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Sandi JD, Levy JI, Tapela K, Zeller M, Yeboah JA, Saka DF, Grant DS, Awandare GA, Quashie PK, Andersen KG, Paemka L. Upper Airway Epithelial Tissue Transcriptome Analysis Reveals Immune Signatures Associated with COVID-19 Severity in Ghanaians. J Immunol Res 2024; 2024:6668017. [PMID: 38375062 PMCID: PMC10876312 DOI: 10.1155/2024/6668017] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/08/2023] [Revised: 11/04/2023] [Accepted: 01/03/2024] [Indexed: 02/21/2024] Open
Abstract
The immunological signatures driving the severity of coronavirus disease 19 (COVID-19) in Ghanaians remain poorly understood. We performed bulk transcriptome sequencing of nasopharyngeal samples from severe acute respiratory syndrome coronavirus-2 (SARS-CoV-2)-infected Ghanaians with mild and severe COVID-19, as well as healthy controls to characterize immune signatures at the primary SARS-CoV-2 infection site and identify drivers of disease severity. Generally, a heightened antiviral response was observed in SARS-CoV-2-infected Ghanaians compared with uninfected controls. COVID-19 severity was associated with immune suppression, overexpression of proinflammatory cytokines, including CRNN, IL1A, S100A7, and IL23A, and activation of pathways involved in keratinocyte proliferation. SAMD9L was among the differentially regulated interferon-stimulated genes in our mild and severe disease cohorts, suggesting that it may play a critical role in SARS-CoV-2 pathogenesis. By comparing our data with a publicly available dataset from a non-African (Indians) (GSE166530), an elevated expression of antiviral response-related genes was noted in COVID-19-infected Ghanaians. Overall, the study describes immune signatures driving COVID-19 severity in Ghanaians and identifies immune drivers that could serve as potential prognostic markers for future outbreaks or pandemics. It further provides important preliminary evidence suggesting differences in antiviral response at the upper respiratory interface in sub-Saharan Africans (Ghanaians) and non-Africans, which could be contributing to the differences in disease outcomes. Further studies using larger datasets from different populations will expand on these findings.
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Affiliation(s)
- John Demby Sandi
- West African Centre for Cell Biology of Infectious Pathogens (WACCBIP), College of Basic and Applied Sciences, University of Ghana, Accra, Ghana
- Department of Biochemistry, Cell and Molecular Biology (BCMB), School of Biological Sciences, College of Basic and Applied Sciences, University of Ghana, Accra, Ghana
- Faculty of Laboratory Medicine, College of Medicine and Allied Health Sciences, University of Sierra Leone, Freetown, Sierra Leone
- Kenema Government Hospital, Kenema, Sierra Leone
| | - Joshua I. Levy
- Department of Immunology and Microbiology, The Scripps Research Institute, San Diego, California 92037, USA
| | - Kesego Tapela
- West African Centre for Cell Biology of Infectious Pathogens (WACCBIP), College of Basic and Applied Sciences, University of Ghana, Accra, Ghana
- Department of Biochemistry, Cell and Molecular Biology (BCMB), School of Biological Sciences, College of Basic and Applied Sciences, University of Ghana, Accra, Ghana
| | - Mark Zeller
- Department of Immunology and Microbiology, The Scripps Research Institute, San Diego, California 92037, USA
| | - Joshua Afari Yeboah
- Department of Biochemistry, Cell and Molecular Biology (BCMB), School of Biological Sciences, College of Basic and Applied Sciences, University of Ghana, Accra, Ghana
| | - Daniel Frimpong Saka
- Department of Biochemistry, Cell and Molecular Biology (BCMB), School of Biological Sciences, College of Basic and Applied Sciences, University of Ghana, Accra, Ghana
| | - Donald S. Grant
- Faculty of Laboratory Medicine, College of Medicine and Allied Health Sciences, University of Sierra Leone, Freetown, Sierra Leone
- Kenema Government Hospital, Kenema, Sierra Leone
| | - Gordon A. Awandare
- West African Centre for Cell Biology of Infectious Pathogens (WACCBIP), College of Basic and Applied Sciences, University of Ghana, Accra, Ghana
- Department of Biochemistry, Cell and Molecular Biology (BCMB), School of Biological Sciences, College of Basic and Applied Sciences, University of Ghana, Accra, Ghana
| | - Peter K. Quashie
- West African Centre for Cell Biology of Infectious Pathogens (WACCBIP), College of Basic and Applied Sciences, University of Ghana, Accra, Ghana
- Department of Biochemistry, Cell and Molecular Biology (BCMB), School of Biological Sciences, College of Basic and Applied Sciences, University of Ghana, Accra, Ghana
| | - Kristian G. Andersen
- Department of Immunology and Microbiology, The Scripps Research Institute, San Diego, California 92037, USA
| | - Lily Paemka
- West African Centre for Cell Biology of Infectious Pathogens (WACCBIP), College of Basic and Applied Sciences, University of Ghana, Accra, Ghana
- Department of Biochemistry, Cell and Molecular Biology (BCMB), School of Biological Sciences, College of Basic and Applied Sciences, University of Ghana, Accra, Ghana
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2
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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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3
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Mvubu NE, Jacoby K. Mycobacterium tuberculosis complex molecular networks and their regulation: Implications of strain heterogeneity on epigenetic diversity and transcriptome regulation. Heliyon 2023; 9:e22611. [PMID: 38046135 PMCID: PMC10686871 DOI: 10.1016/j.heliyon.2023.e22611] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/14/2023] [Revised: 11/13/2023] [Accepted: 11/15/2023] [Indexed: 12/05/2023] Open
Abstract
Tuberculosis has been a public health crisis since the 1900, which has caused the highest mortalities due to a single bacterial infection worldwide, that was recently further complicated by the Coronavirus disease 2019 pandemic. The causative agent of Tuberculosis, Mycobacterium tuberculosis, belongs to a genetically well-characterized family of strains known as the Mycobacterium tuberculosis complex, which has complicated progress made towards eradicating Tuberculosis due to pathogen-specific phenotypic differences in the members of this complex. Mycobacterium tuberculosis complex strains are genetically diverse human- and animal-adapted pathogens belonging to 7 lineages (Indo-Oceanic, East-Asian, East-African Indian, Euro-American, M. africanum West Africa 1, M. africanum West Africa 2 and Ethopia), respectively and the recently identified Lineage 8 and M. africanum Lineage 9. Genomic studies have revealed that Mycobacterium tuberculosis complex members are ∼99 % similar, however, due to selective pressure and adaptation to human host, they are prone to mutations that have resulted in development of drug resistance and phenotypic heterogeneity that impact strain virulence. Furthermore, members of the Mycobacterium tuberculosis complex have preferred geographic locations and possess unique phenotypic characteristics that is linked to their pathogenicity. Due to the recent advances in development next generation sequencing platforms, several studies have revealed epigenetic changes in genomic regions combined with "unique" gene regulatory mechanisms through non-coding RNAs that are responsible for strain-specific behaviour on in vitro and in vivo infection models. The current review provides up to date epigenetic patterns, gene regulation through non-coding RNAs, together with implications of these mechanisms in down-stream proteome and metabolome, which may be responsible for "unique" responses to infection by members of the Mycobacterium tuberculosis complex. Understanding lineage-specific molecular mechanisms during infection may provide novel drug targets and disease control measures towards World Health organization END-TB strategy.
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Affiliation(s)
- Nontobeko Eunice Mvubu
- Medical Microbiology, School of Laboratory Medicine and Medical Sciences, College of Health Sciences, University of KwaZulu-Natal, Durban, 4000, South Africa
| | - Kieran Jacoby
- Medical Microbiology, School of Laboratory Medicine and Medical Sciences, College of Health Sciences, University of KwaZulu-Natal, Durban, 4000, South Africa
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4
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Flores-Garza E, Hernández-Pando R, García-Zárate I, Aguirre P, Domínguez-Hüttinger E. Bifurcation analysis of a tuberculosis progression model for drug target identification. Sci Rep 2023; 13:17567. [PMID: 37845271 PMCID: PMC10579266 DOI: 10.1038/s41598-023-44569-7] [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: 05/22/2023] [Accepted: 10/10/2023] [Indexed: 10/18/2023] Open
Abstract
Tuberculosis (TB) is a major cause of morbidity and mortality worldwide. The emergence and rapid spread of drug-resistant M. tuberculosis strains urge us to develop novel treatments. Experimental trials are constrained by laboratory capacity, insufficient funds, low number of laboratory animals and obsolete technology. Systems-level approaches to quantitatively study TB can overcome these limitations. Previously, we proposed a mathematical model describing the key regulatory mechanisms underlying the pathological progression of TB. Here, we systematically explore the effect of parameter variations on disease outcome. We find five bifurcation parameters that steer the clinical outcome of TB: number of bacteria phagocytosed per macrophage, macrophages death, macrophage killing by bacteria, macrophage recruitment, and phagocytosis of bacteria. The corresponding bifurcation diagrams show all-or-nothing dose-response curves with parameter regions mapping onto bacterial clearance, persistent infection, or history-dependent clearance or infection. Importantly, the pathogenic stage strongly affects the sensitivity of the host to these parameter variations. We identify parameter values corresponding to a latent-infection model of TB, where disease progression occurs significantly slower than in progressive TB. Two-dimensional bifurcation analyses uncovered synergistic parameter pairs that could act as efficient compound therapeutic approaches. Through bifurcation analysis, we reveal how modulation of specific regulatory mechanisms could steer the clinical outcome of TB.
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Affiliation(s)
- Eliezer Flores-Garza
- Departamento de Biología Molecular y Biotecnología, Instituto de Investigaciones Biomédicas, Universidad Nacional Autónoma de México, Ciudad Universitaria, 04510, Mexico, Mexico
| | - Rogelio Hernández-Pando
- Sección de Patología Experimental, Departamento de Patología, Instituto Nacional de Ciencias Médicas y Nutrición Salvador Zubirán, Vasco de Quiroga 15, Belisario Domínguez Secc. 16, Tlalpan, 14080, Mexico City, Mexico
| | - Ibrahim García-Zárate
- Facultad de Ciencias, Universidad Nacional Autónoma de México, Ciudad Universitaria, Coyoacán, 04510, Mexico City, Mexico
| | - Pablo Aguirre
- Departamento de Matemática, Universidad Técnica Federico Santa María, Casilla 110-V, Valparaíso, Chile
| | - Elisa Domínguez-Hüttinger
- Departamento de Biología Molecular y Biotecnología, Instituto de Investigaciones Biomédicas, Universidad Nacional Autónoma de México, Ciudad Universitaria, 04510, Mexico, Mexico.
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5
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Mvubu NE, Salig A, Moopanar K, Nyide A, Govender D, Mankayi E. A quick, easy and efficient protocol for extracting high-quality RNA from Mycobacterium tuberculosis using a spin column commercial kit. BMC Res Notes 2023; 16:145. [PMID: 37443138 DOI: 10.1186/s13104-023-06424-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/11/2022] [Accepted: 07/04/2023] [Indexed: 07/15/2023] Open
Abstract
RNA extraction from Mycobacterium tuberculosis has been a historically challenging task for researchers due to the thick lipids associated with the cell wall of this "notorious" pathogen that is responsible for Tuberculosis (TB) outbreaks. Several studies have successfully extracted RNA from M. tuberculosis using a Trizol reagent combined with organic solvents. Recently, our laboratory has successfully extracted high quality total RNA using a commercial kit from clinical strains belonging to F15/LAM4/KZN, Beijing and F11 strain families and H37Rv laboratory strain by exploiting high speed homogenizer for cell lysis and spin columns for RNA purification. The quality and integrity of the extracted RNA was analyzed and confirmed through the Nanodrop, Bioanalyzer and RNA 3-(N-morpholino) propanesulfonic acid (MOPS) gel electrophoresis. Furthermore, to confirm the integrity of small RNA (sRNA) molecules due to their vulnerability to degradation, the RNA samples were converted to cDNA and sRNAs were amplified and confirmed through PCR. This detailed RNA extraction protocol proposes to carve a new path into TB transcriptome research without the use of organic solvent for downstream purification steps while yielding high quality RNA that can be used to understand M. tuberculosis transcriptome regulation.
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Affiliation(s)
- N E Mvubu
- Medical Microbiology, School of Laboratory Medicine and Medical Sciences, College of Health Science, Medical School, University of KwaZulu Natal, Private Bag X54001, Durban, 4000, South Africa.
| | - A Salig
- Microbiology, School of Life Sciences, College of Agriculture, Engineering and Science, University of KwaZulu Natal, Durban, South Africa
| | - K Moopanar
- Microbiology, School of Life Sciences, College of Agriculture, Engineering and Science, University of KwaZulu Natal, Durban, South Africa
| | - Asg Nyide
- Microbiology, School of Life Sciences, College of Agriculture, Engineering and Science, University of KwaZulu Natal, Durban, South Africa
| | - D Govender
- Microbiology, School of Life Sciences, College of Agriculture, Engineering and Science, University of KwaZulu Natal, Durban, South Africa
| | - E Mankayi
- Microbiology, School of Life Sciences, College of Agriculture, Engineering and Science, University of KwaZulu Natal, Durban, South Africa
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6
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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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7
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Barreiro C, Ibáñez AM. Bidimensional Analyses of the Intra- and Extracellular Proteomes of Steroid Producer Mycobacteria. Methods Mol Biol 2023; 2704:115-141. [PMID: 37642841 DOI: 10.1007/978-1-0716-3385-4_7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 08/31/2023]
Abstract
The importance of the pathogenic mycobacteria has mainly focused the omic analyses on different aspects of their clinical significance. However, those industrially relevant mycobacteria have received less attention, even though the steroid market sales in 2021 were estimated in $56.45 billion.The extracellular proteome, due to its relevance in the sterol processing and uptake, and the intracellular proteome, because of its role in steroids bioconversion, are the core of the present chapter. Both, monodimensional gels, as preparatory analysis, and bidimensional gels as proteome analysis are described. As a proof of concept, the protein extraction methods for both sub-proteomes of Mycobacterium are described. Thus, procedures and relevant key points of these proteome analyses are fully detailed.
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Affiliation(s)
- Carlos Barreiro
- Área de Bioquímica y Biología Molecular, Departamento de Biología Molecular, Facultad de Veterinaria, Universidad de León, León, Spain.
| | - Ana M Ibáñez
- Instituto de Investigación de la Viña y el Vino, Escuela de Ingeniería Agraria, Universidad de León, León, Spain
- Instituto Tecnológico Agrario de Castilla y León (ITACyL), Área de Investigación Agrícola, Valladolid, Spain
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8
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Koorakula R, Ghanbari M, Schiavinato M, Wegl G, Dohm JC, Domig KJ. Storage media and RNA extraction approaches substantially influence the recovery and integrity of livestock fecal microbial RNA. PeerJ 2022; 10:e13547. [PMID: 35694379 PMCID: PMC9186325 DOI: 10.7717/peerj.13547] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/29/2021] [Accepted: 05/16/2022] [Indexed: 01/17/2023] Open
Abstract
Background There is growing interest in understanding gut microbiome dynamics, to increase the sustainability of livestock production systems and to better understand the dynamics that regulate antibiotic resistance genes (i.e., the resistome). High-throughput sequencing of RNA transcripts (RNA-seq) from microbial communities (metatranscriptome) allows an unprecedented opportunity to analyze the functional and taxonomical dynamics of the expressed microbiome and emerges as a highly informative approach. However, the isolation and preservation of high-quality RNA from livestock fecal samples remains highly challenging. This study aimed to determine the impact of the various sample storage and RNA extraction strategies on the recovery and integrity of microbial RNA extracted from selected livestock (chicken and pig) fecal samples. Methods Fecal samples from pigs and chicken were collected from conventional slaughterhouses. Two different storage buffers were used at two different storage temperatures. The extraction of total RNA was done using four different commercially available kits and RNA integrity/quality and concentration were measured using a Bioanalyzer 2100 system with RNA 6000 Nano kit (Agilent, Santa Clara, CA, USA). In addition, RT-qPCR was used to assess bacterial RNA quality and the level of host RNA contamination. Results The quantity and quality of RNA differed by sample type (i.e., either pig or chicken) and most significantly by the extraction kit, with differences in the extraction method resulting in the least variability in pig feces samples and the most variability in chicken feces. Considering a tradeoff between the RNA yield and the RNA integrity and at the same time minimizing the amount of host RNA in the sample, a combination of storing the fecal samples in RNALater at either 4 °C (for 24 h) or -80 °C (up to 2 weeks) with extraction with PM kit (RNEasy Power Microbiome Kit) had the best performance for both chicken and pig samples. Conclusion Our findings provided a further emphasis on using a consistent methodology for sample storage, duration as well as a compatible RNA extraction approach. This is crucial as the impact of these technical steps can be potentially large compared with the real biological variability to be explained in microbiome and resistome studies.
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Affiliation(s)
- Raju Koorakula
- University of Natural Resources and Life Sciences, Vienna, Department of Food Science and Technology, Institute of Food Science, Vienna, Austria
- Competence Centre for Feed and Food Quality, Safety and Innovation (FFoQSI), Tulln an der Donau, Lower Austria, Austria
| | | | - Matteo Schiavinato
- University of Natural Resources and Life Sciences, Vienna, Department of Biotechnology, Institute of Computational Biology, Vienna, Austria
| | | | - Juliane C. Dohm
- University of Natural Resources and Life Sciences, Vienna, Department of Biotechnology, Institute of Computational Biology, Vienna, Austria
| | - Konrad J. Domig
- University of Natural Resources and Life Sciences, Vienna, Department of Food Science and Technology, Institute of Food Science, Vienna, Austria
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The ctpF Gene Encoding a Calcium P-Type ATPase of the Plasma Membrane Contributes to Full Virulence of Mycobacterium tuberculosis. Int J Mol Sci 2022; 23:ijms23116015. [PMID: 35682696 PMCID: PMC9180918 DOI: 10.3390/ijms23116015] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/30/2022] [Revised: 05/22/2022] [Accepted: 05/24/2022] [Indexed: 12/04/2022] Open
Abstract
Identification of alternative attenuation targets of Mycobacterium tuberculosis (Mtb) is pivotal for designing new candidates for live attenuated anti-tuberculosis (TB) vaccines. In this context, the CtpF P-type ATPase of Mtb is an interesting target; specifically, this plasma membrane enzyme is involved in calcium transporting and response to oxidative stress. We found that a mutant of MtbH37Rv lacking ctpF expression (MtbΔctpF) displayed impaired proliferation in mouse alveolar macrophages (MH-S) during in vitro infection. Further, the levels of tumor necrosis factor and interferon-gamma in MH-S cells infected with MtbΔctpF were similar to those of cells infected with the parental strain, suggesting preservation of the immunogenic capacity. In addition, BALB/c mice infected with Mtb∆ctpF showed median survival times of 84 days, while mice infected with MtbH37Rv survived 59 days, suggesting reduced virulence of the mutant strain. Interestingly, the expression levels of ctpF in a mouse model of latent TB were significantly higher than in a mouse model of progressive TB, indicating that ctpF is involved in Mtb persistence in the dormancy state. Finally, the possibility of complementary mechanisms that counteract deficiencies in Ca2+ transport mediated by P-type ATPases is suggested. Altogether, our results demonstrate that CtpF could be a potential target for Mtb attenuation.
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Cerezo-Cortés MI, Rodríguez-Castillo JG, Mata-Espinosa DA, Bini EI, Barrios-Payan J, Zatarain-Barrón ZL, Anzola JM, Cornejo-Granados F, Ochoa-Leyva A, Del Portillo P, Murcia MI, Hernández-Pando R. Close Related Drug-Resistance Beijing Isolates of Mycobacterium tuberculosis Reveal a Different Transcriptomic Signature in a Murine Disease Progression Model. Int J Mol Sci 2022; 23:ijms23095157. [PMID: 35563545 PMCID: PMC9100210 DOI: 10.3390/ijms23095157] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/26/2022] [Revised: 04/22/2022] [Accepted: 04/22/2022] [Indexed: 12/10/2022] Open
Abstract
Mycobacterium tuberculosis (MTB) lineage 2/Beijing is associated with high virulence and drug resistance worldwide. In Colombia, the Beijing genotype has circulated since 1997, predominantly on the pacific coast, with the Beijing-Like SIT-190 being more prevalent. This genotype conforms to a drug-resistant cluster and shows a fatal outcome in patients. To better understand virulence determinants, we performed a transcriptomic analysis with a Beijing-Like SIT-190 isolate (BL-323), and Beijing-Classic SIT-1 isolate (BC-391) in progressive tuberculosis (TB) murine model. Bacterial RNA was extracted from mice lungs on days 3, 14, 28, and 60. On average, 0.6% of the total reads mapped against MTB genomes and of those, 90% against coding genes. The strains were independently associated as determined by hierarchical cluster and multidimensional scaling analysis. Gene ontology showed that in strain BL-323 enriched functions were related to host immune response and hypoxia, while proteolysis and protein folding were enriched in the BC-391 strain. Altogether, our results suggested a differential bacterial transcriptional program when evaluating these two closely related strains. The data presented here could potentially impact the control of this emerging, highly virulent, and drug-resistant genotype.
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Affiliation(s)
- María Irene Cerezo-Cortés
- Laboratorio de Micobacterias, Departamento de Microbiología, Facultad de Medicina, Universidad Nacional de Colombia, Bogotá 111321, Colombia; (M.I.C.-C.); (J.G.R.-C.)
| | - Juan Germán Rodríguez-Castillo
- Laboratorio de Micobacterias, Departamento de Microbiología, Facultad de Medicina, Universidad Nacional de Colombia, Bogotá 111321, Colombia; (M.I.C.-C.); (J.G.R.-C.)
| | - Dulce Adriana Mata-Espinosa
- Sección de Patología Experimental, Departamento de Patología, Instituto Nacional de Ciencias Médicas y Nutrición Salvador Zubirán, Ciudad de México 14080, Mexico; (D.A.M.-E.); (E.I.B.); (J.B.-P.); (Z.L.Z.-B.)
| | - Estela Isabel Bini
- Sección de Patología Experimental, Departamento de Patología, Instituto Nacional de Ciencias Médicas y Nutrición Salvador Zubirán, Ciudad de México 14080, Mexico; (D.A.M.-E.); (E.I.B.); (J.B.-P.); (Z.L.Z.-B.)
| | - Jorge Barrios-Payan
- Sección de Patología Experimental, Departamento de Patología, Instituto Nacional de Ciencias Médicas y Nutrición Salvador Zubirán, Ciudad de México 14080, Mexico; (D.A.M.-E.); (E.I.B.); (J.B.-P.); (Z.L.Z.-B.)
| | - Zyanya Lucia Zatarain-Barrón
- Sección de Patología Experimental, Departamento de Patología, Instituto Nacional de Ciencias Médicas y Nutrición Salvador Zubirán, Ciudad de México 14080, Mexico; (D.A.M.-E.); (E.I.B.); (J.B.-P.); (Z.L.Z.-B.)
| | - Juan Manuel Anzola
- Grupo de Biotecnología Molecular, Grupo de Bioinformática y Biología Computacional, Corporación CorpoGen, Bogotá 110311, Colombia; (J.M.A.); (P.D.P.)
- Universidad Central, Facultad de Ingeniería y Ciencias Básicas Bogotá, Bogotá 100270, Colombia
| | - Fernanda Cornejo-Granados
- Departamento de Microbiología Molecular, Instituto de Biotecnología, Universidad Nacional Autónoma de México, Cuernavaca 62210, Mexico; (F.C.-G.); (A.O.-L.)
| | - Adrian Ochoa-Leyva
- Departamento de Microbiología Molecular, Instituto de Biotecnología, Universidad Nacional Autónoma de México, Cuernavaca 62210, Mexico; (F.C.-G.); (A.O.-L.)
| | - Patricia Del Portillo
- Grupo de Biotecnología Molecular, Grupo de Bioinformática y Biología Computacional, Corporación CorpoGen, Bogotá 110311, Colombia; (J.M.A.); (P.D.P.)
| | - Martha Isabel Murcia
- Laboratorio de Micobacterias, Departamento de Microbiología, Facultad de Medicina, Universidad Nacional de Colombia, Bogotá 111321, Colombia; (M.I.C.-C.); (J.G.R.-C.)
- Correspondence: (M.I.M.); (R.H.-P.)
| | - Rogelio Hernández-Pando
- Sección de Patología Experimental, Departamento de Patología, Instituto Nacional de Ciencias Médicas y Nutrición Salvador Zubirán, Ciudad de México 14080, Mexico; (D.A.M.-E.); (E.I.B.); (J.B.-P.); (Z.L.Z.-B.)
- Correspondence: (M.I.M.); (R.H.-P.)
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