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Spatial Network Mapping of Pulmonary Multidrug-Resistant Tuberculosis Cavities Using RNA Sequencing
Rationale: There is poor understanding about protective immunity and the pathogenesis of cavitation in patients with tuberculosis. Objectives: To map pathophysiological pathways at anatomically distinct positions within the human tuberculosis cavity. Methods: Biopsies were obtained from eight predet...
Autores principales: | , , , , , , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
American Thoracic Society
2019
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6680310/ https://www.ncbi.nlm.nih.gov/pubmed/30694692 http://dx.doi.org/10.1164/rccm.201807-1361OC |
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author | Dheda, Keertan Lenders, Laura Srivastava, Shashikant Magombedze, Gesham Wainwright, Helen Raj, Prithvi Bush, Stephen J. Pollara, Gabriele Steyn, Rachelle Davids, Malika Pooran, Anil Pennel, Timothy Linegar, Anthony McNerney, Ruth Moodley, Loven Pasipanodya, Jotam G. Turner, Carolin T. Noursadeghi, Mahdad Warren, Robin M. Wakeland, Edward Gumbo, Tawanda |
author_facet | Dheda, Keertan Lenders, Laura Srivastava, Shashikant Magombedze, Gesham Wainwright, Helen Raj, Prithvi Bush, Stephen J. Pollara, Gabriele Steyn, Rachelle Davids, Malika Pooran, Anil Pennel, Timothy Linegar, Anthony McNerney, Ruth Moodley, Loven Pasipanodya, Jotam G. Turner, Carolin T. Noursadeghi, Mahdad Warren, Robin M. Wakeland, Edward Gumbo, Tawanda |
author_sort | Dheda, Keertan |
collection | PubMed |
description | Rationale: There is poor understanding about protective immunity and the pathogenesis of cavitation in patients with tuberculosis. Objectives: To map pathophysiological pathways at anatomically distinct positions within the human tuberculosis cavity. Methods: Biopsies were obtained from eight predetermined locations within lung cavities of patients with multidrug-resistant tuberculosis undergoing therapeutic surgical resection (n = 14) and healthy lung tissue from control subjects without tuberculosis (n = 10). RNA sequencing, immunohistochemistry, and bacterial load determination were performed at each cavity position. Differentially expressed genes were normalized to control subjects without tuberculosis, and ontologically mapped to identify a spatially compartmentalized pathophysiological map of the cavity. In silico perturbation using a novel distance-dependent dynamical sink model was used to investigate interactions between immune networks and bacterial burden, and to integrate these identified pathways. Measurements and Main Results: The median (range) lung cavity volume on positron emission tomography/computed tomography scans was 50 cm(3) (15–389 cm(3)). RNA sequence reads (31% splice variants) mapped to 19,049 annotated human genes. Multiple proinflammatory pathways were upregulated in the cavity wall, whereas a downregulation “sink” in the central caseum–fluid interface characterized 53% of pathways including neuroendocrine signaling, calcium signaling, triggering receptor expressed on myeloid cells-1, reactive oxygen and nitrogen species production, retinoic acid–mediated apoptosis, and RIG-I-like receptor signaling. The mathematical model demonstrated that neuroendocrine, protein kinase C-θ, and triggering receptor expressed on myeloid cells-1 pathways, and macrophage and neutrophil numbers, had the highest correlation with bacterial burden (r > 0.6), whereas T-helper effector systems did not. Conclusions: These data provide novel insights into host immunity to Mycobacterium tuberculosis–related cavitation. The pathways defined may serve as useful targets for the design of host-directed therapies, and transmission prevention interventions. |
format | Online Article Text |
id | pubmed-6680310 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | American Thoracic Society |
record_format | MEDLINE/PubMed |
spelling | pubmed-66803102019-08-12 Spatial Network Mapping of Pulmonary Multidrug-Resistant Tuberculosis Cavities Using RNA Sequencing Dheda, Keertan Lenders, Laura Srivastava, Shashikant Magombedze, Gesham Wainwright, Helen Raj, Prithvi Bush, Stephen J. Pollara, Gabriele Steyn, Rachelle Davids, Malika Pooran, Anil Pennel, Timothy Linegar, Anthony McNerney, Ruth Moodley, Loven Pasipanodya, Jotam G. Turner, Carolin T. Noursadeghi, Mahdad Warren, Robin M. Wakeland, Edward Gumbo, Tawanda Am J Respir Crit Care Med Original Articles Rationale: There is poor understanding about protective immunity and the pathogenesis of cavitation in patients with tuberculosis. Objectives: To map pathophysiological pathways at anatomically distinct positions within the human tuberculosis cavity. Methods: Biopsies were obtained from eight predetermined locations within lung cavities of patients with multidrug-resistant tuberculosis undergoing therapeutic surgical resection (n = 14) and healthy lung tissue from control subjects without tuberculosis (n = 10). RNA sequencing, immunohistochemistry, and bacterial load determination were performed at each cavity position. Differentially expressed genes were normalized to control subjects without tuberculosis, and ontologically mapped to identify a spatially compartmentalized pathophysiological map of the cavity. In silico perturbation using a novel distance-dependent dynamical sink model was used to investigate interactions between immune networks and bacterial burden, and to integrate these identified pathways. Measurements and Main Results: The median (range) lung cavity volume on positron emission tomography/computed tomography scans was 50 cm(3) (15–389 cm(3)). RNA sequence reads (31% splice variants) mapped to 19,049 annotated human genes. Multiple proinflammatory pathways were upregulated in the cavity wall, whereas a downregulation “sink” in the central caseum–fluid interface characterized 53% of pathways including neuroendocrine signaling, calcium signaling, triggering receptor expressed on myeloid cells-1, reactive oxygen and nitrogen species production, retinoic acid–mediated apoptosis, and RIG-I-like receptor signaling. The mathematical model demonstrated that neuroendocrine, protein kinase C-θ, and triggering receptor expressed on myeloid cells-1 pathways, and macrophage and neutrophil numbers, had the highest correlation with bacterial burden (r > 0.6), whereas T-helper effector systems did not. Conclusions: These data provide novel insights into host immunity to Mycobacterium tuberculosis–related cavitation. The pathways defined may serve as useful targets for the design of host-directed therapies, and transmission prevention interventions. American Thoracic Society 2019-08-01 2019-08-01 /pmc/articles/PMC6680310/ /pubmed/30694692 http://dx.doi.org/10.1164/rccm.201807-1361OC Text en Copyright © 2019 by the American Thoracic Society https://creativecommons.org/licenses/by/4.0/This article is open access and distributed under the terms of the Creative Commons Attribution 4.0 International License (https://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Original Articles Dheda, Keertan Lenders, Laura Srivastava, Shashikant Magombedze, Gesham Wainwright, Helen Raj, Prithvi Bush, Stephen J. Pollara, Gabriele Steyn, Rachelle Davids, Malika Pooran, Anil Pennel, Timothy Linegar, Anthony McNerney, Ruth Moodley, Loven Pasipanodya, Jotam G. Turner, Carolin T. Noursadeghi, Mahdad Warren, Robin M. Wakeland, Edward Gumbo, Tawanda Spatial Network Mapping of Pulmonary Multidrug-Resistant Tuberculosis Cavities Using RNA Sequencing |
title | Spatial Network Mapping of Pulmonary Multidrug-Resistant Tuberculosis Cavities Using RNA Sequencing |
title_full | Spatial Network Mapping of Pulmonary Multidrug-Resistant Tuberculosis Cavities Using RNA Sequencing |
title_fullStr | Spatial Network Mapping of Pulmonary Multidrug-Resistant Tuberculosis Cavities Using RNA Sequencing |
title_full_unstemmed | Spatial Network Mapping of Pulmonary Multidrug-Resistant Tuberculosis Cavities Using RNA Sequencing |
title_short | Spatial Network Mapping of Pulmonary Multidrug-Resistant Tuberculosis Cavities Using RNA Sequencing |
title_sort | spatial network mapping of pulmonary multidrug-resistant tuberculosis cavities using rna sequencing |
topic | Original Articles |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6680310/ https://www.ncbi.nlm.nih.gov/pubmed/30694692 http://dx.doi.org/10.1164/rccm.201807-1361OC |
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