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Wynn EA, Dide-Agossou C, Reichlen M, Rossmassler K, Al Mubarak R, Reid JJ, Tabor ST, Born SEM, Ransom MR, Davidson RM, Walton KN, Benoit JB, Hoppers A, Loy DE, Bauman AA, Massoudi LM, Dolganov G, Strong M, Nahid P, Voskuil MI, Robertson GT, Moore CM, Walter ND. Transcriptional adaptation of Mycobacterium tuberculosis that survives prolonged multi-drug treatment in mice. mBio 2023; 14:e0236323. [PMID: 37905920 PMCID: PMC10746229 DOI: 10.1128/mbio.02363-23] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/13/2023] [Accepted: 09/25/2023] [Indexed: 11/02/2023] Open
Abstract
IMPORTANCE A major reason that curing tuberculosis requires prolonged treatment is that drug exposure changes bacterial phenotypes. The physiologic adaptations of Mycobacterium tuberculosis that survive drug exposure in vivo have been obscure due to low sensitivity of existing methods in drug-treated animals. Using the novel SEARCH-TB RNA-seq platform, we elucidated Mycobacterium tuberculosis phenotypes in mice treated for with the global standard 4-drug regimen and compared them with the effect of the same regimen in vitro. This first view of the transcriptome of the minority Mycobacterium tuberculosis population that withstands treatment in vivo reveals adaptation of a broad range of cellular processes, including a shift in metabolism and cell wall modification. Surprisingly, the change in gene expression induced by treatment in vivo and in vitro was largely similar. This apparent "portability" from in vitro to the mouse provides important new context for in vitro transcriptional analyses that may support early preclinical drug evaluation.
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Affiliation(s)
- Elizabeth A. Wynn
- Rocky Mountain Regional VA Medical Center, Aurora, Colorado, USA
- Department of Biostatistics and Informatics, University of Colorado Anschutz Medical Campus, Aurora, Colorado, USA
- Consortium for Applied Microbial Metrics, Aurora, Colorado, USA
| | - Christian Dide-Agossou
- Rocky Mountain Regional VA Medical Center, Aurora, Colorado, USA
- Consortium for Applied Microbial Metrics, Aurora, Colorado, USA
- Division of Pulmonary Sciences and Critical Care Medicine, University of Colorado Anschutz Medical Campus, Aurora, Colorado, USA
| | - Matthew Reichlen
- Consortium for Applied Microbial Metrics, Aurora, Colorado, USA
- Department of Immunology and Microbiology, University of Colorado Anschutz Medical Campus, Aurora, Colorado, USA
| | - Karen Rossmassler
- Rocky Mountain Regional VA Medical Center, Aurora, Colorado, USA
- Consortium for Applied Microbial Metrics, Aurora, Colorado, USA
- Division of Pulmonary Sciences and Critical Care Medicine, University of Colorado Anschutz Medical Campus, Aurora, Colorado, USA
| | - Reem Al Mubarak
- Rocky Mountain Regional VA Medical Center, Aurora, Colorado, USA
- Consortium for Applied Microbial Metrics, Aurora, Colorado, USA
- Division of Pulmonary Sciences and Critical Care Medicine, University of Colorado Anschutz Medical Campus, Aurora, Colorado, USA
| | - Justin J. Reid
- Rocky Mountain Regional VA Medical Center, Aurora, Colorado, USA
- Consortium for Applied Microbial Metrics, Aurora, Colorado, USA
- Division of Pulmonary Sciences and Critical Care Medicine, University of Colorado Anschutz Medical Campus, Aurora, Colorado, USA
| | - Samuel T. Tabor
- Rocky Mountain Regional VA Medical Center, Aurora, Colorado, USA
- Consortium for Applied Microbial Metrics, Aurora, Colorado, USA
- Division of Pulmonary Sciences and Critical Care Medicine, University of Colorado Anschutz Medical Campus, Aurora, Colorado, USA
| | - Sarah E. M. Born
- Consortium for Applied Microbial Metrics, Aurora, Colorado, USA
- Department of Immunology and Microbiology, University of Colorado Anschutz Medical Campus, Aurora, Colorado, USA
| | - Monica R. Ransom
- Division of Hematology, Department of Medicine, University of Colorado School of Medicine, Aurora, Colorado, USA
| | - Rebecca M. Davidson
- Center for Genes, Environment and Health, National Jewish Health, Denver, Colorado, USA
| | - Kendra N. Walton
- Center for Genes, Environment and Health, National Jewish Health, Denver, Colorado, USA
| | - Jeanne B. Benoit
- Center for Genes, Environment and Health, National Jewish Health, Denver, Colorado, USA
| | - Amanda Hoppers
- Center for Genes, Environment and Health, National Jewish Health, Denver, Colorado, USA
| | - Dorothy E. Loy
- Department of Medicine, University of Colorado School of Medicine, Aurora, Colorado, USA
| | - Allison A. Bauman
- Mycobacteria Research Laboratories, Department of Microbiology, Immunology, and Pathology, Colorado State University, Fort Collins, Colorado, USA
| | - Lisa M. Massoudi
- Mycobacteria Research Laboratories, Department of Microbiology, Immunology, and Pathology, Colorado State University, Fort Collins, Colorado, USA
| | - Gregory Dolganov
- Division of Infectious Diseases and Geographic Medicine, Stanford University, Palo Alto, California, USA
| | - Michael Strong
- Center for Genes, Environment and Health, National Jewish Health, Denver, Colorado, USA
| | - Payam Nahid
- Consortium for Applied Microbial Metrics, Aurora, Colorado, USA
- Division of Pulmonary and Critical Care Medicine, University of California San Francisco, San Francisco, California, USA
- UCSF Center for Tuberculosis, University of California San Francisco, San Francisco, California, USA
| | - Martin I. Voskuil
- Consortium for Applied Microbial Metrics, Aurora, Colorado, USA
- Department of Immunology and Microbiology, University of Colorado Anschutz Medical Campus, Aurora, Colorado, USA
| | - Gregory T. Robertson
- Consortium for Applied Microbial Metrics, Aurora, Colorado, USA
- Mycobacteria Research Laboratories, Department of Microbiology, Immunology, and Pathology, Colorado State University, Fort Collins, Colorado, USA
| | - Camille M. Moore
- Department of Biostatistics and Informatics, University of Colorado Anschutz Medical Campus, Aurora, Colorado, USA
- Consortium for Applied Microbial Metrics, Aurora, Colorado, USA
- Center for Genes, Environment and Health, National Jewish Health, Denver, Colorado, USA
| | - Nicholas D. Walter
- Rocky Mountain Regional VA Medical Center, Aurora, Colorado, USA
- Consortium for Applied Microbial Metrics, Aurora, Colorado, USA
- Division of Pulmonary Sciences and Critical Care Medicine, University of Colorado Anschutz Medical Campus, Aurora, Colorado, USA
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Wynn EA, Dide-Agossou C, Reichlen M, Rossmassler K, Al Mubarak R, Reid JJ, Tabor ST, Born SEM, Ransom MR, Davidson RM, Walton KN, Benoit JB, Hoppers A, Bauman AA, Massoudi LM, Dolganov G, Nahid P, Voskuil MI, Robertson GT, Moore CM, Walter ND. Transcriptional adaptation of drug-tolerant Mycobacterium tuberculosis in mice. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2023:2023.03.06.531356. [PMID: 36945388 PMCID: PMC10028792 DOI: 10.1101/2023.03.06.531356] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 03/09/2023]
Abstract
Transcriptome evaluation of Mycobacterium tuberculosis in the lungs of laboratory animals during long-term treatment has been limited by extremely low abundance of bacterial mRNA relative to eukaryotic RNA. Here we report a targeted amplification RNA sequencing method called SEARCH-TB. After confirming that SEARCH-TB recapitulates conventional RNA-seq in vitro, we applied SEARCH-TB to Mycobacterium tuberculosis-infected BALB/c mice treated for up to 28 days with the global standard isoniazid, rifampin, pyrazinamide, and ethambutol regimen. We compared results in mice with 8-day exposure to the same regimen in vitro. After treatment of mice for 28 days, SEARCH-TB suggested broad suppression of genes associated with bacterial growth, transcription, translation, synthesis of rRNA proteins and immunogenic secretory peptides. Adaptation of drug-stressed Mycobacterium tuberculosis appeared to include a metabolic transition from ATP-maximizing respiration towards lower-efficiency pathways, modification and recycling of cell wall components, large-scale regulatory reprogramming, and reconfiguration of efflux pumps expression. Despite markedly different expression at pre-treatment baseline, murine and in vitro samples had broadly similar transcriptional change during treatment. The differences observed likely indicate the importance of immunity and pharmacokinetics in the mouse. By elucidating the long-term effect of tuberculosis treatment on bacterial cellular processes in vivo, SEARCH-TB represents a highly granular pharmacodynamic monitoring tool with potential to enhance evaluation of new regimens and thereby accelerate progress towards a new generation of more effective tuberculosis treatment.
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Affiliation(s)
- Elizabeth A Wynn
- Rocky Mountain Regional VA Medical Center, Aurora, CO, USA
- Department of Biostatistics and Informatics, University of Colorado, Anschutz Medical Campus, Aurora, CO, USA
- Consortium for Applied Microbial Metrics, Aurora, CO, USA
| | - Christian Dide-Agossou
- Rocky Mountain Regional VA Medical Center, Aurora, CO, USA
- Consortium for Applied Microbial Metrics, Aurora, CO, USA
- Division of Pulmonary Sciences and Critical Care Medicine, University of Colorado Anschutz Medical Campus, Aurora, CO, USA
| | - Matthew Reichlen
- Consortium for Applied Microbial Metrics, Aurora, CO, USA
- Department of Immunology and Microbiology, University of Colorado Anschutz Medical Campus, Aurora, CO, USA
| | - Karen Rossmassler
- Rocky Mountain Regional VA Medical Center, Aurora, CO, USA
- Consortium for Applied Microbial Metrics, Aurora, CO, USA
- Division of Pulmonary Sciences and Critical Care Medicine, University of Colorado Anschutz Medical Campus, Aurora, CO, USA
| | - Reem Al Mubarak
- Rocky Mountain Regional VA Medical Center, Aurora, CO, USA
- Consortium for Applied Microbial Metrics, Aurora, CO, USA
- Division of Pulmonary Sciences and Critical Care Medicine, University of Colorado Anschutz Medical Campus, Aurora, CO, USA
| | - Justin J Reid
- Rocky Mountain Regional VA Medical Center, Aurora, CO, USA
- Consortium for Applied Microbial Metrics, Aurora, CO, USA
- Division of Pulmonary Sciences and Critical Care Medicine, University of Colorado Anschutz Medical Campus, Aurora, CO, USA
| | - Samuel T Tabor
- Rocky Mountain Regional VA Medical Center, Aurora, CO, USA
- Consortium for Applied Microbial Metrics, Aurora, CO, USA
- Division of Pulmonary Sciences and Critical Care Medicine, University of Colorado Anschutz Medical Campus, Aurora, CO, USA
| | - Sarah E M Born
- Consortium for Applied Microbial Metrics, Aurora, CO, USA
- Department of Immunology and Microbiology, University of Colorado Anschutz Medical Campus, Aurora, CO, USA
| | - Monica R Ransom
- Division of Hematology, Department of Medicine, University of Colorado School of Medicine, Aurora, CO, USA
| | - Rebecca M Davidson
- Center for Genes, Environment and Health, National Jewish Health, Denver, CO, USA
| | - Kendra N Walton
- Center for Genes, Environment and Health, National Jewish Health, Denver, CO, USA
| | - Jeanne B Benoit
- Center for Genes, Environment and Health, National Jewish Health, Denver, CO, USA
| | - Amanda Hoppers
- Center for Genes, Environment and Health, National Jewish Health, Denver, CO, USA
| | - Allison A Bauman
- Mycobacteria Research Laboratories, Department of Microbiology, Immunology, and Pathology, Colorado State University, Fort Collins, CO, USA
| | - Lisa M Massoudi
- Mycobacteria Research Laboratories, Department of Microbiology, Immunology, and Pathology, Colorado State University, Fort Collins, CO, USA
| | - Gregory Dolganov
- Division of Infectious Diseases and Geographic Medicine, Stanford University, Palo Alto, CA, USA
| | - Payam Nahid
- Consortium for Applied Microbial Metrics, Aurora, CO, USA
- Division of Pulmonary and Critical Care Medicine, University of California San Francisco, CA, USA
- UCSF Center for Tuberculosis, University of California, San Francisco, CA, USA
| | - Martin I Voskuil
- Consortium for Applied Microbial Metrics, Aurora, CO, USA
- Department of Immunology and Microbiology, University of Colorado Anschutz Medical Campus, Aurora, CO, USA
| | - Gregory T Robertson
- Consortium for Applied Microbial Metrics, Aurora, CO, USA
- Mycobacteria Research Laboratories, Department of Microbiology, Immunology, and Pathology, Colorado State University, Fort Collins, CO, USA
| | - Camille M Moore
- Department of Biostatistics and Informatics, University of Colorado, Anschutz Medical Campus, Aurora, CO, USA
- Consortium for Applied Microbial Metrics, Aurora, CO, USA
- Center for Genes, Environment and Health, National Jewish Health, Denver, CO, USA
| | - Nicholas D Walter
- Rocky Mountain Regional VA Medical Center, Aurora, CO, USA
- Consortium for Applied Microbial Metrics, Aurora, CO, USA
- Division of Pulmonary Sciences and Critical Care Medicine, University of Colorado Anschutz Medical Campus, Aurora, CO, USA
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Dow A, Sule P, O’Donnell TJ, Burger A, Mattila JT, Antonio B, Vergara K, Marcantonio E, Adams LG, James N, Williams PG, Cirillo JD, Prisic S. Zinc limitation triggers anticipatory adaptations in Mycobacterium tuberculosis. PLoS Pathog 2021; 17:e1009570. [PMID: 33989345 PMCID: PMC8121289 DOI: 10.1371/journal.ppat.1009570] [Citation(s) in RCA: 24] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/03/2020] [Accepted: 04/19/2021] [Indexed: 01/06/2023] Open
Abstract
Mycobacterium tuberculosis (Mtb) has complex and dynamic interactions with the human host, and subpopulations of Mtb that emerge during infection can influence disease outcomes. This study implicates zinc ion (Zn2+) availability as a likely driver of bacterial phenotypic heterogeneity in vivo. Zn2+ sequestration is part of "nutritional immunity", where the immune system limits micronutrients to control pathogen growth, but this defense mechanism seems to be ineffective in controlling Mtb infection. Nonetheless, Zn2+-limitation is an environmental cue sensed by Mtb, as calprotectin triggers the zinc uptake regulator (Zur) regulon response in vitro and co-localizes with Zn2+-limited Mtb in vivo. Prolonged Zn2+ limitation leads to numerous physiological changes in vitro, including differential expression of certain antigens, alterations in lipid metabolism and distinct cell surface morphology. Furthermore, Mtb enduring limited Zn2+ employ defensive measures to fight oxidative stress, by increasing expression of proteins involved in DNA repair and antioxidant activity, including well described virulence factors KatG and AhpC, along with altered utilization of redox cofactors. Here, we propose a model in which prolonged Zn2+ limitation defines a population of Mtb with anticipatory adaptations against impending immune attack, based on the evidence that Zn2+-limited Mtb are more resistant to oxidative stress and exhibit increased survival and induce more severe pulmonary granulomas in mice. Considering that extracellular Mtb may transit through the Zn2+-limited caseum before infecting naïve immune cells or upon host-to-host transmission, the resulting phenotypic heterogeneity driven by varied Zn2+ availability likely plays a key role during early interactions with host cells.
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Affiliation(s)
- Allexa Dow
- School of Life Sciences, University of Hawaiʻi at Mānoa, Honolulu, Hawaii, United States of America
| | - Preeti Sule
- Microbial Pathogenesis and Immunology, Texas A&M University Health, Bryan, Texas, United States of America
| | - Timothy J. O’Donnell
- Department of Chemistry, University of Hawaiʻi at Mānoa, Honolulu, Hawaii, United States of America
| | - Andrew Burger
- School of Ocean and Earth Science and Technology, University of Hawaiʻi at Mānoa, Honolulu, Hawaii, United States of America
| | - Joshua T. Mattila
- Department of Infectious Diseases and Microbiology, University of Pittsburgh, Pittsburgh, Pennsylvania, United States of America
| | - Brandi Antonio
- School of Life Sciences, University of Hawaiʻi at Mānoa, Honolulu, Hawaii, United States of America
| | - Kevin Vergara
- School of Life Sciences, University of Hawaiʻi at Mānoa, Honolulu, Hawaii, United States of America
| | - Endrei Marcantonio
- School of Life Sciences, University of Hawaiʻi at Mānoa, Honolulu, Hawaii, United States of America
| | - L. Garry Adams
- Department of Veterinary Pathobiology, Texas A&M University, College Station, Texas, United States of America
| | - Nicholas James
- Department of Cell and Molecular Biology, John A. Burns School of Medicine, Honolulu, Hawaii, United States of America
| | - Philip G. Williams
- Department of Chemistry, University of Hawaiʻi at Mānoa, Honolulu, Hawaii, United States of America
| | - Jeffrey D. Cirillo
- Microbial Pathogenesis and Immunology, Texas A&M University Health, Bryan, Texas, United States of America
| | - Sladjana Prisic
- School of Life Sciences, University of Hawaiʻi at Mānoa, Honolulu, Hawaii, United States of America
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