of Epidemiology of Microbial Diseases, Yale School of Public Health, New Haven, Connecticut
| | | | | | - Chris Hung
- Antigen Discovery, Inc., Irvine, California
| | - Andy Teng
- Antigen Discovery, Inc., Irvine, California
| | | | | | - Peter J. Krause
- Division of Epidemiology of Microbial Diseases, Yale School of Public Health, New Haven, Connecticut
| | - Timothy Lepore
- Division of Epidemiology of Microbial Diseases, Yale School of Public Health, New Haven, Connecticut
| | - Stephane Delbecq
- Laboratoire de Biologie Cellulaire et Moléculaire (LBCM-EA4558 Vaccination Antiparasitaire), UFR Pharmacie, Université de Montpellier, Montpellier, France
| | | | | | - Scott Williams
- Connecticut Agricultural Experiment Station, New Haven, Connecticut
| | | | - Choukri Ben Mamoun
- Department of Internal Medicine, Section of Infectious Diseases, Yale School of Medicine, New Haven, Connecticut
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12
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Kohler C, Dunachie SJ, Müller E, Kohler A, Jenjaroen K, Teparrukkul P, Baier V, Ehricht R, Steinmetz I. Rapid and Sensitive Multiplex Detection of Burkholderia pseudomallei-Specific Antibodies in Melioidosis Patients Based on a Protein Microarray Approach. PLoS Negl Trop Dis 2016; 10:e0004847. [PMID: 27427979 PMCID: PMC4948818 DOI: 10.1371/journal.pntd.0004847] [Citation(s) in RCA: 24] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/21/2016] [Accepted: 06/22/2016] [Indexed: 12/15/2022] Open
Abstract
Background The environmental bacterium Burkholderia pseudomallei causes the infectious disease melioidosis with a high case-fatality rate in tropical and subtropical regions. Direct pathogen detection can be difficult, and therefore an indirect serological test which might aid early diagnosis is desirable. However, current tests for antibodies against B. pseudomallei, including the reference indirect haemagglutination assay (IHA), lack sensitivity, specificity and standardization. Consequently, serological tests currently do not play a role in the diagnosis of melioidosis in endemic areas. Recently, a number of promising diagnostic antigens have been identified, but a standardized, easy-to-perform clinical laboratory test for sensitive multiplex detection of antibodies against B. pseudomallei is still lacking. Methods and Principal Findings In this study, we developed and validated a protein microarray which can be used in a standard 96-well format. Our array contains 20 recombinant and purified B. pseudomallei proteins, previously identified as serodiagnostic candidates in melioidosis. In total, we analyzed 196 sera and plasmas from melioidosis patients from northeast Thailand and 210 negative controls from melioidosis-endemic and non-endemic regions. Our protein array clearly discriminated between sera from melioidosis patients and controls with a specificity of 97%. Importantly, the array showed a higher sensitivity than did the IHA in melioidosis patients upon admission (cut-off IHA titer ≥1:160: IHA 57.3%, protein array: 86.7%; p = 0.0001). Testing of sera from single patients at 0, 12 and 52 weeks post-admission revealed that protein antigens induce either a short- or long-term antibody response. Conclusions Our protein array provides a standardized, rapid, easy-to-perform test for the detection of B. pseudomallei-specific antibody patterns. Thus, this system has the potential to improve the serodiagnosis of melioidosis in clinical settings. Moreover, our high-throughput assay might be useful for the detection of anti-B. pseudomallei antibodies in epidemiological studies. Further studies are needed to elucidate the clinical and diagnostic significance of the different antibody kinetics observed during melioidosis. Melioidosis is a potentially fatal infectious disease caused by the Gram-negative environmental bacterium Burkholderia pseudomallei. Since the clinical presentations of melioidosis are extremely variable and no specific signs or symptoms exist, early laboratory-based diagnosis is highly desirable to start appropriate antibiotics. Routine methods for culture detection of B. pseudomallei are highly specific but take several days for a result, and depending on the clinical sample and other factors, sensitivity can be low. The standard serology test for melioidosis is an indirect hemagglutination assay (IHA) based on crude B. pseudomallei antigen preparations. Due to the variable prevalence of background seropositivity in endemic areas and the low diagnostic sensitivity of the IHA upon admission, the test is currently not recommended for the diagnosis of melioidosis, but still widely used. Thus, we generated a protein array containing 20 B. pseudomallei antigens previously shown to have serodiagnostic potential. Our array allows highly specific and sensitive antibody recognition in blood sera and plasmas from patients with melioidosis. The standardized microarray device is simple to use and fast, and is thus applicable in a routine diagnostic laboratory. In this study, the multiplex testing of antibodies in melioidosis sera from different time points after admission allowed the detection of short- and long-term antibodies to various antigens. Further studies will examine the potential role of those antibodies to discriminate different stages of the disease. Furthermore, the protein microarray might be useful in studies aimed at elucidating the exposure of humans and animals to B. pseudomallei in different parts of the world.
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Affiliation(s)
- Christian Kohler
- Friedrich Loeffler Institut for Medical Microbiology, Greifswald, Germany
| | - Susanna J. Dunachie
- Mahidol-Oxford Tropical Medicine Research Unit, Faculty of Tropical Medicine, Mahidol University, Bangkok, Thailand
- Centre for Tropical Medicine and Global Health, University of Oxford, Oxford, United Kingdom
| | - Elke Müller
- Alere Technologies GmbH, Jena, Germany
- InfectoGnostics Research Campus, Jena, Germany
| | - Anne Kohler
- Friedrich Loeffler Institut for Medical Microbiology, Greifswald, Germany
| | - Kemajittra Jenjaroen
- Mahidol-Oxford Tropical Medicine Research Unit, Faculty of Tropical Medicine, Mahidol University, Bangkok, Thailand
| | | | | | - Ralf Ehricht
- Alere Technologies GmbH, Jena, Germany
- InfectoGnostics Research Campus, Jena, Germany
| | - Ivo Steinmetz
- Friedrich Loeffler Institut for Medical Microbiology, Greifswald, Germany
- Institute of Hygiene, Microbiology and Environmental Medicine, Medical University of Graz, Graz, Austria
- * E-mail:
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13
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Towards Development of Improved Serodiagnostics for Tularemia by Use of Francisella tularensis Proteome Microarrays. J Clin Microbiol 2016; 54:1755-1765. [PMID: 27098957 DOI: 10.1128/jcm.02784-15] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/19/2015] [Accepted: 04/11/2016] [Indexed: 12/13/2022] Open
Abstract
Tularemia in humans is caused mainly by two subspecies of the Gram-negative facultative anaerobe Francisella tularensis: F. tularensis subsp. tularensis (type A) and F. tularensis subsp. holarctica (type B). The current serological test for tularemia is based on agglutination of whole organisms, and the reactive antigens are not well understood. Previously, we profiled the antibody responses in type A and B tularemia cases in the United States using a proteome microarray of 1,741 different proteins derived from the type A strain Schu S4. Fifteen dominant antigens able to detect antibodies to both types of infection were identified, although these were not validated in a different immunoassay format. Since type A and B subspecies are closely related, we hypothesized that Schu S4 antigens would also have utility for diagnosing type B tularemia caused by strains from other geographic locations. To test this, we probed the Schu S4 array with sera from 241 type B tularemia cases in Spain. Despite there being no type A strains in Spain, we confirmed the responses against some of the same potential serodiagnostic antigens reported previously, as well as determined the responses against additional potential serodiagnostic antigens. Five potential serodiagnostic antigens were evaluated on immunostrips, and two of these (FTT1696/GroEL and FTT0975/conserved hypothetical protein) discriminated between the Spanish tularemia cases and healthy controls. We conclude that antigens from the type A strain Schu S4 are suitable for detection of antibodies from patients with type B F. tularensis infections and that these can be used for the diagnosis of tularemia in a deployable format, such as the immunostrip.
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14
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Jain A, Taghavian O, Vallejo D, Dotsey E, Schwartz D, Bell FG, Greef C, Davies DH, Grudzien J, Lee AP, Felgner PL, Liang L. Evaluation of quantum dot immunofluorescence and a digital CMOS imaging system as an alternative to conventional organic fluorescence dyes and laser scanning for quantifying protein microarrays. Proteomics 2016; 16:1271-9. [PMID: 26842269 DOI: 10.1002/pmic.201500375] [Citation(s) in RCA: 21] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/18/2015] [Revised: 01/22/2016] [Accepted: 01/28/2016] [Indexed: 11/07/2022]
Abstract
Organic fluorescent dyes are widely used for the visualization of bound antibody in a variety of immunofluorescence assays. However, the detection equipment is often expensive, fragile, and hard to deploy widely. Quantum dots (Qdot) are nanocrystals made of semiconductor materials that emit light at different wavelengths according to the size of the crystal, with increased brightness and stability. Here, we have evaluated a small benchtop "personal" optical imager (ArrayCAM) developed for quantification of protein arrays probed by Qdot-based indirect immunofluorescence. The aim was to determine if the Qdot imager system provides equivalent data to the conventional organic dye-labeled antibody/laser scanner system. To do this, duplicate proteome microarrays of Vaccinia virus, Brucella melitensis and Plasmodium falciparum were probed with identical samples of immune sera, and IgG, IgA, and IgM profiles visualized using biotinylated secondary antibodies followed by a tertiary reagent of streptavidin coupled to either P3 (an organic cyanine dye typically used for microarrays) or Q800 (Qdot). The data show excellent correlation for all samples tested (R > 0.8) with no significant change of antibody reactivity profiles. We conclude that Qdot detection provides data equivalent to that obtained using conventional organic dye detection. The portable imager offers an economical, more robust, and deployable alternative to conventional laser array scanners.
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Affiliation(s)
- Aarti Jain
- Division of Infectious Diseases, Department of Medicine, University of California Irvine, Irvine, CA, USA
| | - Omid Taghavian
- Division of Infectious Diseases, Department of Medicine, University of California Irvine, Irvine, CA, USA
| | - Derek Vallejo
- Department of Biomedical Engineering, University of California Irvine, Irvine, CA, USA
| | - Emmanuel Dotsey
- Division of Infectious Diseases, Department of Medicine, University of California Irvine, Irvine, CA, USA
| | | | | | | | - D Huw Davies
- Division of Infectious Diseases, Department of Medicine, University of California Irvine, Irvine, CA, USA
| | | | - Abraham P Lee
- Department of Biomedical Engineering, University of California Irvine, Irvine, CA, USA
| | - Philip L Felgner
- Division of Infectious Diseases, Department of Medicine, University of California Irvine, Irvine, CA, USA
| | - Li Liang
- Division of Infectious Diseases, Department of Medicine, University of California Irvine, Irvine, CA, USA
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15
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A systems biology approach for diagnostic and vaccine antigen discovery in tropical infectious diseases. Curr Opin Infect Dis 2016; 28:438-45. [PMID: 26237545 DOI: 10.1097/qco.0000000000000193] [Citation(s) in RCA: 18] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
Abstract
PURPOSE OF REVIEW There is a need for improved diagnosis and for more rapidly assessing the presence, prevalence, and spread of newly emerging or reemerging infectious diseases. An approach to the pathogen-detection strategy is based on analyzing host immune response to the infection. This review focuses on a protein microarray approach for this purpose. RECENT FINDINGS Here we take a protein microarray approach to profile the humoral immune response to numerous infectious agents, and to identify the complete antibody repertoire associated with each disease. The results of these studies lead to the identification of diagnostic markers and potential subunit vaccine candidates. These results from over 30 different organisms can also provide information about common trends in the humoral immune response. SUMMARY This review describes the implications of the findings for clinical practice or research. A systems biology approach to identify the antibody repertoire associated with infectious diseases challenge using protein microarray has become a powerful method in identifying diagnostic markers and potential subunit vaccine candidates, and moreover, in providing information on proteomic feature (functional and physically properties) of seroreactive and serodiagnostic antigens. Combining the detection of the pathogen with a comprehensive assessment of the host immune response will provide a new understanding of the correlations between specific causative agents, the host response, and the clinical manifestations of the disease.
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16
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Large screen approaches to identify novel malaria vaccine candidates. Vaccine 2015; 33:7496-505. [PMID: 26428458 DOI: 10.1016/j.vaccine.2015.09.059] [Citation(s) in RCA: 46] [Impact Index Per Article: 5.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/06/2015] [Revised: 09/07/2015] [Accepted: 09/15/2015] [Indexed: 11/20/2022]
Abstract
Until recently, malaria vaccine development efforts have focused almost exclusively on a handful of well characterized Plasmodium falciparum antigens. Despite dedicated work by many researchers on different continents spanning more than half a century, a successful malaria vaccine remains elusive. Sequencing of the P. falciparum genome has revealed more than five thousand genes, providing the foundation for systematic approaches to discover candidate vaccine antigens. We are taking advantage of this wealth of information to discover new antigens that may be more effective vaccine targets. Herein, we describe different approaches to large-scale screening of the P. falciparum genome to identify targets of either antibody responses or T cell responses using human specimens collected in Controlled Human Malaria Infections (CHMI) or under conditions of natural exposure in the field. These genome, proteome and transcriptome based approaches offer enormous potential for the development of an efficacious malaria vaccine.
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17
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Carmona SJ, Nielsen M, Schafer-Nielsen C, Mucci J, Altcheh J, Balouz V, Tekiel V, Frasch AC, Campetella O, Buscaglia CA, Agüero F. Towards High-throughput Immunomics for Infectious Diseases: Use of Next-generation Peptide Microarrays for Rapid Discovery and Mapping of Antigenic Determinants. Mol Cell Proteomics 2015; 14:1871-84. [PMID: 25922409 PMCID: PMC4587317 DOI: 10.1074/mcp.m114.045906] [Citation(s) in RCA: 69] [Impact Index Per Article: 7.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/27/2014] [Indexed: 01/09/2023] Open
Abstract
Complete characterization of antibody specificities associated to natural infections is expected to provide a rich source of serologic biomarkers with potential applications in molecular diagnosis, follow-up of chemotherapeutic treatments, and prioritization of targets for vaccine development. Here, we developed a highly-multiplexed platform based on next-generation high-density peptide microarrays to map these specificities in Chagas Disease, an exemplar of a human infectious disease caused by the protozoan Trypanosoma cruzi. We designed a high-density peptide microarray containing more than 175,000 overlapping 15mer peptides derived from T. cruzi proteins. Peptides were synthesized in situ on microarray slides, spanning the complete length of 457 parasite proteins with fully overlapped 15mers (1 residue shift). Screening of these slides with antibodies purified from infected patients and healthy donors demonstrated both a high technical reproducibility as well as epitope mapping consistency when compared with earlier low-throughput technologies. Using a conservative signal threshold to classify positive (reactive) peptides we identified 2,031 disease-specific peptides and 97 novel parasite antigens, effectively doubling the number of known antigens and providing a 10-fold increase in the number of fine mapped antigenic determinants for this disease. Finally, further analysis of the chip data showed that optimizing the amount of sequence overlap of displayed peptides can increase the protein space covered in a single chip by at least ∼threefold without sacrificing sensitivity. In conclusion, we show the power of high-density peptide chips for the discovery of pathogen-specific linear B-cell epitopes from clinical samples, thus setting the stage for high-throughput biomarker discovery screenings and proteome-wide studies of immune responses against pathogens.
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Affiliation(s)
- Santiago J Carmona
- From the ‡Instituto de Investigaciones Biotecnológicas - Instituto Tecnológico de Chascomús, Universidad de San Martín - CONICET, Sede San Martín, B 1650 HMP, San Martín, Buenos Aires, Argentina
| | - Morten Nielsen
- From the ‡Instituto de Investigaciones Biotecnológicas - Instituto Tecnológico de Chascomús, Universidad de San Martín - CONICET, Sede San Martín, B 1650 HMP, San Martín, Buenos Aires, Argentina; §Center for Biological Sequence Analysis, Department of Systems Biology, Technical University of Denmark, 2800 Lyngby, Denmark
| | | | - Juan Mucci
- From the ‡Instituto de Investigaciones Biotecnológicas - Instituto Tecnológico de Chascomús, Universidad de San Martín - CONICET, Sede San Martín, B 1650 HMP, San Martín, Buenos Aires, Argentina
| | - Jaime Altcheh
- ‖Servicio de Parasitología y Chagas, Hospital de Niños Ricardo Gutiérrez, Ciudad de Buenos Aires, Argentina
| | - Virginia Balouz
- From the ‡Instituto de Investigaciones Biotecnológicas - Instituto Tecnológico de Chascomús, Universidad de San Martín - CONICET, Sede San Martín, B 1650 HMP, San Martín, Buenos Aires, Argentina
| | - Valeria Tekiel
- From the ‡Instituto de Investigaciones Biotecnológicas - Instituto Tecnológico de Chascomús, Universidad de San Martín - CONICET, Sede San Martín, B 1650 HMP, San Martín, Buenos Aires, Argentina
| | - Alberto C Frasch
- From the ‡Instituto de Investigaciones Biotecnológicas - Instituto Tecnológico de Chascomús, Universidad de San Martín - CONICET, Sede San Martín, B 1650 HMP, San Martín, Buenos Aires, Argentina
| | - Oscar Campetella
- From the ‡Instituto de Investigaciones Biotecnológicas - Instituto Tecnológico de Chascomús, Universidad de San Martín - CONICET, Sede San Martín, B 1650 HMP, San Martín, Buenos Aires, Argentina
| | - Carlos A Buscaglia
- From the ‡Instituto de Investigaciones Biotecnológicas - Instituto Tecnológico de Chascomús, Universidad de San Martín - CONICET, Sede San Martín, B 1650 HMP, San Martín, Buenos Aires, Argentina
| | - Fernán Agüero
- From the ‡Instituto de Investigaciones Biotecnológicas - Instituto Tecnológico de Chascomús, Universidad de San Martín - CONICET, Sede San Martín, B 1650 HMP, San Martín, Buenos Aires, Argentina;
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Nayak K, Jing L, Russell RM, Davies DH, Hermanson G, Molina DM, Liang X, Sherman DR, Kwok WW, Yang J, Kenneth J, Ahamed SF, Chandele A, Murali-Krishna K, Koelle DM. Identification of novel Mycobacterium tuberculosis CD4 T-cell antigens via high throughput proteome screening. Tuberculosis (Edinb) 2015; 95:275-87. [PMID: 25857935 DOI: 10.1016/j.tube.2015.03.001] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/06/2014] [Revised: 02/24/2015] [Accepted: 03/01/2015] [Indexed: 10/23/2022]
Abstract
Elicitation of CD4 IFN-gamma T cell responses to Mycobacterium tuberculosis (MTB) is a rational vaccine strategy to prevent clinical tuberculosis. Diagnosis of MTB infection is based on T-cell immune memory to MTB antigens. The MTB proteome contains over four thousand open reading frames (ORFs). We conducted a pilot antigen identification study using 164 MTB proteins and MTB-specific T-cells expanded in vitro from 12 persons with latent MTB infection. Enrichment of MTB-reactive T-cells from PBMC used cell sorting or an alternate system compatible with limited resources. MTB proteins were used as single antigens or combinatorial matrices in proliferation and cytokine secretion readouts. Overall, our study found that 44 MTB proteins were antigenic, including 27 not previously characterized as CD4 T-cell antigens. Antigen truncation, peptide, NTM homology, and HLA class II tetramer studies confirmed malate synthase G (encoded by gene Rv1837) as a CD4 T-cell antigen. This simple, scalable system has potential utility for the identification of candidate MTB vaccine and biomarker antigens.
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Affiliation(s)
- Kaustuv Nayak
- ICGEB-Emory Vaccine Center, International Center for Genetic Engineering and Biotechnology, Aruna Asaf Ali Marg, New Delhi 110067, India.
| | - Lichen Jing
- Department of Medicine, Division of Infectious Diseases, University of Washington, Box 358061, Seattle, WA 98195, USA.
| | - Ronnie M Russell
- Department of Medicine, Division of Infectious Diseases, University of Washington, Box 358061, Seattle, WA 98195, USA.
| | - D Huw Davies
- Department of Medicine, Division of Infectious Diseases, University of California, Room 376D Med-Surg II, Irvine, CA 92697-4068, USA; Antigen Discovery, Inc., 1 Technology Drive Suite E309, Irvine, CA 92618, USA.
| | - Gary Hermanson
- Antigen Discovery, Inc., 1 Technology Drive Suite E309, Irvine, CA 92618, USA.
| | - Douglas M Molina
- Antigen Discovery, Inc., 1 Technology Drive Suite E309, Irvine, CA 92618, USA.
| | - Xiaowu Liang
- Antigen Discovery, Inc., 1 Technology Drive Suite E309, Irvine, CA 92618, USA.
| | - David R Sherman
- Seattle Biomedical Research Institute, 307 Westlake Ave. North, No. 500, Seattle, WA 98109, USA; Department of Global Health, University of Washington, Box 359931, Seattle, WA 98195, USA.
| | - William W Kwok
- Benaroya Research Institute at Virginia Mason, 1201 9th Ave., Seattle, WA, 98101, USA.
| | - Junbao Yang
- Benaroya Research Institute at Virginia Mason, 1201 9th Ave., Seattle, WA, 98101, USA.
| | - John Kenneth
- Division of Infectious Diseases, St. John's Research Institute, St. John's National Academy of Health Sciences, Sarjapur Road, Koramangala 2 Block, Bangaluru, Karnataka 560034, India.
| | - Syed F Ahamed
- Division of Infectious Diseases, St. John's Research Institute, St. John's National Academy of Health Sciences, Sarjapur Road, Koramangala 2 Block, Bangaluru, Karnataka 560034, India.
| | - Anmol Chandele
- ICGEB-Emory Vaccine Center, International Center for Genetic Engineering and Biotechnology, Aruna Asaf Ali Marg, New Delhi 110067, India; Emory Vaccine Center, 1510 Clifton Road, Atlanta, GA 30329, USA.
| | - Kaja Murali-Krishna
- ICGEB-Emory Vaccine Center, International Center for Genetic Engineering and Biotechnology, Aruna Asaf Ali Marg, New Delhi 110067, India; Emory Vaccine Center, 1510 Clifton Road, Atlanta, GA 30329, USA; Department of Pediatrics, Emory University, 1760 Haygood Drive, Atlanta, GA 30322, USA.
| | - David M Koelle
- Department of Medicine, Division of Infectious Diseases, University of Washington, Box 358061, Seattle, WA 98195, USA; Department of Global Health, University of Washington, Box 359931, Seattle, WA 98195, USA; Benaroya Research Institute at Virginia Mason, 1201 9th Ave., Seattle, WA, 98101, USA; Department of Laboratory Medicine, University of Washington, Box 358070, Seattle, WA 98195, USA; Vaccine and Infectious Diseases Division, Fred Hutchinson Cancer Research Center, 1100 Eastlake Ave. East, Seattle, WA 98109, USA.
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Kubelkova K, Macela A. Putting the Jigsaw Together - A Brief Insight Into the Tularemia. Open Life Sci 2015. [DOI: 10.1515/biol-2015-0013] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/03/2023] Open
Abstract
AbstractTularemia is a debilitating febrile and potentially fatal zoonotic disease of humans and other vertebrates caused by the Gram-negative bacterium Francisella tularensis. The natural reservoirs are small rodents, hares, and possibly amoebas in water. The etiological agent, Francisella tularensis, is a non-spore forming, encapsulated, facultative intracellular bacterium, a member of the γ-Proteobacteria class of Gram-negative bacteria. Francisella tularensis is capable of invading and replicating within phagocytic as well as non-phagocytic cells and modulate inflammatory response. Infection by the pulmonary, dermal, or oral routes, respectively, results in pneumonic, ulceroglandular, or oropharyngeal tularemia. The highest mortality rates are associated with the pneumonic form of this disease. All members of Francisella tularensis species cause more or less severe disease Due to their abilities to be transmitted to humans via multiple routes and to be disseminated via biological aerosol that can cause the disease after inhalation of even an extremely low infectious dose, Francisella tularensis has been classified as a Category A bioterrorism agent. The current standard of care for tularemia is treatment with antibiotics, as this therapy is highly effective if used soon after infection, although it is not, however, absolutely effective in all cases.
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Chu P, Cunningham AL, Yu JJ, Nguyen JQ, Barker JR, Lyons CR, Wilder J, Valderas M, Sherwood RL, Arulanandam BP, Klose KE. Live attenuated Francisella novicida vaccine protects against Francisella tularensis pulmonary challenge in rats and non-human primates. PLoS Pathog 2014; 10:e1004439. [PMID: 25340543 PMCID: PMC4207810 DOI: 10.1371/journal.ppat.1004439] [Citation(s) in RCA: 27] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/06/2014] [Accepted: 08/29/2014] [Indexed: 11/23/2022] Open
Abstract
Francisella tularensis causes the disease tularemia. Human pulmonary exposure to the most virulent form, F. tularensis subsp. tularensis (Ftt), leads to high morbidity and mortality, resulting in this bacterium being classified as a potential biothreat agent. However, a closely-related species, F. novicida, is avirulent in healthy humans. No tularemia vaccine is currently approved for human use. We demonstrate that a single dose vaccine of a live attenuated F. novicida strain (Fn iglD) protects against subsequent pulmonary challenge with Ftt using two different animal models, Fischer 344 rats and cynomolgus macaques (NHP). The Fn iglD vaccine showed protective efficacy in rats, as did a Ftt iglD vaccine, suggesting no disadvantage to utilizing the low human virulent Francisella species to induce protective immunity. Comparison of specific antibody profiles in vaccinated rat and NHP sera by proteome array identified a core set of immunodominant antigens in vaccinated animals. This is the first report of a defined live attenuated vaccine that demonstrates efficacy against pulmonary tularemia in a NHP, and indicates that the low human virulence F. novicida functions as an effective tularemia vaccine platform. Francisella tularensis is a bacterium that causes the infectious disease tularemia. F. tularensis has been developed as a biothreat agent, because it causes high morbidity and mortality when spread by aerosol. There is currently no approved vaccine for human use, making mankind vulnerable to the illicit use of this organism. F. tularensis contains a cluster of genes in the Francisella Pathogenicity Island (FPI) that are required for replication inside host macrophages and virulence. In the current study we created a live vaccine strain by inactivating an FPI gene, iglD, in a closely-related species that does not cause disease in humans, F. novicida (Fn iglD). We demonstrate that vaccination with Fn iglD protects against exposure to airborne F. tularensis. Fn iglD vaccination induces antibody and cellular immune responses and protects two different animals, rats and non-human primates, against lethal pulmonary tularemia challenges. These two animal models reflect human sensitivity to F. tularensis. Our results suggest that a vaccine made from the low virulence F. novicida will protect humans against aerosol exposure to this dangerous pathogen.
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Affiliation(s)
- Ping Chu
- South Texas Center for Emerging Infectious Diseases and Department of Biology, University of Texas San Antonio, San Antonio, Texas, United States of America
| | - Aimee L. Cunningham
- South Texas Center for Emerging Infectious Diseases and Department of Biology, University of Texas San Antonio, San Antonio, Texas, United States of America
| | - Jieh-Juen Yu
- South Texas Center for Emerging Infectious Diseases and Department of Biology, University of Texas San Antonio, San Antonio, Texas, United States of America
| | - Jesse Q. Nguyen
- South Texas Center for Emerging Infectious Diseases and Department of Biology, University of Texas San Antonio, San Antonio, Texas, United States of America
| | - Jeffrey R. Barker
- South Texas Center for Emerging Infectious Diseases and Department of Biology, University of Texas San Antonio, San Antonio, Texas, United States of America
| | - C. Rick Lyons
- Infectious Disease Research Center, Colorado State University, Fort Collins, Colorado, United States of America
| | - Julie Wilder
- Applied Life Sciences & Toxicology, Lovelace Respiratory Research Institute, Albuquerque, New Mexico, United States of America
| | - Michelle Valderas
- Applied Life Sciences & Toxicology, Lovelace Respiratory Research Institute, Albuquerque, New Mexico, United States of America
| | - Robert L. Sherwood
- Applied Life Sciences & Toxicology, Lovelace Respiratory Research Institute, Albuquerque, New Mexico, United States of America
| | - Bernard P. Arulanandam
- South Texas Center for Emerging Infectious Diseases and Department of Biology, University of Texas San Antonio, San Antonio, Texas, United States of America
| | - Karl E. Klose
- South Texas Center for Emerging Infectious Diseases and Department of Biology, University of Texas San Antonio, San Antonio, Texas, United States of America
- * E-mail:
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21
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Finney OC, Danziger SA, Molina DM, Vignali M, Takagi A, Ji M, Stanisic DI, Siba PM, Liang X, Aitchison JD, Mueller I, Gardner MJ, Wang R. Predicting antidisease immunity using proteome arrays and sera from children naturally exposed to malaria. Mol Cell Proteomics 2014; 13:2646-60. [PMID: 25023128 DOI: 10.1074/mcp.m113.036632] [Citation(s) in RCA: 28] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022] Open
Abstract
Malaria remains one of the most prevalent and lethal human infectious diseases worldwide. A comprehensive characterization of antibody responses to blood stage malaria is essential to support the development of future vaccines, sero-diagnostic tests, and sero-surveillance methods. We constructed a proteome array containing 4441 recombinant proteins expressed by the blood stages of the two most common human malaria parasites, P. falciparum (Pf) and P. vivax (Pv), and used this array to screen sera of Papua New Guinea children infected with Pf, Pv, or both (Pf/Pv) that were either symptomatic (febrile), or asymptomatic but had parasitemia detectable via microscopy or PCR. We hypothesized that asymptomatic children would develop antigen-specific antibody profiles associated with antidisease immunity, as compared with symptomatic children. The sera from these children recognized hundreds of the arrayed recombinant Pf and Pv proteins. In general, responses in asymptomatic children were highest in those with high parasitemia, suggesting that antibody levels are associated with parasite burden. In contrast, symptomatic children carried fewer antibodies than asymptomatic children with infections detectable by microscopy, particularly in Pv and Pf/Pv groups, suggesting that antibody production may be impaired during symptomatic infections. We used machine-learning algorithms to investigate the relationship between antibody responses and symptoms, and we identified antibody responses to sets of Plasmodium proteins that could predict clinical status of the donors. Several of these antibody responses were identified by multiple comparisons, including those against members of the serine enriched repeat antigen family and merozoite protein 4. Interestingly, both P. falciparum serine enriched repeat antigen-5 and merozoite protein 4 have been previously investigated for use in vaccines. This machine learning approach, never previously applied to proteome arrays, can be used to generate a list of potential seroprotective and/or diagnostic antigens candidates that can be further evaluated in longitudinal studies.
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Affiliation(s)
- Olivia C Finney
- From the ‡Seattle Biomedical Research Institute, 307 Westlake Ave N., Suite 500, Seattle, WA 98109 USA
| | - Samuel A Danziger
- From the ‡Seattle Biomedical Research Institute, 307 Westlake Ave N., Suite 500, Seattle, WA 98109 USA; §Institute for Systems Biology, 401 Terry Ave N, Seattle, WA 98109 USA
| | - Douglas M Molina
- ¶Antigen Discovery Inc. (ADi), 1 Technology Dr E, Irvine, CA 92618 USA
| | - Marissa Vignali
- From the ‡Seattle Biomedical Research Institute, 307 Westlake Ave N., Suite 500, Seattle, WA 98109 USA
| | - Aki Takagi
- From the ‡Seattle Biomedical Research Institute, 307 Westlake Ave N., Suite 500, Seattle, WA 98109 USA
| | - Ming Ji
- ‖Division of Epidemiology/Biostatistics, Graduate School of Public Health, San Diego State University, Hardy Tower 119, 5500 Campanile Drive, San Diego, CA 92182
| | - Danielle I Stanisic
- **Papua New Guinea Institute of Medical Research, Madang, Papua New Guinea; ‡‡Walter & Eliza Hall Institute, 1G Royal Parade, Parkville Victoria 3052, Australia
| | - Peter M Siba
- **Papua New Guinea Institute of Medical Research, Madang, Papua New Guinea
| | - Xiawu Liang
- ¶Antigen Discovery Inc. (ADi), 1 Technology Dr E, Irvine, CA 92618 USA
| | - John D Aitchison
- From the ‡Seattle Biomedical Research Institute, 307 Westlake Ave N., Suite 500, Seattle, WA 98109 USA; §Institute for Systems Biology, 401 Terry Ave N, Seattle, WA 98109 USA
| | - Ivo Mueller
- **Papua New Guinea Institute of Medical Research, Madang, Papua New Guinea; ‡‡Walter & Eliza Hall Institute, 1G Royal Parade, Parkville Victoria 3052, Australia; §§Barcelona Centre for International Health Research, Carrer Roselló 132, 08036 Barcelona, Spain
| | - Malcolm J Gardner
- From the ‡Seattle Biomedical Research Institute, 307 Westlake Ave N., Suite 500, Seattle, WA 98109 USA
| | - Ruobing Wang
- From the ‡Seattle Biomedical Research Institute, 307 Westlake Ave N., Suite 500, Seattle, WA 98109 USA;
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22
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Walters MS, Mobley HLT. Bacterial proteomics and identification of potential vaccine targets. Expert Rev Proteomics 2014; 7:181-4. [DOI: 10.1586/epr.10.12] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
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23
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Chaves SJ, Schegg K, Kozel TR, Aucoin DP. In Vivo Microbial Antigen Discovery (InMAD) to identify diagnostic proteins and polysaccharides that are circulating during microbial infections. Methods Mol Biol 2013; 1061:155-65. [PMID: 23963936 DOI: 10.1007/978-1-62703-589-7_9] [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] [Indexed: 02/21/2023]
Abstract
Immunoassays employed at the point-of-care (POC) are often useful for diagnosing acute infections. Many of these assays rely on identification of microbial antigens that are secreted or shed during infection. However, determining which microbial antigens are best to target by immunoassay can be the most difficult aspect of developing a new diagnostic product. Here we describe a novel technique termed "In vivo Microbial Antigen Discovery" or "InMAD" for identification of microbial antigens that may be targeted for the diagnosis of infectious diseases.
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Affiliation(s)
- Sindy J Chaves
- Department of Microbiology and Immunology, University of Nevada, Reno, NV, USA
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24
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Immune profiling with a Salmonella Typhi antigen microarray identifies new diagnostic biomarkers of human typhoid. Sci Rep 2013; 3:1043. [PMID: 23304434 PMCID: PMC3540400 DOI: 10.1038/srep01043] [Citation(s) in RCA: 77] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/11/2012] [Accepted: 12/07/2012] [Indexed: 11/08/2022] Open
Abstract
Current serological diagnostic assays for typhoid fever are based on detecting antibodies against Salmonella LPS or flagellum, resulting in a high false-positive rate. Here we used a protein microarray containing 2,724 Salmonella enterica serovar Typhi antigens (>63% of proteome) and identified antibodies against 16 IgG antigens and 77 IgM antigens that were differentially reactive among acute typhoid patients and healthy controls. The IgG target antigens produced a sensitivity of 97% and specificity of 80%, whereas the IgM target antigens produced 97% and 91% sensitivity and specificity, respectively. Our analyses indicated certain features such as membrane association, secretion, and protein expression were significant enriching features of the reactive antigens. About 72% of the serodiagnostic antigens were within the top 25% of the ranked antigen list using a Naïve bayes classifier. These data provide an important resource for improved diagnostics, therapeutics and vaccine development against an important human pathogen.
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25
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Flower DR, Perrie Y. Identification of Candidate Vaccine Antigens In Silico. IMMUNOMIC DISCOVERY OF ADJUVANTS AND CANDIDATE SUBUNIT VACCINES 2013. [PMCID: PMC7120937 DOI: 10.1007/978-1-4614-5070-2_3] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Abstract
The identification of immunogenic whole-protein antigens is fundamental to the successful discovery of candidate subunit vaccines and their rapid, effective, and efficient transformation into clinically useful, commercially successful vaccine formulations. In the wider context of the experimental discovery of vaccine antigens, with particular reference to reverse vaccinology, this chapter adumbrates the principal computational approaches currently deployed in the hunt for novel antigens: genome-level prediction of antigens, antigen identification through the use of protein sequence alignment-based approaches, antigen detection through the use of subcellular location prediction, and the use of alignment-independent approaches to antigen discovery. Reference is also made to the recent emergence of various expert systems for protein antigen identification.
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Affiliation(s)
- Darren R. Flower
- Aston Pharmacy School, School of Life and Health Sciences, University of Aston, Aston Triangle, Birmingham, B4 7ET United Kingdom
| | - Yvonne Perrie
- Aston Pharmacy School, School of Life and Health Sciences, Aston University, Aston Triangle, Birmingham, B4 7ET United Kingdom
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26
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Abstract
The varied landscape of the adaptive immune response is determined by the peptides presented by immune cells, derived from viral or microbial pathogens or cancerous cells. The study of immune biomarkers or antigens is not new and classical methods such as agglutination, enzyme-linked immunosorbent assay, or Western blotting have been used for many years to study the immune response to vaccination or disease. However, in many of these traditional techniques, protein or peptide identification has often been the bottleneck. Recent advances in genomics and proteomics, has led to many of the rapid advances in proteomics approaches. Immunoproteomics describes a rapidly growing collection of approaches that have the common goal of identifying and measuring antigenic peptides or proteins. This includes gel based, array based, mass spectrometry, DNA based, or in silico approaches. Immunoproteomics is yielding an understanding of disease and disease progression, vaccine candidates, and biomarkers. This review gives an overview of immunoproteomics and closely related technologies that are used to define the full set of antigens targeted by the immune system during disease.
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Affiliation(s)
- Kelly M Fulton
- Human Health Therapeutics, National Research Council Canada, Ottawa, ON, Canada
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27
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Liang L, Felgner PL. Predicting antigenicity of proteins in a bacterial proteome; a protein microarray and naïve Bayes classification approach. Chem Biodivers 2012; 9:977-90. [PMID: 22589097 DOI: 10.1002/cbdv.201100360] [Citation(s) in RCA: 11] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/13/2022]
Abstract
Discovery of novel antigens associated with infectious diseases is fundamental to the development of serodiagnostic tests and protein subunit vaccines against existing and emerging pathogens. Efforts to predict antigenicity have relied on a few computational algorithms predicting signal peptide sequences (SignalP), transmembrane domains, or subcellular localization (pSort). An empirical protein microarray approach was developed to scan the entire proteome of any infectious microorganism and empirically determine immunoglobulin reactivity against all the antigens from a microorganism in infected individuals. The current database from this activity contains quantitative antibody reactivity data against 35,000 proteins derived from 25 infectious microorganisms and more than 30 million data points derived from 15,000 patient sera. Interrogation of these data sets has revealed ten proteomic features that are associated with antigenicity, allowing an in silico protein sequence and functional annotation based approach to triage the least likely antigenic proteins from those that are more likely to be antigenic. The first iteration of this approach applied to Brucella melitensis predicted 37% of the bacterial proteome containing 91% of the antigens empirically identified by probing proteome microarrays. In this study, we describe a naïve Bayes classification approach that can be used to assign a relative score to the likelihood that an antigen will be immunoreactive and serodiagnostic in a bacterial proteome. This algorithm predicted 20% of the B. melitensis proteome including 91% of the serodiagnostic antigens, a nearly twofold improvement in specificity of the predictor. These results give us confidence that further development of this approach will lead to further improvements in the sensitivity and specificity of this in silico predictive algorithm.
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Affiliation(s)
- Li Liang
- Department of Medicine, Division of Infectious Diseases, University of California, Irvine, CA 92697, USA
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28
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Molina DM, Finney OC, Arevalo-Herrera M, Herrera S, Felgner PL, Gardner MJ, Liang X, Wang R. Plasmodium vivax pre-erythrocytic-stage antigen discovery: exploiting naturally acquired humoral responses. Am J Trop Med Hyg 2012; 87:460-9. [PMID: 22826492 DOI: 10.4269/ajtmh.2012.12-0222] [Citation(s) in RCA: 16] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/07/2022] Open
Abstract
The development of pre-erythrocytic Plasmodium vivax vaccines is hindered by the lack of in vitro culture systems or experimental rodent models. To help bypass these roadblocks, we exploited the fact that naturally exposed Fy- individuals who lack the Duffy blood antigen (Fy) receptor are less likely to develop blood-stage infections; therefore, they preferentially develop immune responses to pre-erythrocytic-stage parasites, whereas Fy+ individuals experience both liver- and blood-stage infections and develop immune responses to both pre-erythrocytic and erythrocytic parasites. We screened 60 endemic sera from P. vivax-exposed Fy+ or Fy- donors against a protein microarray containing 91 P. vivax proteins with P. falciparum orthologs that were up-regulated in sporozoites. Antibodies against 10 P. vivax antigens were identified in sera from P. vivax-exposed individuals but not unexposed controls. This technology has promising implications in the discovery of potential vaccine candidates against P. vivax malaria.
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29
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Nnedu ON, O'Leary MP, Mutua D, Mutai B, Kalantari-Dehaghi M, Jasinskas A, Nakajima-Sasaki R, John-Stewart G, Otieno P, Liang X, Waitumbi J, Kimani F, Camerini D, Felgner PL, Walson JL, Vigil A. Humoral immune responses to Plasmodium falciparum among HIV-1-infected Kenyan adults. Proteomics Clin Appl 2012; 5:613-23. [PMID: 21956928 DOI: 10.1002/prca.201100021] [Citation(s) in RCA: 19] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/10/2022]
Abstract
INTRODUCTION Humoral immune responses play a pivotal role in naturally acquired immunity to malaria. Understanding which humoral responses are impaired among individuals at higher risk for malaria may improve our understanding of malaria immune control and contribute to vaccine development. METHODS We compared humoral responses with 483 Plasmodium falciparum antigens between adults in, Kisumu (high, year-long malaria transmission leading to partial immunity), and adults in Kisii (low, seasonal malaria transmission). Then within each site, we compared malaria-specific humoral responses between those at higher risk for malaria (CD4(+) ≤500) and those at lower risk for malaria (CD4(+) >500). A protein microarray chip containing 483 P. falciparum antigens and 71 HIV antigens was used. Benjamini-Hochberg adjustments were made to control for multiple comparisons. RESULTS Fifty-seven antigens including CSP, MSP1, LSA1 and AMA1 were identified as significantly more reactive in Kisumu than in Kisii. Ten of these antigens had been identified as protective in an earlier study. CD4(+) T-cell count did not significantly impact humoral responses. CONCLUSION Protein microarrays are a useful method to screen multiple humoral responses simultaneously. This study provides useful clues for potential vaccine candidates. Modest decreases in CD4 counts may not significantly impact malaria-specific humoral immunity.
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Affiliation(s)
- Obinna N Nnedu
- Department of Medicine, Section of Infectious Diseases, Tulane University, New Orleans, LO, USA.
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30
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Twine S, Shen H, Harris G, Chen W, Sjostedt A, Ryden P, Conlan W. BALB/c mice, but not C57BL/6 mice immunized with a ΔclpB mutant of Francisella tularensis subspecies tularensis are protected against respiratory challenge with wild-type bacteria: association of protection with post-vaccination and post-challenge immune responses. Vaccine 2012; 30:3634-45. [PMID: 22484348 DOI: 10.1016/j.vaccine.2012.03.036] [Citation(s) in RCA: 43] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/24/2012] [Revised: 02/23/2012] [Accepted: 03/16/2012] [Indexed: 01/08/2023]
Abstract
Francisella tularensis subspecies tularensis is highly virulent for humans especially when it is inhaled. Therefore, it has the potential to be used as a biothreat agent. Vaccines against F. tularensis will need to be approved in accordance with the FDA Animal Rule. This will require identification of robust correlates of protection in experimental animals and the demonstration that similar immune responses are generated in vaccinated humans. Towards this goal, we have developed an experimental live vaccine strain by deleting the gene, clpB, encoding a heat shock protein from virulent subsp. tularensis strain, SCHU S4. SCHU S4ΔclpB administered intradermally protects BALB/c, but not C57BL/6 mice from subsequent respiratory challenge with wildtype SCHU S4. A comparison of post-vaccination and post-challenge immune responses in these two mouse strains shows an association between several antibody and cytokine responses and protection. In particular, elevated IFNγ levels in the skin 2 days after vaccination, sero-conversion to hypothetical membrane protein FTT_1778c, and to 30S ribosomal protein S1 (FTT_0183c) of F. tularensis after 30 days of vaccination, and elevated levels of pulmonary IL-17 on day 7 after respiratory challenge with SCHU S4 were all associated with protection.
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Affiliation(s)
- Susan Twine
- National Research Council Canada, Institute for Biological Sciences, Ottawa, Ontario, K1A 0R6, Canada
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31
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Discovery of potential diagnostic and vaccine antigens in herpes simplex virus 1 and 2 by proteome-wide antibody profiling. J Virol 2012; 86:4328-39. [PMID: 22318154 DOI: 10.1128/jvi.05194-11] [Citation(s) in RCA: 37] [Impact Index Per Article: 3.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
Abstract
Routine serodiagnosis of herpes simplex virus (HSV) infections is currently performed using recombinant glycoprotein G (gG) antigens from herpes simplex virus 1 (HSV-1) and HSV-2. This is a single-antigen test and has only one diagnostic application. Relatively little is known about HSV antigenicity at the proteome-wide level, and the full potential of mining the antibody repertoire to identify antigens with other useful diagnostic properties and candidate vaccine antigens is yet to be realized. To this end we produced HSV-1 and -2 proteome microarrays in Escherichia coli and probed them against a panel of sera from patients serotyped using commercial gG-1 and gG-2 (gGs for HSV-1 and -2, respectively) enzyme-linked immunosorbent assays. We identified many reactive antigens in both HSV-1 and -2, some of which were type specific (i.e., recognized by HSV-1- or HSV-2-positive donors only) and others of which were nonspecific or cross-reactive (i.e., recognized by both HSV-1- and HSV-2-positive donors). Both membrane and nonmembrane virion proteins were antigenic, although type-specific antigens were enriched for membrane proteins, despite being expressed in E. coli.
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Failure of the smallpox vaccine to develop a skin lesion in vaccinia virus-naïve individuals is related to differences in antibody profiles before vaccination, not after. CLINICAL AND VACCINE IMMUNOLOGY : CVI 2012; 19:418-28. [PMID: 22258709 DOI: 10.1128/cvi.05521-11] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/20/2022]
Abstract
Successful vaccination against smallpox with conventional vaccinia virus is usually determined by the development of a vesicular skin lesion at the site of vaccinia inoculation, called a "take." Although previous vaccination is known to be associated with attenuation of the take, the immunology that underlies a no-take in vaccinia-naïve individuals is not well understood. We hypothesized that antibody profiling of individuals before and after receiving vaccinia virus would reveal differences between takes and no-takes that may help better explain the phenomenon. Using vaccinia virus proteome microarrays and recombinant protein enzyme-linked immunosorbent assays (ELISAs), we first examined the antibody response in vaccinia-naïve individuals that failed to take after receiving different doses of the replication-competent DryVax and Aventis Pasteur (APSV) smallpox vaccines. Most that received diluted vaccine failed to respond, although four no-takes receiving diluted vaccine and four receiving undiluted vaccine mounted an antibody response. Interestingly, their antibody profiles were not significantly different from those of controls that did show a take. However, we did find elevated antibody titers in no-takes prior to receiving DryVax that were significantly different from those of takes. Although the sample size studied was small, we conclude the failure to take in responders correlates with preexisting immunity of unknown etiology that may attenuate the skin reaction in a way similar to previous smallpox vaccination.
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Hermanson G, Chun S, Felgner J, Tan X, Pablo J, Nakajima-Sasaki R, Molina DM, Felgner PL, Liang X, Davies DH. Measurement of antibody responses to Modified Vaccinia virus Ankara (MVA) and Dryvax(®) using proteome microarrays and development of recombinant protein ELISAs. Vaccine 2011; 30:614-25. [PMID: 22100890 DOI: 10.1016/j.vaccine.2011.11.021] [Citation(s) in RCA: 23] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/11/2011] [Revised: 10/27/2011] [Accepted: 11/06/2011] [Indexed: 01/14/2023]
Abstract
Modified Vaccinia virus Ankara (MVA) is an attenuated strain of vaccinia virus that is being considered as a safer alternative to replicating vaccinia vaccine strains such as Dryvax(®) and ACAM2000. Its excellent safety profile and large genome also make it an attractive vector for the delivery of heterologous genes from other pathogens. MVA was attenuated by prolonged passage through chick embryonic fibroblasts in vitro. In human and most mammalian cells, production of infectious progeny is aborted in the late stage of infection. Despite this, MVA provides high-level gene expression and is immunogenic in humans and other animals. A key issue for vaccine developers is the ability to be able to monitor an immune response to MVA in both vaccinia naïve and previously vaccinated individuals. To this end we have used antibody profiling by proteome microarray to compare profiles before and after MVA and Dryvax vaccination to identify candidate serodiagnostic antigens. Six antigens with diagnostic utility, comprising three membrane and three non-membrane proteins from the intracellular mature virion, were purified and evaluated in ELISAs. The membrane protein WR113/D8L provided the best sensitivity and specificity of the six antigens tested for monitoring both MVA and Dryvax vaccination, whereas the A-type inclusion protein homolog, WR148, provided the best discrimination. The ratio of responses to membrane protein WR132/A13L and core protein WR070/I1L also provided good discrimination between primary and secondary responses to Dryvax, whereas membrane protein WR101/H3L and virion assembly protein WR118/D13L together provided the best sensitivity for detecting antibody in previously vaccinated individuals. These data will aid the development novel MVA-based vaccines.
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34
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Liang L, Tan X, Juarez S, Villaverde H, Pablo J, Nakajima-Sasaki R, Gotuzzo E, Saito M, Hermanson G, Molina D, Felgner S, Morrow WJW, Liang X, Gilman RH, Davies DH, Tsolis RM, Vinetz JM, Felgner PL. Systems biology approach predicts antibody signature associated with Brucella melitensis infection in humans. J Proteome Res 2011; 10:4813-24. [PMID: 21863892 PMCID: PMC3189706 DOI: 10.1021/pr200619r] [Citation(s) in RCA: 33] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/02/2023]
Abstract
A complete understanding of the factors that determine selection of antigens recognized by the humoral immune response following infectious agent challenge is lacking. Here we illustrate a systems biology approach to identify the antibody signature associated with Brucella melitensis (Bm) infection in humans and predict proteomic features of serodiagnostic antigens. By taking advantage of a full proteome microarray expressing previously cloned 1406 and newly cloned 1640 Bm genes, we were able to identify 122 immunodominant antigens and 33 serodiagnostic antigens. The reactive antigens were then classified according to annotated functional features (COGs), computationally predicted features (e.g., subcellular localization, physical properties), and protein expression estimated by mass spectrometry (MS). Enrichment analyses indicated that membrane association and secretion were significant enriching features of the reactive antigens, as were proteins predicted to have a signal peptide, a single transmembrane domain, and outer membrane or periplasmic location. These features accounted for 67% of the serodiagnostic antigens. An overlay of the seroreactive antigen set with proteomic data sets generated by MS identified an additional 24%, suggesting that protein expression in bacteria is an additional determinant in the induction of Brucella-specific antibodies. This analysis indicates that one-third of the proteome contains enriching features that account for 91% of the antigens recognized, and after B. melitensis infection the immune system develops significant antibody titers against 10% of the proteins with these enriching features. This systems biology approach provides an empirical basis for understanding the breadth and specificity of the immune response to B. melitensis and a new framework for comparing the humoral responses against other microorganisms.
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Affiliation(s)
- Li Liang
- Department of Medicine, Division of Infectious Diseases, University of California, Irvine, California 92697, United States
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35
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Fulton KM, Zhao X, Petit MD, Kilmury SLN, Wolfraim LA, House RV, Sjostedt A, Twine SM. Immunoproteomic analysis of the human antibody response to natural tularemia infection with Type A or Type B strains or LVS vaccination. Int J Med Microbiol 2011; 301:591-601. [PMID: 21873113 DOI: 10.1016/j.ijmm.2011.07.002] [Citation(s) in RCA: 11] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/07/2011] [Revised: 05/24/2011] [Accepted: 07/03/2011] [Indexed: 10/17/2022] Open
Abstract
Francisella tularensis is pathogenic for many mammalian species including humans, causing a spectrum of diseases called tularemia. The highly virulent Type A strains have associated mortality rates of up to 60% if inhaled. An attenuated live vaccine strain (LVS) is the only vaccine to show efficacy in humans, but suffers several barriers to licensure, including the absence of a correlate of protection. An immunoproteomics approach was used to survey the repertoire of antibodies in sera from individuals who had contracted tularemia during two outbreaks and individuals from two geographical areas who had been vaccinated with NDBR Lot 11 or Lot 17 LVS. These data showed a large overlap in the antibodies generated in response to tularemia infection or LVS vaccination. A total of seven proteins were observed to be reactive with 60% or more sera from vaccinees and convalescents. A further four proteins were recognised by 30-60% of the sera screened. These proteins have the potential to serve as markers of vaccination or candidates for subunit vaccines.
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Affiliation(s)
- Kelly M Fulton
- National Research Council Institute for Biological Sciences, Ottawa, Canada
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Abstract
Detection of microbial antigens in clinical samples can lead to rapid diagnosis of an infection and administration of appropriate therapeutics. A major barrier in diagnostics development is determining which of the potentially hundreds or thousands of antigens produced by a microbe are actually present in patient samples in detectable amounts against a background of innumerable host proteins. In this report, we describe a strategy, termed in vivo microbial antigen discovery (InMAD), that we used to identify circulating bacterial antigens. This technique starts with “InMAD serum,” which is filtered serum that has been harvested from BALB/c mice infected with a bacterial pathogen. The InMAD serum, which is free of whole bacterial cells, is used to immunize syngeneic BALB/c mice. The resulting “InMAD immune serum” contains antibodies specific for the soluble microbial antigens present in sera from the infected mice. The InMAD immune serum is then used to probe blots of bacterial lysates or bacterial proteome arrays. Bacterial antigens that are reactive with the InMAD immune serum are precisely the antigens to target in an antigen immunoassay. By employing InMAD, we identified multiple circulating antigens that are secreted or shed during infection using Burkholderia pseudomallei and Francisella tularensis as model organisms. Potential diagnostic targets identified by the InMAD approach included bacterial proteins, capsular polysaccharide, and lipopolysaccharide. The InMAD technique makes no assumptions other than immunogenicity and has the potential to be a broad discovery platform to identify diagnostic targets from microbial pathogens. Effective treatment of microbial infection is critically dependent on early diagnosis and identification of the etiological agent. One means for rapid diagnosis is immunoassay for antigens that are shed into body fluids during infection. Immunoassays can be inexpensive, rapid, and adaptable to a point-of-care format. A major impediment to immunoassay for diagnosis of infectious disease is identification of appropriate antigen targets. This report describes a strategy that can be used for identification of microbial antigens that are shed into serum during infection by the biothreats Burkholderia pseudomallei and Francisella tularensis. Termed InMAD (in vivo microbial antigen discovery), the strategy has the potential for application to a broad spectrum of microbial pathogens.
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Vigil A, Chen C, Jain A, Nakajima-Sasaki R, Jasinskas A, Pablo J, Hendrix LR, Samuel JE, Felgner PL. Profiling the humoral immune response of acute and chronic Q fever by protein microarray. Mol Cell Proteomics 2011; 10:M110.006304. [PMID: 21817167 DOI: 10.1074/mcp.m110.006304] [Citation(s) in RCA: 49] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/20/2023] Open
Abstract
Antigen profiling using comprehensive protein microarrays is a powerful tool for characterizing the humoral immune response to infectious pathogens. Coxiella burnetii is a CDC category B bioterrorist infectious agent with worldwide distribution. In order to assess the antibody repertoire of acute and chronic Q fever patients we have constructed a protein microarray containing 93% of the proteome of Coxiella burnetii, the causative agent of Q fever. Here we report the profile of the IgG and IgM seroreactivity in 25 acute Q fever patients in longitudinal samples. We found that both early and late time points of infection have a very consistent repertoire of IgM and IgG response, with a limited number of proteins undergoing increasing or decreasing seroreactivity. We also probed a large collection of acute and chronic Q fever patient samples and identified serological markers that can differentiate between the two disease states. In this comparative analysis we confirmed the identity of numerous IgG biomarkers of acute infection, identified novel IgG biomarkers for acute and chronic infections, and profiled for the first time the IgM antibody repertoire for both acute and chronic Q fever. Using these results we were able to devise a test that can distinguish acute from chronic Q fever. These results also provide a unique perspective on isotype switch and demonstrate the utility of protein microarrays for simultaneously examining the dynamic humoral immune response against thousands of proteins from a large number of patients. The results presented here identify novel seroreactive antigens for the development of recombinant protein-based diagnostics and subunit vaccines, and provide insight into the development of the antibody response.
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Affiliation(s)
- Adam Vigil
- Department of Medicine, Division of Infectious Diseases, University of California, Irvine, CA 92697, USA.
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Trieu A, Kayala MA, Burk C, Molina DM, Freilich DA, Richie TL, Baldi P, Felgner PL, Doolan DL. Sterile protective immunity to malaria is associated with a panel of novel P. falciparum antigens. Mol Cell Proteomics 2011; 10:M111.007948. [PMID: 21628511 DOI: 10.1074/mcp.m111.007948] [Citation(s) in RCA: 115] [Impact Index Per Article: 8.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022] Open
Abstract
The development of an effective malaria vaccine remains a global public health priority. Less than 0.5% of the Plasmodium falciparum genome has been assessed as potential vaccine targets and candidate vaccines have been based almost exclusively on single antigens. It is possible that the failure to develop a malaria vaccine despite decades of effort might be attributed to this historic focus. To advance malaria vaccine development, we have fabricated protein microarrays representing 23% of the entire P. falciparum proteome and have probed these arrays with plasma from subjects with sterile protection or no protection after experimental immunization with radiation attenuated P. falciparum sporozoites. A panel of 19 pre-erythrocytic stage antigens was identified as strongly associated with sporozoite-induced protective immunity; 16 of these antigens were novel and 85% have been independently identified in sporozoite and/or liver stage proteomic or transcriptomic data sets. Reactivity to any individual antigen did not correlate with protection but there was a highly significant difference in the cumulative signal intensity between protected and not protected individuals. Functional annotation indicates that most of these signature proteins are involved in cell cycle/DNA processing and protein synthesis. In addition, 21 novel blood-stage specific antigens were identified. Our data provide the first evidence that sterile protective immunity against malaria is directed against a panel of novel P. falciparum antigens rather than one antigen in isolation. These results have important implications for vaccine development, suggesting that an efficacious malaria vaccine should be multivalent and targeted at a select panel of key antigens, many of which have not been previously characterized.
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Affiliation(s)
- Angela Trieu
- Division of Immunology, Queensland Institute of Medical Research, Brisbane, QLD 4006, Australia
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39
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Liang L, Döşkaya M, Juarez S, Caner A, Jasinskas A, Tan X, Hajagos BE, Bradley PJ, Korkmaz M, Gürüz Y, Felgner PL, Davies DH. Identification of potential serodiagnostic and subunit vaccine antigens by antibody profiling of toxoplasmosis cases in Turkey. Mol Cell Proteomics 2011; 10:M110.006916. [PMID: 21512035 DOI: 10.1074/mcp.m110.006916] [Citation(s) in RCA: 31] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022] Open
Abstract
Toxoplasmosis, caused by infection of the protozoan parasite Toxoplasma gondii, is associated with mild disease in healthy individuals, whereas individuals with depressed immunity may develop encephalitis, neurologic disorders, and other organ diseases. Women who develop acute toxoplasmosis during pregnancy are at risk of transmitting the infection to the fetus, which may lead to fetal damage. A diagnosis is usually confirmed by measuring IgG, or IgM where it is important to determine the onset of infection. A negative IgM result essentially excludes acute infection, whereas a positive IgM test is largely uninterpretable because IgM can persist for up to 18 months after infection. To identify antigens for improved diagnosis of acute infection, we probed protein microarrays displaying the polypeptide products of 1357 Toxoplasma exons with well-characterized sera from Turkey. The sera were classified according to conventional assays into (1) seronegative individuals with no history of T. gondii infection; (2) acute infections defined by clinical symptoms, high IgM titers, and low avidity IgG; (3) chronic/convalescent cases with high avidity IgG but persisting IgM; (iv) true chronic infections, defined by high avidity IgG and no IgM. We have identified 38 IgG target antigens and 108 IgM target antigens that can discriminate infected patients from healthy controls, one or more of which could form the basis of a 'tier-1' test to determine current or previous exposure. Of these, three IgG antigens and five IgM antigens have the potential to discriminate chronic/IgM persisting or true chronics from recent acutely infected patients (a 'tier-2' test). Our analysis of the antigens revealed several enriched features relative to the whole proteome, which include transmembrane domains, signal peptides, or predicted localization at the outer membrane. This is the first protein microarray survey of the antibody response to T. gondii, and will help in the development of improved serodiagnostics and vaccines.
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Affiliation(s)
- Li Liang
- Division of Infectious Diseases, Department of Medicine, University of California, Irvine, CA 92697, USA
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Abstract
In recent years, studies on the intracellular pathogen Francisella tularensis have greatly intensified, generating a wealth of new information on the interaction of this organism with the immune system. Here we review the basic elements of the innate and adaptive immune responses that contribute to protective immunity against Francisella species, with special emphasis on new data that has emerged in the last 5 years. Most studies have utilized the mouse model of infection, although there has been an expansion of work on human cells and other new animal models. In mice, basic immune parameters that operate in defense against other intracellular pathogen infections, such as interferon gamma, TNF-α, and reactive nitrogen intermediates, are central for control of Francisella infection. However, new important immune mediators have been revealed, including IL-17A, Toll-like receptor 2, and the inflammasome. Further, a variety of cell types in addition to macrophages are now recognized to support Francisella growth, including epithelial cells and dendritic cells. CD4+ and CD8+ T cells are clearly important for control of primary infection and vaccine-induced protection, but new T cell subpopulations and the mechanisms employed by T cells are only beginning to be defined. A significant role for B cells and specific antibodies has been established, although their contribution varies greatly between bacterial strains of lower and higher virulence. Overall, recent data profile a pathogen that is adept at subverting host immune responses, but susceptible to many elements of the immune system's antimicrobial arsenal.
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Affiliation(s)
- Siobhán C Cowley
- Center for Biologics Evaluation and Research, U.S. Food and Drug Administration Bethesda, MD, USA
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Suwannasaen D, Mahawantung J, Chaowagul W, Limmathurotsakul D, Felgner PL, Davies H, Bancroft GJ, Titball RW, Lertmemongkolchai G. Human immune responses to Burkholderia pseudomallei characterized by protein microarray analysis. J Infect Dis 2011; 203:1002-11. [PMID: 21300673 DOI: 10.1093/infdis/jiq142] [Citation(s) in RCA: 49] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/12/2022] Open
Abstract
BACKGROUND We aimed to determine the antibody and T cell responses to Burkholderia pseudomallei of humans to select candidate vaccine antigens. METHODS For antibody profiling, a protein microarray of 154 B. pseudomallei proteins was probed with plasma from 108 healthy individuals and 72 recovered patients. Blood from 20 of the healthy and 30 of the recovered individuals was also obtained for T cell assays. RESULTS Twenty-seven proteins distinctively reacted with human plasma following environmental exposure or clinical melioidosis. We compared the responses according to the patient's history of subsequent relapse, and antibody response to BPSL2765 was higher in plasma from individuals who had only 1 episode of disease than in those with recurrent melioidosis. A comparison of antibody and T cell responses to 5 B. pseudomallei proteins revealed that BimA and flagellin-induced responses were similar but that BPSS0530 could induce T cell responses in healthy controls more than in recovered patients. CONCLUSIONS By combining large-scale antibody microarrays and assays of T cell-mediated immunity, we identified a panel of novel B. pseudomallei proteins that show distinct patterns of reactivity in different stages of human melioidosis. These proteins may be useful candidates for development of subunit-based vaccines and in monitoring the risks of treatment failure and relapse.
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Affiliation(s)
- Duangchan Suwannasaen
- Centre for Research and Development of Medical Diagnostic Laboratories, Faculty of Associated Medical Sciences, Khon Kaen University, Khon Kaen,Thailand
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Antibodies contribute to effective vaccination against respiratory infection by type A Francisella tularensis strains. Infect Immun 2011; 79:1770-8. [PMID: 21282410 DOI: 10.1128/iai.00605-10] [Citation(s) in RCA: 45] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
Abstract
Pneumonic tularemia is a life-threatening disease caused by inhalation of the highly infectious intracellular bacterium Francisella tularensis. The most serious form of the disease associated with the type A strains can be prevented in experimental animals through vaccination with the attenuated live vaccine strain (LVS). The protection is largely cell mediated, but the contribution of antibodies remains controversial. We addressed this issue in a series of passive immunization studies in Fischer 344 (F344) rats. Subcutaneous LVS vaccination induced a robust serum antibody response dominated by IgM, IgG2a, and IgG2b antibodies. Prophylactic administration of LVS immune serum or purified immune IgG reduced the severity and duration of disease in naïve rats challenged intratracheally with a lethal dose of the virulent type A strain SCHU S4. The level of resistance increased with the volume of immune serum given, but the maximum survivable SCHU S4 challenge dose was at least 100-fold lower than that shown for LVS-vaccinated rats. Protection correlated with reduced systemic bacterial growth, less severe histopathology in the liver and spleen during the early phase of infection, and bacterial clearance by a T cell-dependent mechanism. Our results suggest that treatment with immune serum limited the sequelae associated with infection, thereby enabling a sterilizing T cell response to develop and resolve the infection. Thus, antibodies induced by LVS vaccination may contribute to the defense of F344 rats against respiratory infection by type A strains of F. tularensis.
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Kilmury SLN, Twine SM. The francisella tularensis proteome and its recognition by antibodies. Front Microbiol 2011; 1:143. [PMID: 21687770 PMCID: PMC3109489 DOI: 10.3389/fmicb.2010.00143] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/29/2010] [Accepted: 12/18/2010] [Indexed: 01/31/2023] Open
Abstract
Francisella tularensis is the causative agent of a spectrum of diseases collectively known as tularemia. The extreme virulence of the pathogen in humans, combined with the low infectious dose and the ease of dissemination by aerosol have led to concerns about its abuse as a bioweapon. Until recently, nothing was known about the virulence mechanisms and even now, there is still a relatively poor understanding of pathogen virulence. Completion of increasing numbers of Francisella genome sequences, combined with comparative genomics and proteomics studies, are contributing to the knowledge in this area. Tularemia may be treated with antibiotics, but there is currently no licensed vaccine. An attenuated strain, the Live Vaccine Strain (LVS) has been used to vaccinate military and at risk laboratory personnel, but safety concerns mean that it is unlikely to be licensed by the FDA for general use. Little is known about the protective immunity induced by vaccination with LVS, in humans or animal models. Immunoproteomics studies with sera from infected humans or vaccinated mouse strains, are being used in gel-based or proteome microarray approaches to give insight into the humoral immune response. In addition, these data have the potential to be exploited in the identification of new diagnostic or protective antigens, the design of next generation live vaccine strains, and the development of subunit vaccines. Herein, we briefly review the current knowledge from Francisella comparative proteomics studies and then focus upon the findings from immunoproteomics approaches.
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Affiliation(s)
- Sara L. N. Kilmury
- Institute for Biological Sciences, National Research Council CanadaOttawa, ON, Canada
| | - Susan M. Twine
- Institute for Biological Sciences, National Research Council CanadaOttawa, ON, Canada
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Gerasimov JY, Lai RY. Design and characterization of an electrochemical peptide-based sensor fabricated via“click” chemistry. Chem Commun (Camb) 2011; 47:8688-90. [DOI: 10.1039/c1cc12783g] [Citation(s) in RCA: 36] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]
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45
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Protein microarrays and biomarkers of infectious disease. Int J Mol Sci 2010; 11:5165-83. [PMID: 21614200 PMCID: PMC3100839 DOI: 10.3390/ijms11125165] [Citation(s) in RCA: 26] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [Key Words] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/19/2010] [Revised: 12/11/2010] [Accepted: 12/15/2010] [Indexed: 01/11/2023] Open
Abstract
Protein microarrays are powerful tools that are widely used in systems biology research. For infectious diseases, proteome microarrays assembled from proteins of pathogens will play an increasingly important role in discovery of diagnostic markers, vaccines, and therapeutics. Distinct formats of protein microarrays have been developed for different applications, including abundance-based and function-based methods. Depending on the application, design issues should be considered, such as the need for multiplexing and label or label free detection methods. New developments, challenges, and future demands in infectious disease research will impact the application of protein microarrays for discovery and validation of biomarkers.
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Magnan CN, Zeller M, Kayala MA, Vigil A, Randall A, Felgner PL, Baldi P. High-throughput prediction of protein antigenicity using protein microarray data. Bioinformatics 2010; 26:2936-43. [PMID: 20934990 PMCID: PMC2982151 DOI: 10.1093/bioinformatics/btq551] [Citation(s) in RCA: 301] [Impact Index Per Article: 21.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/11/2010] [Revised: 09/08/2010] [Accepted: 09/23/2010] [Indexed: 11/14/2022] Open
Abstract
MOTIVATION Discovery of novel protective antigens is fundamental to the development of vaccines for existing and emerging pathogens. Most computational methods for predicting protein antigenicity rely directly on homology with previously characterized protective antigens; however, homology-based methods will fail to discover truly novel protective antigens. Thus, there is a significant need for homology-free methods capable of screening entire proteomes for the antigens most likely to generate a protective humoral immune response. RESULTS Here we begin by curating two types of positive data: (i) antigens that elicit a strong antibody response in protected individuals but not in unprotected individuals, using human immunoglobulin reactivity data obtained from protein microarray analyses; and (ii) known protective antigens from the literature. The resulting datasets are used to train a sequence-based prediction model, ANTIGENpro, to predict the likelihood that a protein is a protective antigen. ANTIGENpro correctly classifies 82% of the known protective antigens when trained using only the protein microarray datasets. The accuracy on the combined dataset is estimated at 76% by cross-validation experiments. Finally, ANTIGENpro performs well when evaluated on an external pathogen proteome for which protein microarray data were obtained after the initial development of ANTIGENpro. AVAILABILITY ANTIGENpro is integrated in the SCRATCH suite of predictors available at http://scratch.proteomics.ics.uci.edu. CONTACT pfbaldi@ics.uci.edu
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Affiliation(s)
- Christophe N Magnan
- Institute for Genomics and Bioinformatics, School of Information and Computer Sciences, University of California, Irvine, CA 92697, USA
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Abstract
The Plasmodium parasite, the causative agent of malaria, is an excellent model for immunomic-based approaches to vaccine development. The Plasmodium parasite has a complex life cycle with multiple stages and stage-specific expression of ∼5300 putative proteins. No malaria vaccine has yet been licensed. Many believe that an effective vaccine will need to target several antigens and multiple stages, and will require the generation of both antibody and cellular immune responses. Vaccine efforts to date have been stage-specific and based on only a very limited number of proteins representing <0.5% of the genome. The recent availability of comprehensive genomic, proteomic and transcriptomic datasets from human and selected non-human primate and rodent malarias provide a foundation to exploit for vaccine development. This information can be mined to identify promising vaccine candidate antigens, by proteome-wide screening of antibody and T cell reactivity using specimens from individuals exposed to malaria and technology platforms such as protein arrays, high throughput protein production and epitope prediction algorithms. Such antigens could be incorporated into a rational vaccine development process that targets specific stages of the Plasmodium parasite life cycle with immune responses implicated in parasite elimination and control. Immunomic approaches which enable the selection of the best possible targets by prioritising antigens according to clinically relevant criteria may overcome the problem of poorly immunogenic, poorly protective vaccines that has plagued malaria vaccine developers for the past 25 years. Herein, current progress and perspectives regarding Plasmodium immunomics are reviewed.
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Affiliation(s)
- Denise L Doolan
- Division of Immunology, Queensland Institute of Medical Research, The Bancroft Centre, 300 Herston Road, P.O. Royal Brisbane Hospital, Brisbane, QLD 4029, Australia.
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Vigil A, Ortega R, Nakajima-Sasaki R, Pablo J, Molina DM, Chao CC, Chen HW, Ching WM, Felgner PL. Genome-wide profiling of humoral immune response to Coxiella burnetii infection by protein microarray. Proteomics 2010; 10:2259-69. [PMID: 20391532 DOI: 10.1002/pmic.201000064] [Citation(s) in RCA: 44] [Impact Index Per Article: 3.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
Abstract
Comprehensive evaluation of the humoral immune response to Coxiella burnetii may identify highly needed diagnostic antigens and potential subunit vaccine candidates. Here we report the construction of a protein microarray containing 1901 C. burnetii ORFs (84% of the entire proteome). This array was probed with Q-fever patient sera and naïve controls in order to discover C. burnetii-specific seroreactive antigens. Among the 21 seroreactive antigens identified, 13 were significantly more reactive in Q-fever cases than naïve controls. The remaining eight antigens were cross-reactive in both C. burnetii infected and naïve patient sera. An additional 64 antigens displayed variable seroreactivity in Q-fever patients, and underscore the diversity of the humoral immune response to C. burnetii. Nine of the differentially reactive antigens were validated on an alternative immunostrip platform, demonstrating proof-of-concept development of a consistent, safe, and inexpensive diagnostic assay alternative. Furthermore, we report here the identification of several new diagnostic antigens and potential subunit vaccine candidates for the highly infectious category B alphaproteobacteria, C. burnetii.
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Affiliation(s)
- Adam Vigil
- Department of Medicine, Division of Infectious Diseases, University of California, Irvine, CA 92697, USA.
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Burbelo PD, Ching KH, Bush ER, Han BL, Iadarola MJ. Antibody-profiling technologies for studying humoral responses to infectious agents. Expert Rev Vaccines 2010; 9:567-78. [PMID: 20518713 PMCID: PMC3417761 DOI: 10.1586/erv.10.50] [Citation(s) in RCA: 65] [Impact Index Per Article: 4.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/12/2023]
Abstract
Analyses of humoral responses against different infectious agents are critical for infectious disease diagnostics, understanding pathogenic mechanisms, and the development and monitoring of vaccines. While ELISAs are often used to measure antibody responses to one or several targets, new antibody-profiling technologies, such as protein microarrays, can now evaluate antibody responses to hundreds, or even thousands, of recombinant antigens at one time. These large-scale studies have uncovered new antigenic targets, provided new insights into vaccine research and yielded an overview of immunoreactivity against almost the entire proteome of certain pathogens. However, solid-phase antigen arrays also have drawbacks that limit the type of information obtained, including suboptimal detection of conformational epitopes, high backgrounds due to impure antigens and a narrow dynamic range of detection. We have developed a solution-phase antibody-profiling technology, luciferase immunoprecipitation systems (LIPS), which harnesses light-emitting recombinant antigen fusion proteins to quantitatively measure patient antibody titers. Owing to the highly linear light output of the luciferase reporter, some antibodies can be detected without serum dilution in a dynamic range of detection often spanning seven orders of magnitude. When LIPS is applied iteratively with multiple target antigens, a high-definition antibody profile is obtained. Here, we discuss the application of these different antibody-profiling technologies and their associated limitations with particular emphasis on protein microarrays. We also describe LIPS in detail and discuss several clinically relevant uses of the technology. Together, these new technologies offer new tools for understanding humoral responses to known and emerging infectious agents.
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Affiliation(s)
- Peter D Burbelo
- National Institute of Dental and Craniofacial Research, National Institutes of Health, Building 49, Room 1C20, 49 Convent Drive, Bethesda, MD 20892-4410, USA.
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50
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Vigil A, Ortega R, Jain A, Nakajima-Sasaki R, Tan X, Chomel BB, Kasten RW, Koehler JE, Felgner PL. Identification of the feline humoral immune response to Bartonella henselae infection by protein microarray. PLoS One 2010; 5:e11447. [PMID: 20625509 PMCID: PMC2897887 DOI: 10.1371/journal.pone.0011447] [Citation(s) in RCA: 31] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/03/2010] [Accepted: 05/21/2010] [Indexed: 11/19/2022] Open
Abstract
Background Bartonella henselae is the zoonotic agent of cat scratch disease and causes potentially fatal infections in immunocompromised patients. Understanding the complex interactions between the host's immune system and bacterial pathogens is central to the field of infectious diseases and to the development of effective diagnostics and vaccines. Methodology We report the development of a microarray comprised of proteins expressed from 96% (1433/1493) of the predicted ORFs encoded by the genome of the zoonotic pathogen Bartonella henselae. The array was probed with a collection of 62 uninfected, 62 infected, and 8 “specific-pathogen free” naïve cat sera, to profile the antibody repertoire elicited during natural Bartonella henselae infection. Conclusions We found that 7.3% of the B. henselae proteins on the microarray were seroreactive and that seroreactivity was not evenly distributed between predicted protein function or subcellular localization. Membrane proteins were significantly most likely to be seroreactive, although only 23% of the membrane proteins were reactive. Conversely, we found that proteins involved in amino acid transport and metabolism were significantly underrepresented and did not contain any seroreactive antigens. Of all seroreactive antigens, 52 were differentially reactive with sera from infected cats, and 53 were equally reactive with sera from infected and uninfected cats. Thirteen of the seroreactive antigens were found to be differentially seroreactive between B. henselae type I and type II. Based on these results, we developed a classifier algorithm that was capable of accurately discerning 93% of the infected animals using the microarray platform. The seroreactivity and diagnostic potential of these antigens was then validated on an immunostrip platform, which correctly identified 98% of the infected cats. Our protein microarray platform provides a high-throughput, comprehensive analysis of the feline humoral immune response to natural infection with the alpha-proteobacterium B. henselae at an antigen-specific, sera-specific, and genome-wide level. Furthermore, these results provide novel insight and utility in diagnostics, vaccine development, and understanding of host-pathogen interaction.
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Affiliation(s)
- Adam Vigil
- Division of Infectious Diseases, Department of Medicine, University of California Irvine, Irvine, California, United States of America.
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