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Pisu D, Russell DG. Protocol for multi-modal single-cell RNA sequencing on M. tuberculosis-infected mouse lungs. STAR Protoc 2023; 4:102102. [PMID: 36853694 PMCID: PMC9937979 DOI: 10.1016/j.xpro.2023.102102] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/21/2022] [Revised: 12/20/2022] [Accepted: 01/20/2023] [Indexed: 02/09/2023] Open
Abstract
To elucidate how different immune cells contribute to control or progression of M. tuberculosis (Mtb) infection, we developed a technique to perform multi-modal single-cell RNA sequencing (scRNA-seq) from in vivo Mtb-infected lung macrophages. This protocol simultaneously acquires the transcriptome, surface marker expression, and bacterial phenotype of each infected cell. We describe steps for sorting Mtb-infected cells and staining with CITE-seq antibodies, as well as for methanol fixation and generation of scRNA-seq libraries. This protocol can be used on tissues derived from murine, nonhuman primate, and human infections. For complete details on the use and execution of this protocol, please refer to Pisu et al. (2021).1.
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Affiliation(s)
- Davide Pisu
- Microbiology and Immunology, College of Veterinary Medicine, Cornell University, Ithaca, NY 14853, USA.
| | - David G Russell
- Microbiology and Immunology, College of Veterinary Medicine, Cornell University, Ithaca, NY 14853, USA.
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2
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Theriault ME, Pisu D, Wilburn KM, Lê-Bury G, MacNamara CW, Michael Petrassi H, Love M, Rock JM, VanderVen BC, Russell DG. Iron limitation in M. tuberculosis has broad impact on central carbon metabolism. Commun Biol 2022; 5:685. [PMID: 35810253 PMCID: PMC9271047 DOI: 10.1038/s42003-022-03650-z] [Citation(s) in RCA: 10] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/15/2022] [Accepted: 06/28/2022] [Indexed: 11/26/2022] Open
Abstract
Mycobacterium tuberculosis (Mtb), the cause of the human pulmonary disease tuberculosis (TB), contributes to approximately 1.5 million deaths every year. Prior work has established that lipids are actively catabolized by Mtb in vivo and fulfill major roles in Mtb physiology and pathogenesis. We conducted a high-throughput screen to identify inhibitors of Mtb survival in its host macrophage. One of the hit compounds identified in this screen, sAEL057, demonstrates highest activity on Mtb growth in conditions where cholesterol was the primary carbon source. Transcriptional and functional data indicate that sAEL057 limits Mtb’s access to iron by acting as an iron chelator. Furthermore, pharmacological and genetic inhibition of iron acquisition results in dysregulation of cholesterol catabolism, revealing a previously unappreciated linkage between these pathways. Characterization of sAEL057’s mode of action argues that Mtb’s metabolic regulation reveals vulnerabilities in those pathways that impact central carbon metabolism. An inhibitor of Mycobacterium tuberculosis (Mtb) survival acts as an iron chelator, demonstrating that iron deprivation alters Mtb cholesterol and central carbon metabolism.
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Affiliation(s)
- Monique E Theriault
- Department of Microbiology and Immunology, College of Veterinary Medicine, Cornell University, Ithaca, NY, USA
| | - Davide Pisu
- Department of Microbiology and Immunology, College of Veterinary Medicine, Cornell University, Ithaca, NY, USA
| | - Kaley M Wilburn
- Department of Microbiology and Immunology, College of Veterinary Medicine, Cornell University, Ithaca, NY, USA
| | - Gabrielle Lê-Bury
- Department of Microbiology and Immunology, College of Veterinary Medicine, Cornell University, Ithaca, NY, USA
| | - Case W MacNamara
- California Institute for Biomedical Research (Calibr), La Jolla, CA, USA
| | - H Michael Petrassi
- California Institute for Biomedical Research (Calibr), La Jolla, CA, USA
| | - Melissa Love
- California Institute for Biomedical Research (Calibr), La Jolla, CA, USA
| | - Jeremy M Rock
- Department of Host-Pathogen Biology, The Rockefeller University, New York, NY, USA
| | - Brian C VanderVen
- Department of Microbiology and Immunology, College of Veterinary Medicine, Cornell University, Ithaca, NY, USA
| | - David G Russell
- Department of Microbiology and Immunology, College of Veterinary Medicine, Cornell University, Ithaca, NY, USA.
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3
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Pisu D, Huang L, Narang V, Theriault M, Lê-Bury G, Lee B, Lakudzala AE, Mzinza DT, Mhango DV, Mitini-Nkhoma SC, Jambo KC, Singhal A, Mwandumba HC, Russell DG. Single cell analysis of M. tuberculosis phenotype and macrophage lineages in the infected lung. J Exp Med 2021; 218:e20210615. [PMID: 34292313 PMCID: PMC8302446 DOI: 10.1084/jem.20210615] [Citation(s) in RCA: 62] [Impact Index Per Article: 20.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/18/2021] [Revised: 05/19/2021] [Accepted: 06/24/2021] [Indexed: 12/11/2022] Open
Abstract
In this study, we detail a novel approach that combines bacterial fitness fluorescent reporter strains with scRNA-seq to simultaneously acquire the host transcriptome, surface marker expression, and bacterial phenotype for each infected cell. This approach facilitates the dissection of the functional heterogeneity of M. tuberculosis-infected alveolar (AMs) and interstitial macrophages (IMs) in vivo. We identify clusters of pro-inflammatory AMs associated with stressed bacteria, in addition to three different populations of IMs with heterogeneous bacterial phenotypes. Finally, we show that the main macrophage populations in the lung are epigenetically constrained in their response to infection, while inter-species comparison reveals that most AMs subsets are conserved between mice and humans. This conceptual approach is readily transferable to other infectious disease agents with the potential for an increased understanding of the roles that different host cell populations play during the course of an infection.
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MESH Headings
- Animals
- Antitubercular Agents/pharmacology
- Bronchoalveolar Lavage Fluid/microbiology
- CD11 Antigens/immunology
- CD11 Antigens/metabolism
- Epigenesis, Genetic
- Gene Expression Regulation, Bacterial
- Heme/metabolism
- Host-Pathogen Interactions
- Humans
- Lung/microbiology
- Lung/pathology
- Macrophages, Alveolar/immunology
- Macrophages, Alveolar/microbiology
- Macrophages, Alveolar/pathology
- Mice, Inbred C57BL
- Microorganisms, Genetically-Modified
- Mycobacterium tuberculosis/drug effects
- Mycobacterium tuberculosis/genetics
- Mycobacterium tuberculosis/immunology
- Mycobacterium tuberculosis/pathogenicity
- Sequence Analysis, RNA
- Single-Cell Analysis
- Tuberculosis, Pulmonary/genetics
- Tuberculosis, Pulmonary/microbiology
- Tuberculosis, Pulmonary/pathology
- Mice
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Affiliation(s)
- Davide Pisu
- Microbiology and Immunology, College of Veterinary Medicine, Cornell University, Ithaca, NY
| | - Lu Huang
- Microbiology and Immunology, College of Veterinary Medicine, Cornell University, Ithaca, NY
- Microbiology and Immunology, University of Arkansas for Medical Sciences, Little Rock, AR
| | - Vipin Narang
- Singapore Immunology Network, Agency for Science, Technology and Research, Singapore
| | - Monique Theriault
- Microbiology and Immunology, College of Veterinary Medicine, Cornell University, Ithaca, NY
| | - Gabrielle Lê-Bury
- Microbiology and Immunology, College of Veterinary Medicine, Cornell University, Ithaca, NY
| | - Bernett Lee
- Singapore Immunology Network, Agency for Science, Technology and Research, Singapore
| | - Agnes E. Lakudzala
- Malawi Liverpool Wellcome Trust Clinical Research Program, University of Malawi College of Medicine, Blantyre, Malawi
| | - David T. Mzinza
- Malawi Liverpool Wellcome Trust Clinical Research Program, University of Malawi College of Medicine, Blantyre, Malawi
| | - David V. Mhango
- Malawi Liverpool Wellcome Trust Clinical Research Program, University of Malawi College of Medicine, Blantyre, Malawi
| | - Steven C. Mitini-Nkhoma
- Malawi Liverpool Wellcome Trust Clinical Research Program, University of Malawi College of Medicine, Blantyre, Malawi
| | - Kondwani C. Jambo
- Malawi Liverpool Wellcome Trust Clinical Research Program, University of Malawi College of Medicine, Blantyre, Malawi
- Department of Clinical Sciences, Liverpool School of Tropical Medicine, Liverpool, UK
| | - Amit Singhal
- Singapore Immunology Network, Agency for Science, Technology and Research, Singapore
- A*STAR Infectious Diseases Laboratories, Agency for Science, Technology and Research, Singapore
| | - Henry C. Mwandumba
- Malawi Liverpool Wellcome Trust Clinical Research Program, University of Malawi College of Medicine, Blantyre, Malawi
- Department of Clinical Sciences, Liverpool School of Tropical Medicine, Liverpool, UK
| | - David G. Russell
- Microbiology and Immunology, College of Veterinary Medicine, Cornell University, Ithaca, NY
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Mattila JT, Pisu D, Junecko BA, Flynn JL, Russell DG. mCherry-expressing Mycobacterium tuberculosis gives insight into host cell tropism and immune pressure at the single bacterium level in macaques with tuberculosis. The Journal of Immunology 2021. [DOI: 10.4049/jimmunol.206.supp.110.08] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 02/10/2023]
Abstract
Abstract
Tuberculosis is caused by Mycobacterium tuberculosis (Mtb) and is associated with granuloma formation in the lungs and other tissues. These lesions can limit bacterial replication but also contain host cells for Mtb and support bacterial persistence and dissemination in poorly controlled disease. Macrophages are often viewed as primary host cells for Mtb but work in mice demonstrates that other cell types host Mtb in acute infection. Less is known about host cell tropism in human TB, especially in the early stages of infection but these early interactions may have implications for later stages of disease. To identify which cells are infected in early and established TB, we infected two cynomolgus macaques with an mCherry-expressing Mtb strain and used flow cytometry and microscopy to identify and phenotype the infected cells at four- and ten-weeks post infection. This approach also allowed us to compare bacterial mCherry expression and size to determine if granulomas exert different levels of pressure on Mtb that vary by timepoint or lesion type. We found that granulomas contained numerous Mtb-infected neutrophils and macrophages at four weeks post infection but fewer infected neutrophils at ten weeks post infection. When the fluorescence and size of individual bacteria were compared across granulomas and timepoints, we found that bacteria in high Mtb burden granulomas were more fluorescent than bacteria in granulomas that contained fewer bacteria, and the bacteria in the four-week granulomas were longer, suggesting that early granulomas are better at supporting Mtb growth than granulomas in established disease. These results provide new insights into Mtb-host cell dynamics in a nonhuman primate model that replicates human TB.
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Affiliation(s)
| | - Davide Pisu
- 2Department of Microbiology and Immunology, College of Veterinary Medicine, Cornell University
| | | | | | - David G. Russell
- 2Department of Microbiology and Immunology, College of Veterinary Medicine, Cornell University
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Pisu D, Huang L, Grenier JK, Russell DG. Dual RNA-Seq of Mtb-Infected Macrophages In Vivo Reveals Ontologically Distinct Host-Pathogen Interactions. Cell Rep 2021; 30:335-350.e4. [PMID: 31940480 PMCID: PMC7032562 DOI: 10.1016/j.celrep.2019.12.033] [Citation(s) in RCA: 119] [Impact Index Per Article: 39.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/02/2019] [Revised: 10/31/2019] [Accepted: 12/10/2019] [Indexed: 12/13/2022] Open
Abstract
Dissecting the in vivo host-pathogen interplay is crucial to understanding the molecular mechanisms governing control or progression of intracellular infections. In this work, we explore the in vivo molecular dynamics of Mtb infection by performing dual RNA-seq on Mycobacterium tuberculosis-infected, ontogenetically distinct macrophage lineages isolated directly from murine lungs. We first define an in vivo signature of 180 genes specifically upregulated by Mtb in mouse lung macrophages, then we uncover a divergent transcriptional response of the bacteria between alveolar macrophages that appear to sustain Mtb growth through increased access to iron and fatty acids and interstitial macrophages that restrict Mtb growth through iron sequestration and higher levels of nitric oxide. We use an enrichment protocol for bacterial transcripts, which enables us to probe Mtb physiology at the host cell level in an in vivo environment, with broader application in understanding the infection dynamics of intracellular pathogens in general. In this study Pisu et al. performed dual RNA-seq on Mycobacterium tuberculosis-infected, ontogenetically distinct macrophage lineages isolated directly from infected murine lungs. The transcriptional response of host and bacteria diverged between alveolar macrophages that sustain Mtb growth and interstitial macrophages that restrict Mtb growth.
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Affiliation(s)
- Davide Pisu
- Microbiology and Immunology, College of Veterinary Medicine, Cornell University, Ithaca, NY 14853, USA
| | - Lu Huang
- Microbiology and Immunology, College of Veterinary Medicine, Cornell University, Ithaca, NY 14853, USA
| | - Jennifer K Grenier
- RNA Sequencing Core, Department of Biomedical Sciences, College of Veterinary Medicine, Cornell University, Ithaca, NY 14853, USA
| | - David G Russell
- Microbiology and Immunology, College of Veterinary Medicine, Cornell University, Ithaca, NY 14853, USA.
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6
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Abstract
Dual RNA-sequencing is a powerful technique to assess both bacterial and host transcriptomes in an unbiased way. We developed a protocol to perform Dual RNA-seq on in vivo-derived macrophage populations infected with Mycobacterium tuberculosis. Here, we provide a practical step-by-step guide to execute the protocol on Mtb-infected cells from a murine infection model. Our protocol can also be easily applied to perform Dual RNA-seq on in vitro-derived cells as well as different Mtb-infected host cell types. For complete details on the use and execution of this protocol, please refer to Pisu et al. (2020) Dual RNA-seq of M. tuberculosis-infected cells Simultaneous profiling of host and pathogen transcripts from an in vivo infection model Gain in-depth understanding of host-pathogen interactions at the molecular level
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Affiliation(s)
- Davide Pisu
- Microbiology and Immunology, College of Veterinary Medicine, Cornell University, Ithaca, NY 14853, USA
| | - Lu Huang
- Microbiology and Immunology, College of Veterinary Medicine, Cornell University, Ithaca, NY 14853, USA
| | - Bom Nae Rin Lee
- Microbiology and Immunology, College of Veterinary Medicine, Cornell University, Ithaca, NY 14853, USA
| | - Jennifer K Grenier
- RNA Sequencing Core, Department of Biomedical Sciences, College of Veterinary Medicine, Cornell University, Ithaca, NY 14853, USA
| | - David G Russell
- Microbiology and Immunology, College of Veterinary Medicine, Cornell University, Ithaca, NY 14853, USA
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Huang L, Kushner NL, Theriault ME, Pisu D, Tan S, McNamara CW, Petrassi HM, Russell DG, Brown AC. The Deconstructed Granuloma: A Complex High-Throughput Drug Screening Platform for the Discovery of Host-Directed Therapeutics Against Tuberculosis. Front Cell Infect Microbiol 2018; 8:275. [PMID: 30155446 PMCID: PMC6102409 DOI: 10.3389/fcimb.2018.00275] [Citation(s) in RCA: 21] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/02/2018] [Accepted: 07/23/2018] [Indexed: 12/14/2022] Open
Abstract
Mycobacterium tuberculosis (Mtb) continues to be a threat to Global Public Health, and its control will require an array of therapeutic strategies. It has been appreciated that high-throughput screens using cell-based assays to identify compounds targeting Mtb within macrophages represent a valuable tool for drug discovery. However, the host immune environment, in the form of lymphocytes and cytokines, is completely absent in a chemical screening platform based on infected macrophages alone. The absence of these players unnecessarily limits the breadth of novel host target pathways to be interrogated. In this study, we detail a new drug screening platform based on dissociated murine TB granulomas, named the Deconstructed Granuloma (DGr), that utilizes fluorescent Mtb reporter strains screened in the host immune environment of the infection site. The platform has been used to screen a collection of known drug candidates. Data from a representative 384-well plate containing known anti-bacterial compounds are shown, illustrating the robustness of the screening platform. The novel deconstructed granuloma platform represents an accessible, sensitive and robust high-throughput screen suitable for the inclusive interrogation of immune targets for Host-Directed Therapeutics.
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Affiliation(s)
- Lu Huang
- Department of Microbiology and Immunology, College of Veterinary Medicine, Cornell University, Ithaca, NY, United States
| | - Nicole L Kushner
- Department of Microbiology and Immunology, College of Veterinary Medicine, Cornell University, Ithaca, NY, United States
| | - Monique E Theriault
- Department of Microbiology and Immunology, College of Veterinary Medicine, Cornell University, Ithaca, NY, United States
| | - Davide Pisu
- Department of Microbiology and Immunology, College of Veterinary Medicine, Cornell University, Ithaca, NY, United States
| | - Shumin Tan
- Department of Molecular Biology and Microbiology, Tufts University School of Medicine, Boston, MA, United States
| | - Case W McNamara
- California Institute for Biomedical Research (Calibr), La Jolla, CA, United States
| | - H Mike Petrassi
- California Institute for Biomedical Research (Calibr), La Jolla, CA, United States
| | - David G Russell
- Department of Microbiology and Immunology, College of Veterinary Medicine, Cornell University, Ithaca, NY, United States
| | - Amanda C Brown
- Department of Microbiology and Immunology, College of Veterinary Medicine, Cornell University, Ithaca, NY, United States
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Serafini A, Pisu D, Palù G, Rodriguez GM, Manganelli R. The ESX-3 secretion system is necessary for iron and zinc homeostasis in Mycobacterium tuberculosis. PLoS One 2013; 8:e78351. [PMID: 24155985 PMCID: PMC3796483 DOI: 10.1371/journal.pone.0078351] [Citation(s) in RCA: 84] [Impact Index Per Article: 7.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/19/2013] [Accepted: 09/18/2013] [Indexed: 12/25/2022] Open
Abstract
ESX-3 is one of the five type VII secretion systems encoded by the Mycobacterium tuberculosis genome. We recently showed the essentiality of ESX-3 for M. tuberculosis viability and proposed its involvement in iron and zinc metabolism. In this study we confirmed the role of ESX-3 in iron uptake and its involvement in the adaptation to low zinc environment in M. tuberculosis. Moreover, we unveiled functional differences between the ESX-3 roles in M. tuberculosis and M. smegmatis showing that in the latter ESX-3 is only involved in the adaptation to iron and not to zinc restriction. Finally, we also showed that in M. tuberculosis this secretion system is essential for iron and zinc homeostasis not only in conditions in which the concentrations of these metals are limiting but also in metal sufficient conditions.
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Affiliation(s)
- Agnese Serafini
- Department of Molecular Medicine, University of Padova, Padova, Italy
| | - Davide Pisu
- Department of Molecular Medicine, University of Padova, Padova, Italy
| | - Giorgio Palù
- Department of Molecular Medicine, University of Padova, Padova, Italy
| | - G. Marcela Rodriguez
- Public Health Research Institute - Rutgers, the State University of New Jersey, Newark, New Jersey, United States of America
| | - Riccardo Manganelli
- Department of Molecular Medicine, University of Padova, Padova, Italy
- * E-mail:
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