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Rienksma RA, Suarez-Diez M, Mollenkopf HJ, Dolganov GM, Dorhoi A, Schoolnik GK, Martins Dos Santos VA, Kaufmann SH, Schaap PJ, Gengenbacher M. Comprehensive insights into transcriptional adaptation of intracellular mycobacteria by microbe-enriched dual RNA sequencing. BMC Genomics 2015; 16:34. [PMID: 25649146 PMCID: PMC4334782 DOI: 10.1186/s12864-014-1197-2] [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: 06/06/2014] [Accepted: 12/22/2014] [Indexed: 02/06/2023] Open
Abstract
Background The human pathogen Mycobacterium tuberculosis has the capacity to escape eradication by professional phagocytes. During infection, M. tuberculosis resists the harsh environment of phagosomes and actively manipulates macrophages and dendritic cells to ensure prolonged intracellular survival. In contrast to other intracellular pathogens, it has remained difficult to capture the transcriptome of mycobacteria during infection due to an unfavorable host-to-pathogen ratio. Results We infected the human macrophage-like cell line THP-1 with the attenuated M. tuberculosis surrogate M. bovis Bacillus Calmette–Guérin (M. bovis BCG). Mycobacterial RNA was up to 1000-fold underrepresented in total RNA preparations of infected host cells. We employed microbial enrichment combined with specific ribosomal RNA depletion to simultaneously analyze the transcriptional responses of host and pathogen during infection by dual RNA sequencing. Our results confirm that mycobacterial pathways for cholesterol degradation and iron acquisition are upregulated during infection. In addition, genes involved in the methylcitrate cycle, aspartate metabolism and recycling of mycolic acids were induced. In response to M. bovis BCG infection, host cells upregulated de novo cholesterol biosynthesis presumably to compensate for the loss of this metabolite by bacterial catabolism. Conclusions Dual RNA sequencing allows simultaneous capture of the global transcriptome of host and pathogen, during infection. However, mycobacteria remained problematic due to their relatively low number per host cell resulting in an unfavorable bacterium-to-host RNA ratio. Here, we use a strategy that combines enrichment for bacterial transcripts and dual RNA sequencing to provide the most comprehensive transcriptome of intracellular mycobacteria to date. The knowledge acquired into the pathogen and host pathways regulated during infection may contribute to a solid basis for the deployment of novel intervention strategies to tackle infection. Electronic supplementary material The online version of this article (doi:10.1186/s12864-014-1197-2) contains supplementary material, which is available to authorized users.
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Affiliation(s)
- Rienk A Rienksma
- Laboratory of Systems and Synthetic Biology, Wageningen University and Research Centre, Dreijenplein 10, 6703, HB, Wageningen, the Netherlands.
| | - Maria Suarez-Diez
- Laboratory of Systems and Synthetic Biology, Wageningen University and Research Centre, Dreijenplein 10, 6703, HB, Wageningen, the Netherlands.
| | - Hans-Joachim Mollenkopf
- Core Facility Microarray/Genomics, Max Planck Institute for Infection Biology, Charitéplatz 1, 10117, Berlin, Germany.
| | - Gregory M Dolganov
- Department of Microbiology and Immunology, Stanford University School of Medicine, 300 Pasteur Drive, Stanford, CA, 94305-5124, USA.
| | - Anca Dorhoi
- Department of Immunology, Max Planck Institute for Infection Biology, Charitéplatz 1, 10117, Berlin, Germany.
| | - Gary K Schoolnik
- Department of Microbiology and Immunology, Stanford University School of Medicine, 300 Pasteur Drive, Stanford, CA, 94305-5124, USA.
| | - Vitor Ap Martins Dos Santos
- Laboratory of Systems and Synthetic Biology, Wageningen University and Research Centre, Dreijenplein 10, 6703, HB, Wageningen, the Netherlands. .,LifeGlimmer GmbH, Markelstrasse 38, 12163, Berlin, Germany.
| | - Stefan He Kaufmann
- Department of Immunology, Max Planck Institute for Infection Biology, Charitéplatz 1, 10117, Berlin, Germany.
| | - Peter J Schaap
- Laboratory of Systems and Synthetic Biology, Wageningen University and Research Centre, Dreijenplein 10, 6703, HB, Wageningen, the Netherlands.
| | - Martin Gengenbacher
- Department of Immunology, Max Planck Institute for Infection Biology, Charitéplatz 1, 10117, Berlin, Germany. .,Present address: Department of Microbiology, Yong Loo Lin School of Medicine, National University of Singapore, 5 Science Drive 2, Singapore, 117545, Singapore.
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Jenkins VA, Robertson BD, Williams KJ. Aspartate D48 is essential for the GlnR-mediated transcriptional response to nitrogen limitation in Mycobacterium smegmatis. FEMS Microbiol Lett 2012; 330:38-45. [DOI: 10.1111/j.1574-6968.2012.02530.x] [Citation(s) in RCA: 17] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/07/2011] [Revised: 01/23/2012] [Accepted: 02/16/2012] [Indexed: 11/30/2022] Open
Affiliation(s)
- Victoria A. Jenkins
- Department of Medicine; Centre for Molecular Medicine and Infection; Imperial College London; London; UK
| | - Brian D. Robertson
- Department of Medicine; Centre for Molecular Medicine and Infection; Imperial College London; London; UK
| | - Kerstin J. Williams
- Department of Medicine; Centre for Molecular Medicine and Infection; Imperial College London; London; UK
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Harper J, Skerry C, Davis SL, Tasneen R, Weir M, Kramnik I, Bishai WR, Pomper MG, Nuermberger EL, Jain SK. Mouse model of necrotic tuberculosis granulomas develops hypoxic lesions. J Infect Dis 2012; 205:595-602. [PMID: 22198962 PMCID: PMC3266133 DOI: 10.1093/infdis/jir786] [Citation(s) in RCA: 178] [Impact Index Per Article: 14.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/28/2011] [Accepted: 09/23/2011] [Indexed: 11/12/2022] Open
Abstract
BACKGROUND Preclinical evaluation of tuberculosis drugs is generally limited to mice. However, necrosis and hypoxia, key features of human tuberculosis lesions, are lacking in conventional mouse strains. METHODS We used C3HeB/FeJ mice, which develop necrotic lesions in response to Mycobacterium tuberculosis infection. Positron emission tomography in live infected animals, postmortem pimonidazole immunohistochemistry, and bacterial gene expression analyses were used to assess whether tuberculosis lesions in C3HeB/FeJ are hypoxic. Efficacy of combination drug treatment, including PA-824, active against M. tuberculosis under hypoxic conditions, was also evaluated. RESULTS Tuberculosis lesions in C3HeB/FeJ (but not BALB/c) were found to be hypoxic and associated with up-regulation of known hypoxia-associated bacterial genes (P < .001). Contrary to sustained activity reported elsewhere in BALB/c mice, moxifloxacin and pyrazinamide (MZ) combination was not bactericidal beyond 3 weeks in C3HeB/FeJ. Although PA-824 added significant activity, the novel combination of PA-824 and MZ was less effective than the standard first-line regimen in C3HeB/FeJ. CONCLUSIONS We demonstrate that tuberculosis lesions in C3HeB/FeJ are hypoxic. Activities of some key tuberculosis drug regimens in development are represented differently in C3HeB/FeJ versus BALB/c mice. Because C3HeB/FeJ display key features of human tuberculosis, this strain warrants evaluation as a more pathologically relevant model for preclinical studies.
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Affiliation(s)
- Jamie Harper
- Department of Medicine, Center for Infection and Inflammation Imaging Research
- Department of Medicine, Center for Tuberculosis Research
- Department of Pediatrics
| | - Ciaran Skerry
- Department of Medicine, Center for Tuberculosis Research
- Department of Pediatrics
| | - Stephanie L. Davis
- Department of Medicine, Center for Infection and Inflammation Imaging Research
- Department of Medicine, Center for Tuberculosis Research
- Department of Pediatrics
| | - Rokeya Tasneen
- Department of Medicine, Center for Tuberculosis Research
| | - Mariah Weir
- Department of Medicine, Center for Infection and Inflammation Imaging Research
- Department of Medicine, Center for Tuberculosis Research
- Department of Pediatrics
| | - Igor Kramnik
- National Emerging Infectious Diseases Laboratories, Boston University School of Medicine, Massachusetts
| | | | - Martin G. Pomper
- Department of Radiology, Johns Hopkins University School of Medicine, Baltimore, Maryland
| | | | - Sanjay K. Jain
- Department of Medicine, Center for Infection and Inflammation Imaging Research
- Department of Medicine, Center for Tuberculosis Research
- Department of Pediatrics
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4
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Abstract
Analysis of the transcriptional profiles of Mycobacterium tuberculosis after treatment with antimycobacterial compounds has improved our understanding of the ways mycobacteria respond to antibiotic stress, and revealed new insights into the mode of action of different antimycobacterial compound classes. RNA profiling of drug-induced changes has become an important tool in multiple stages of the antibacterial drug development process from target elucidation, to identifying target drift, and ultimately to revealing drug resistance mechanisms. The transcriptional response of M. tuberculosis to antimycobacterial compounds may be determined in isolation, in comparison with other compound classes, or between drug-sensitive and drug-resistant mycobacterial isolates. Additional information confirming the growth state of mycobacteria on addition of the antibacterial compound, and the effect that this compound has on mycobacterial growth, is essential for interpreting the transcriptional signatures acquired. This chapter describes the methods required for the extraction of representative total mycobacterial RNA, the subsequent hybridisation of this RNA to an M. tuberculosis complex microarray, and the analysis strategies employed to interpret the transcriptional data generated.
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5
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A new technique for obtaining whole pathogen transcriptomes from infected host tissues. Biotechniques 2010; 48:139-44. [PMID: 20359298 DOI: 10.2144/000113350] [Citation(s) in RCA: 17] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/23/2022] Open
Abstract
We propose a novel experimental approach based on coincidence cloning for analyzing sequences of bacterial intracellular pathogens specifically transcribed in affected tissues. Co-denaturation and co-renaturation of excess bacterial genomic DNA with the cDNA prepared on total RNA of the infected tissue allows one to select the bacterial fraction of the cDNA sample. We used this technique for preparing and characterizing the Mycobacterium tuberculosis cDNA pool, representing the transcriptome of infected mouse lungs in the chronic phase of infection. A cDNA pool enriched in fragments of mycobacterial cDNA was analyzed by the high-throughput 454 sequencing procedure. We demonstrated that its composition corresponded to what can be expected in the chronic phase of infection and, after the adaptation of M. tuberculosis to the host immune system, was characterized by an active lipid metabolism and switched from aerobic to anaerobic respiration. The technique is universal and requires no prior knowledge of the pathogen genome sequence. Pools of transcribed sequences obtained by this technique retain the main characteristics of the genome-wide gene transcription pattern within infected tissue, and can be used for in vivo analysis of gene expression of a wide spectrum of infection agents, such as viruses, bacteria, and protista.
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O'Sullivan DM. Real-time PCR methods to study expression of genes related to hypermutability. Methods Mol Biol 2010; 642:63-73. [PMID: 20401586 DOI: 10.1007/978-1-60327-279-7_5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 05/29/2023]
Abstract
Pathogenic bacteria can have sub-populations of hypermutable bacteria. This sub-population has a higher spontaneous mutation rate than the majority of the population which can be attributed to defects in proofreading and repair mechanisms. This leads to the evolution of drug-resistant strains of bacteria through genetic change. It is important to study the expression of genes involved in, for example, mismatch repair and the SOS system by real-time PCR to determine hypermutability and therefore provide an indicator of the mutagenic ability of certain strains of pathogenic bacteria.
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Affiliation(s)
- Denise M O'Sullivan
- Department of Infectious and Tropical Disease, London School of Hygiene and Tropical Medicine, London, UK
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O'Sullivan DM, Hinds J, Butcher PD, Gillespie SH, McHugh TD. Mycobacterium tuberculosis DNA repair in response to subinhibitory concentrations of ciprofloxacin. J Antimicrob Chemother 2008; 62:1199-202. [PMID: 18799471 DOI: 10.1093/jac/dkn387] [Citation(s) in RCA: 41] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/14/2022] Open
Abstract
OBJECTIVES To investigate how the SOS response, an error-prone DNA repair pathway, is expressed following subinhibitory quinolone treatment of Mycobacterium tuberculosis. METHODS Genome-wide expression profiling followed by quantitative RT (qRT)-PCR was used to study the effect of ciprofloxacin on M. tuberculosis gene expression. RESULTS Microarray analysis showed that 16/110 genes involved in DNA protection, repair and recombination were up-regulated. There appeared to be a lack of downstream genes involved in the SOS response. qRT-PCR detected an induction of lexA and recA after 4 h and of dnaE2 after 24 h of subinhibitory treatment. CONCLUSIONS The pattern of gene expression observed following subinhibitory quinolone treatment differed from that induced after other DNA-damaging agents (e.g. mitomycin C). The expression of the DnaE2 polymerase response was significantly delayed following subinhibitory quinolone exposure.
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Affiliation(s)
- D M O'Sullivan
- Centre for Medical Microbiology, Department of Infection, Royal Free Campus, University College London, Rowland Hill Street, Hampstead, London NW3 2PF, UK
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8
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Garton NJ, Waddell SJ, Sherratt AL, Lee SM, Smith RJ, Senner C, Hinds J, Rajakumar K, Adegbola RA, Besra GS, Butcher PD, Barer MR. Cytological and transcript analyses reveal fat and lazy persister-like bacilli in tuberculous sputum. PLoS Med 2008; 5:e75. [PMID: 18384229 PMCID: PMC2276522 DOI: 10.1371/journal.pmed.0050075] [Citation(s) in RCA: 313] [Impact Index Per Article: 19.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/24/2007] [Accepted: 02/14/2008] [Indexed: 12/20/2022] Open
Abstract
BACKGROUND Tuberculous sputum provides a sample of bacilli that must be eliminated by chemotherapy and that may go on to transmit infection. A preliminary observation that Mycobacterium tuberculosis cells contain triacylglycerol lipid bodies in sputum, but not when growing in vitro, led us to investigate the extent of this phenomenon and its physiological basis. METHODS AND FINDINGS Microscopy-positive sputum samples from the UK and The Gambia were investigated for their content of lipid body-positive mycobacteria by combined Nile red and auramine staining. All samples contained a lipid body-positive population varying from 3% to 86% of the acid-fast bacilli present. The recent finding that triacylglycerol synthase is expressed by mycobacteria when they enter in vitro nonreplicating persistence led us to investigate whether this state was also associated with lipid body formation. We found that, when placed in laboratory conditions inducing nonreplicating persistence, two M. tuberculosis strains had lipid body levels comparable to those found in sputum. We investigated these physiological findings further by comparing the M. tuberculosis transcriptome of growing and nonreplicating persistence cultures with that obtained directly from sputum samples. Although sputum has traditionally been thought to contain actively growing tubercle bacilli, our transcript analyses refute the hypothesis that these cells predominate. Rather, they reinforce the results of the lipid body analyses by revealing transcriptional signatures that can be clearly attributed to slowly replicating or nonreplicating mycobacteria. Finally, the lipid body count was highly correlated (R(2) = 0.64, p < 0.03) with time to positivity in diagnostic liquid cultures, thereby establishing a direct link between this cytological feature and the size of a potential nonreplicating population. CONCLUSION As nonreplicating tubercle bacilli are tolerant to the cidal action of antibiotics and resistant to multiple stresses, identification of this persister-like population of tubercle bacilli in sputum presents exciting and tractable new opportunities to investigate both responses to chemotherapy and the transmission of tuberculosis.
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Affiliation(s)
- Natalie J Garton
- Department of Infection, Immunity and Inflammation, University of Leicester Medical School, Leicester, United Kingdom
| | - Simon J Waddell
- Medical Microbiology, Division of Cellular and Molecular Medicine, St George's University of London, London, United Kingdom
| | - Anna L Sherratt
- Department of Infection, Immunity and Inflammation, University of Leicester Medical School, Leicester, United Kingdom
| | - Su-Min Lee
- Department of Infection, Immunity and Inflammation, University of Leicester Medical School, Leicester, United Kingdom
| | - Rebecca J Smith
- Department of Infection, Immunity and Inflammation, University of Leicester Medical School, Leicester, United Kingdom
| | - Claire Senner
- Medical Microbiology, Division of Cellular and Molecular Medicine, St George's University of London, London, United Kingdom
| | - Jason Hinds
- Medical Microbiology, Division of Cellular and Molecular Medicine, St George's University of London, London, United Kingdom
| | - Kumar Rajakumar
- Department of Infection, Immunity and Inflammation, University of Leicester Medical School, Leicester, United Kingdom
- Department of Clinical Microbiology, University Hospitals of Leicester National Health Service Trust, Leicester, United Kingdom
| | | | - Gurdyal S Besra
- School of Biosciences, University of Birmingham, Edgbaston, Birmingham, United Kingdom
| | - Philip D Butcher
- Medical Microbiology, Division of Cellular and Molecular Medicine, St George's University of London, London, United Kingdom
- * To whom correspondence should be addressed. E-mail: (PDB); (MRB)
| | - Michael R Barer
- Department of Infection, Immunity and Inflammation, University of Leicester Medical School, Leicester, United Kingdom
- Department of Clinical Microbiology, University Hospitals of Leicester National Health Service Trust, Leicester, United Kingdom
- * To whom correspondence should be addressed. E-mail: (PDB); (MRB)
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9
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Probing host pathogen cross-talk by transcriptional profiling of both Mycobacterium tuberculosis and infected human dendritic cells and macrophages. PLoS One 2008; 3:e1403. [PMID: 18167562 PMCID: PMC2151136 DOI: 10.1371/journal.pone.0001403] [Citation(s) in RCA: 162] [Impact Index Per Article: 10.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/22/2007] [Accepted: 12/06/2007] [Indexed: 11/20/2022] Open
Abstract
Background Transcriptional profiling using microarrays provides a unique opportunity to decipher host pathogen cross-talk on the global level. Here, for the first time, we have been able to investigate gene expression changes in both Mycobacterium tuberculosis, a major human pathogen, and its human host cells, macrophages and dendritic cells. Methodology/Principal Findings In addition to common responses, we could identify eukaryotic and microbial transcriptional signatures that are specific to the cell type involved in the infection process. In particular M. tuberculosis shows a marked stress response when inside dendritic cells, which is in accordance with the low permissivity of these specialized phagocytes to the tubercle bacillus and to other pathogens. In contrast, the mycobacterial transcriptome inside macrophages reflects that of replicating bacteria. On the host cell side, differential responses to infection in macrophages and dendritic cells were identified in genes involved in oxidative stress, intracellular vesicle trafficking and phagosome acidification. Conclusions/Significance This study provides the proof of principle that probing the host and the microbe transcriptomes simultaneously is a valuable means to accessing unique information on host pathogen interactions. Our results also underline the extraordinary plasticity of host cell and pathogen responses to infection, and provide a solid framework to further understand the complex mechanisms involved in immunity to M. tuberculosis and in mycobacterial adaptation to different intracellular environments.
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10
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Rohde KH, Abramovitch RB, Russell DG. Mycobacterium tuberculosis Invasion of Macrophages: Linking Bacterial Gene Expression to Environmental Cues. Cell Host Microbe 2007; 2:352-64. [DOI: 10.1016/j.chom.2007.09.006] [Citation(s) in RCA: 292] [Impact Index Per Article: 17.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/18/2007] [Revised: 08/17/2007] [Accepted: 09/18/2007] [Indexed: 12/31/2022]
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Schnappinger D. Genomics of host-pathogen interactions. PROGRESS IN DRUG RESEARCH. FORTSCHRITTE DER ARZNEIMITTELFORSCHUNG. PROGRES DES RECHERCHES PHARMACEUTIQUES 2007; 64:311, 313-43. [PMID: 17195480 DOI: 10.1007/978-3-7643-7567-6_12] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/11/2023]
Abstract
The complete sequences of hundreds of microbial genomes have provided drug discovery pipelines with thousands of new potential drug targets. Their availability has also stimulated the development of a variety of innovative approaches that allow functional studies to be performed on the entire genome of an organism. This chapter describes how these approaches have been applied to the analysis of host-pathogen interactions and discusses how such studies might facilitate the development of new antibiotics.
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Affiliation(s)
- Dirk Schnappinger
- Department of Microbiology and Immunology, Weill Medical College of Cornell University, New York, USA.
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12
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Saïd-Salim B, Mostowy S, Kristof AS, Behr MA. Mutations in Mycobacterium tuberculosis Rv0444c, the gene encoding anti-SigK, explain high level expression of MPB70 and MPB83 in Mycobacterium bovis. Mol Microbiol 2006; 62:1251-63. [PMID: 17064366 DOI: 10.1111/j.1365-2958.2006.05455.x] [Citation(s) in RCA: 66] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Abstract
It has recently been advanced that Mycobacterium tuberculosis sigma factor K (SigK) positively regulates expression of the antigenic proteins MPB70 and MPB83. As expression of these proteins differs between M. tuberculosis (low) and Mycobacterium bovis (high), this study set out to determine whether M. bovis lacks a functional SigK repressor (anti-SigK). By comparing genes near sigK in M. tuberculosis H37Rv and M. bovis AF2122/97, we observed that Rv0444c, annotated as unknown function, had variable sequence in M. bovis. Analysis of in vitro mpt70/mpt83 expression and Rv0444c sequencing across M. tuberculosis complex (MTC) members revealed that high-level expression was associated with a mutated Rv0444c. Complementation of M. bovis bacillus Calmette-Guerin Russia, a high producer of MPB70/MPB83, with wild-type Rv0444c resulted in a significant decrease in mpb70/mpb83 expression. Conversely, a M. tuberculosis H37Rv mutant which expressed sigK but not Rv0444c manifested the M. bovis phenotype of high-level MPB70/MPB83 expression. Further support that Rv0444c encodes the anti-SigK was obtained by yeast two-hybrid studies, where the N-terminal region of Rv0444c-encoded protein interacted with SigK. Together these findings indicate that Rv0444c encodes the regulator of SigK (RskA) and mutations in this gene explain high-level MPT70/MPT83 expression by certain MTC members.
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13
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Volpe E, Cappelli G, Grassi M, Martino A, Serafino A, Colizzi V, Sanarico N, Mariani F. Gene expression profiling of human macrophages at late time of infection with Mycobacterium tuberculosis. Immunology 2006; 118:449-60. [PMID: 16895554 PMCID: PMC1782319 DOI: 10.1111/j.1365-2567.2006.02378.x] [Citation(s) in RCA: 39] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/14/2005] [Revised: 02/24/2006] [Accepted: 03/08/2006] [Indexed: 12/15/2022] Open
Abstract
Macrophages play an essential role in the immune response to Mycobacterium tuberculosis (Mtb). Previous transcriptome surveys, by means of micro- and macroarrays, investigated the cellular gene expression profile during the early phases of infection (within 48 hr). However, Mtb remains within the host macrophages for a longer period, continuing to influence the macrophage gene expression and, consequently, the environment in which it persists. Therefore, we studied the transcription patterns of human macrophages for up to 7 days after infection with Mtb. We used a macroarray approach to study 858 human genes involved in immunoregulation, and we confirmed by quantitative real-time reverse transcriptase polymerase chain reaction (q-rt RT-PCR) and by enzyme-linked immunosorbent assay the most relevant modulations. We constantly observed the up-regulation in infected macrophages versus uninfected, of the following genes: interleukin-1 beta and interleukin-8, macrophage inflammatory protein-1 alpha, growth-related oncogene-beta, epithelial cell-derived neutrophil-activating peptide-78, macrophage-derived chemokine, and matrix metalloproteinase-7; whereas macrophage colony-stimulating factor-receptor and CD4 were down-regulated in infected macrophages. Mtb is able to withstand this intense cytokine microenvironment and to survive inside the human macrophage. Therefore we simultaneously investigated by q-rt RT-PCR the modulation of five mycobacterial genes: the alternative sigma factors sigA, sigE and sigG, the alpha-crystallin (acr) and the superoxide dismutase C (sodC) involved in survival mechanisms. The identified host and mycobacterial genes that were expressed until 7 days after infection, could have a role in the interplay between the host immune defences and the bacterial escape mechanisms.
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Affiliation(s)
- Elisabetta Volpe
- Department of Biology, University of Rome ‘Tor Vergata’Rome, Italy
- Institute of Neurobiology and Molecular Medicine, National Research CouncilRome, Italy
| | - Giulia Cappelli
- Institute of Neurobiology and Molecular Medicine, National Research CouncilRome, Italy
| | - Manuela Grassi
- Institute of Neurobiology and Molecular Medicine, National Research CouncilRome, Italy
| | - Angelo Martino
- Unit of Cellular Immunology, National Institute for Infectious Diseases ‘Lazzaro Spallanzani’, IRCCSRome, Italy
| | - Annalucia Serafino
- Institute of Neurobiology and Molecular Medicine, National Research CouncilRome, Italy
| | - Vittorio Colizzi
- Department of Biology, University of Rome ‘Tor Vergata’Rome, Italy
| | - Nunzia Sanarico
- Department of Biology, University of Rome ‘Tor Vergata’Rome, Italy
- Institute of Neurobiology and Molecular Medicine, National Research CouncilRome, Italy
| | - Francesca Mariani
- Institute of Neurobiology and Molecular Medicine, National Research CouncilRome, Italy
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Thompson A, Rowley G, Alston M, Danino V, Hinton JCD. Salmonella transcriptomics: relating regulons, stimulons and regulatory networks to the process of infection. Curr Opin Microbiol 2006; 9:109-16. [PMID: 16413221 DOI: 10.1016/j.mib.2005.12.010] [Citation(s) in RCA: 28] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/04/2005] [Accepted: 12/22/2005] [Indexed: 11/29/2022]
Abstract
The advent of Salmonella transcriptomics has heralded a new era for gene expression analysis of this formidable intracellular pathogen. Increasing numbers of Salmonella transcriptomic datasets will contribute to the comprehensive definition of regulons, stimulons and regulatory networks. This task has highlighted the need for sophisticated computational techniques to describe regulatory interactions.
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Affiliation(s)
- Arthur Thompson
- Molecular Microbiology Group, Institute of Food Research, Norwich Research Park, Norwich, NR4 7UA, UK.
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15
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Lathem WW, Crosby SD, Miller VL, Goldman WE. Progression of primary pneumonic plague: a mouse model of infection, pathology, and bacterial transcriptional activity. Proc Natl Acad Sci U S A 2005; 102:17786-91. [PMID: 16306265 PMCID: PMC1308902 DOI: 10.1073/pnas.0506840102] [Citation(s) in RCA: 232] [Impact Index Per Article: 12.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/08/2005] [Indexed: 11/18/2022] Open
Abstract
Although pneumonic plague is the deadliest manifestation of disease caused by the bacterium Yersinia pestis, there is surprisingly little information on the cellular and molecular mechanisms responsible for Y. pestis-triggered pathology in the lung. Therefore, to understand the progression of this unique disease, we characterized an intranasal mouse model of primary pneumonic plague. Mice succumbed to a purulent multifocal severe exudative bronchopneumonia that closely resembles the disease observed in humans. Analyses revealed a strikingly biphasic syndrome, in which the infection begins with an antiinflammatory state in the first 24-36 h that rapidly progresses to a highly proinflammatory state by 48 h and death by 3 days. To assess the adaptation of Y. pestis to a mammalian environment, we used DNA microarray technology to analyze the transcriptional responses of the bacteria during interaction with the mouse lung. Included among the genes up-regulated in vivo are those comprising the yop-ysc type III secretion system and genes contained within the chromosomal pigmentation locus, validating the use of this technology to identify loci essential to the virulence of Y. pestis.
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Affiliation(s)
- Wyndham W Lathem
- Department of Molecular Microbiology, Washington University School of Medicine, 660 South Euclid Avenue, St. Louis, MO 63110, USA
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16
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Di Cello F, Xie Y, Paul-Satyaseela M, Kim KS. Approaches to bacterial RNA isolation and purification for microarray analysis of Escherichia coli K1 interaction with human brain microvascular endothelial cells. J Clin Microbiol 2005; 43:4197-9. [PMID: 16081976 PMCID: PMC1233938 DOI: 10.1128/jcm.43.8.4197-4199.2005] [Citation(s) in RCA: 19] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/05/2005] [Accepted: 05/10/2005] [Indexed: 11/20/2022] Open
Abstract
We established a protocol for isolation of microarray-grade bacterial RNA from Escherichia coli K1 interacting with human brain microvascular endothelial cells. The extracted RNA was free of human RNA contamination. More importantly, microarray analysis demonstrated that no bias was introduced in the gene expression pattern during the RNA isolation procedure.
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Affiliation(s)
- Francescopaolo Di Cello
- Division of Pediatric Infectious Diseases, Johns Hopkins University School of Medicine, 600 North Wolfe Street, Park 256, Baltimore, MD 21287
| | - Yi Xie
- Division of Pediatric Infectious Diseases, Johns Hopkins University School of Medicine, 600 North Wolfe Street, Park 256, Baltimore, MD 21287
| | - Maneesh Paul-Satyaseela
- Division of Pediatric Infectious Diseases, Johns Hopkins University School of Medicine, 600 North Wolfe Street, Park 256, Baltimore, MD 21287
| | - Kwang Sik Kim
- Division of Pediatric Infectious Diseases, Johns Hopkins University School of Medicine, 600 North Wolfe Street, Park 256, Baltimore, MD 21287
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Pieterse B, Jellema RH, van der Werf MJ. Quenching of microbial samples for increased reliability of microarray data. J Microbiol Methods 2005; 64:207-16. [PMID: 15982764 DOI: 10.1016/j.mimet.2005.04.035] [Citation(s) in RCA: 41] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/19/2005] [Revised: 04/25/2005] [Accepted: 04/26/2005] [Indexed: 10/25/2022]
Abstract
Messenger RNA levels change on a minutes scale due to both degradation and de novo transcription. Consequently, alterations in the transcript profiles that are not representative for the condition of interest are easily introduced during sample harvesting and work-up. In order to avoid these unwanted changes we have validated a -45 degrees C methanol-based quenching method for obtaining reliable and reproducible 'snapshot' samples of Lactobacillus plantarum cells for transcriptome analyses. Transcript profiles of cells harvested with the quenching method were compared with transcript profiles of cells that were harvested according to two different commonly applied protocols. Significant differences between the transcript profiles of cells harvested by the different methods from the same steady-state culture were observed. In total, 42 genes or operons were identified from which the transcript levels were altered when the cells were not immediately quenched upon harvesting. Among these, several have previously been associated with cold-shock response. Furthermore, the reproducibility of transcript profiles improved, as indicated by the fact that the variation in the data sets obtained from the quenched cells was smaller than in the data sets obtained from the cells that were harvested under non-quenched conditions.
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Affiliation(s)
- Bart Pieterse
- Wageningen Centre for Food Sciences, Diedenweg 20, 6700 AN Wageningen, The Netherlands
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Abstract
This special microarray issue of Tuberculosis recognises the important contributions of M. tuberculosis whole genome DNA microarrays to tuberculosis research by bringing together a range of papers that address M. tuberculosis physiology, host-pathogen interactions, mechanisms of drug action, in vitro and in vivo gene expression, host responses, comparative genomics and functional analysis of particular genes. A number of complete datasets of M. tuberculosis mRNA expression levels are provided to facilitate multiple cross-condition comparison. Microarrays represent one of the new functional genomics technologies exploiting genome sequence information that will bring us closer to realising the scientific and moral imperatives of better vaccines, diagnostics and new drugs for the control of tuberculosis throughout the world.
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