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Newman NK, Macovsky MS, Rodrigues RR, Bruce AM, Pederson JW, Padiadpu J, Shan J, Williams J, Patil SS, Dzutsev AK, Shulzhenko N, Trinchieri G, Brown K, Morgun A. Transkingdom Network Analysis (TkNA): a systems framework for inferring causal factors underlying host-microbiota and other multi-omic interactions. Nat Protoc 2024; 19:1750-1778. [PMID: 38472495 DOI: 10.1038/s41596-024-00960-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/13/2023] [Accepted: 11/29/2023] [Indexed: 03/14/2024]
Abstract
We present Transkingdom Network Analysis (TkNA), a unique causal-inference analytical framework that offers a holistic view of biological systems by integrating data from multiple cohorts and diverse omics types. TkNA helps to decipher key players and mechanisms governing host-microbiota (or any multi-omic data) interactions in specific conditions or diseases. TkNA reconstructs a network that represents a statistical model capturing the complex relationships between different omics in the biological system. It identifies robust and reproducible patterns of fold change direction and correlation sign across several cohorts to select differential features and their per-group correlations. The framework then uses causality-sensitive metrics, statistical thresholds and topological criteria to determine the final edges forming the transkingdom network. With the subsequent network's topological features, TkNA identifies nodes controlling a given subnetwork or governing communication between kingdoms and/or subnetworks. The computational time for the millions of correlations necessary for network reconstruction in TkNA typically takes only a few minutes, varying with the study design. Unlike most other multi-omics approaches that find only associations, TkNA focuses on establishing causality while accounting for the complex structure of multi-omic data. It achieves this without requiring huge sample sizes. Moreover, the TkNA protocol is user friendly, requiring minimal installation and basic familiarity with Unix. Researchers can access the TkNA software at https://github.com/CAnBioNet/TkNA/ .
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Affiliation(s)
- Nolan K Newman
- College of Pharmacy, Oregon State University, Corvallis, OR, USA
| | | | - Richard R Rodrigues
- Basic Science Program, Frederick National Laboratory for Cancer Research, Frederick, MD, USA
- Microbiome and Genetics Core, Laboratory of Integrative Cancer Immunology, Center for Cancer Research, National Cancer Institute, Bethesda, MD, USA
| | - Amanda M Bruce
- College of Pharmacy, Oregon State University, Corvallis, OR, USA
| | - Jacob W Pederson
- Carlson College of Veterinary Medicine, Oregon State University, Corvallis, OR, USA
| | - Jyothi Padiadpu
- College of Pharmacy, Oregon State University, Corvallis, OR, USA
| | - Jigui Shan
- Advanced Biomedical Computational Science, Frederick National Laboratory for Cancer Research, Frederick, MD, USA
| | - Joshua Williams
- Advanced Biomedical Computational Science, Frederick National Laboratory for Cancer Research, Frederick, MD, USA
| | - Sankalp S Patil
- College of Pharmacy, Oregon State University, Corvallis, OR, USA
| | - Amiran K Dzutsev
- Cancer Immunobiology Section, Laboratory of Integrative Cancer Immunology, Center for Cancer Research, National Cancer Institute, Bethesda, MD, USA
| | - Natalia Shulzhenko
- Carlson College of Veterinary Medicine, Oregon State University, Corvallis, OR, USA
| | - Giorgio Trinchieri
- Cancer Immunobiology Section, Laboratory of Integrative Cancer Immunology, Center for Cancer Research, National Cancer Institute, Bethesda, MD, USA.
| | - Kevin Brown
- College of Pharmacy, Oregon State University, Corvallis, OR, USA.
| | - Andrey Morgun
- College of Pharmacy, Oregon State University, Corvallis, OR, USA.
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Kan Y, Xie S, Sun Y, Ye T, Bian Y, Guo F, Zhang M, Liu T, Liu T, Ji J, Liu B, Tan M, Xu JY. Substrate and functional characterization of the lysine acetyltransferase MsKat and deacetylase MsCobB in Mycobacterium smegmatis. J Proteomics 2024; 300:105177. [PMID: 38631426 DOI: 10.1016/j.jprot.2024.105177] [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] [Received: 02/23/2024] [Revised: 04/01/2024] [Accepted: 04/09/2024] [Indexed: 04/19/2024]
Abstract
Tuberculosis (TB) is a serious cause of infectious death worldwide. Recent studies have reported that about 30% of the Mtb proteome was modified post-translationally, indicating that their functions are essential for drug resistance, mycobacterial survival, and pathogenicity. Among them, lysine acetylation, reversibly regulated by acetyltransferase and deacetylase, has important roles involved in energy metabolism, cellular adaptation, and protein interactions. However, the substrate and biological functions of these two important regulatory enzymes remain unclear. Herein, we utilized the non-pathogenic M. smegmatis strain as a model and systematically investigated the dynamic proteome changes in response to the overexpressing of MsKat/MsCobB in mycobacteria. A total of 4179 proteins and 1236 acetylated sites were identified in our data. Further analysis of the dynamic changes involved in proteome and acetylome showed that MsKat/MsCobB played a regulatory role in various metabolic pathways and nucleic acid processes. After that, the quantitative mass spectrometric method was utilized and proved that the AMP-dependent synthetase, Citrate synthase, ATP-dependent specificity component of the Clp protease, and ATP-dependent DNA/RNA helicases were identified to be the substrates of MsKat. Overall, our study provided an important resource underlying the substrates and functions of the acetylation regulatory enzymes in mycobacteria. SIGNIFICANCE: In this study, we systematically analyzed the dynamic molecular changes in response to the MsKat/MsCobB overexpression in mycobacteria at proteome and lysine acetylation level by using a TMT-based quantitative proteomic approach. Pathways related with glycolysis, degradation of branched chain amino acids, phosphotransferase system were affected after disturbance of the two regulates enzymes involved in lysine acetylation. We also proved that AMP-dependent synthetase Clp protease, ATP-dependent DNA/RNA helicases and citrate synthase was the substrate of MsKat according to our proteomic data and biological validation. Together, our study underlined the substrates and functions of the acetylation regulatory enzymes in mycobacteria.
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Affiliation(s)
- Yunbo Kan
- Jiangsu Key Laboratory of Marine Pharmaceutical Compound Screening, College of Pharmacy, Jiangsu Ocean University, Lianyungang, China; State Key Laboratory of Drug Research, Shanghai Institute of Materia Medica, Chinese Academy of Sciences, Shanghai 201203, China; Shanghai Easymass Co., Ltd, Shanghai 201318, China
| | - Shuyu Xie
- School of Chinese Materia Medica, Nanjing University of Chinese Medicine, Nanjing 210023, Jiangsu, China
| | - Yewen Sun
- Zhongshan Institute for Drug Discovery, Shanghai Institute of Materia Medica, Chinese Academy of Sciences, Guangdong, China
| | - Tong Ye
- School of Chinese Materia Medica, Nanjing University of Chinese Medicine, Nanjing 210023, Jiangsu, China
| | - Yunxu Bian
- Jiangsu Key Laboratory of Marine Pharmaceutical Compound Screening, College of Pharmacy, Jiangsu Ocean University, Lianyungang, China; State Key Laboratory of Drug Research, Shanghai Institute of Materia Medica, Chinese Academy of Sciences, Shanghai 201203, China; Zhongshan Institute for Drug Discovery, Shanghai Institute of Materia Medica, Chinese Academy of Sciences, Guangdong, China
| | - Fang Guo
- Shanghai Easymass Co., Ltd, Shanghai 201318, China
| | - Mingya Zhang
- State Key Laboratory of Drug Research, Shanghai Institute of Materia Medica, Chinese Academy of Sciences, Shanghai 201203, China
| | - Tianxian Liu
- State Key Laboratory of Drug Research, Shanghai Institute of Materia Medica, Chinese Academy of Sciences, Shanghai 201203, China
| | - Tianqi Liu
- Zhongshan Institute for Drug Discovery, Shanghai Institute of Materia Medica, Chinese Academy of Sciences, Guangdong, China
| | - Jing Ji
- Jiangsu Key Laboratory of Marine Pharmaceutical Compound Screening, College of Pharmacy, Jiangsu Ocean University, Lianyungang, China
| | - Bin Liu
- Jiangsu Key Laboratory of Marine Pharmaceutical Compound Screening, College of Pharmacy, Jiangsu Ocean University, Lianyungang, China.
| | - Minjia Tan
- Jiangsu Key Laboratory of Marine Pharmaceutical Compound Screening, College of Pharmacy, Jiangsu Ocean University, Lianyungang, China; State Key Laboratory of Drug Research, Shanghai Institute of Materia Medica, Chinese Academy of Sciences, Shanghai 201203, China; School of Chinese Materia Medica, Nanjing University of Chinese Medicine, Nanjing 210023, Jiangsu, China; Zhongshan Institute for Drug Discovery, Shanghai Institute of Materia Medica, Chinese Academy of Sciences, Guangdong, China.
| | - Jun-Yu Xu
- Jiangsu Key Laboratory of Marine Pharmaceutical Compound Screening, College of Pharmacy, Jiangsu Ocean University, Lianyungang, China; State Key Laboratory of Drug Research, Shanghai Institute of Materia Medica, Chinese Academy of Sciences, Shanghai 201203, China; School of Chinese Materia Medica, Nanjing University of Chinese Medicine, Nanjing 210023, Jiangsu, China; Zhongshan Institute for Drug Discovery, Shanghai Institute of Materia Medica, Chinese Academy of Sciences, Guangdong, China.
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Hanscheid T, Del Portal Luyten CR, Hermans SM, Grobusch MP. Repurposing of anti-malarial drugs for the treatment of tuberculosis: realistic strategy or fanciful dead end? Malar J 2024; 23:132. [PMID: 38702649 PMCID: PMC11067164 DOI: 10.1186/s12936-024-04967-2] [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] [Received: 03/07/2024] [Accepted: 04/28/2024] [Indexed: 05/06/2024] Open
Abstract
BACKGROUND Drug repurposing offers a strategic alternative to the development of novel compounds, leveraging the known safety and pharmacokinetic profiles of medications, such as linezolid and levofloxacin for tuberculosis (TB). Anti-malarial drugs, including quinolones and artemisinins, are already applied to other diseases and infections and could be promising for TB treatment. METHODS This review included studies on the activity of anti-malarial drugs, specifically quinolones and artemisinins, against Mycobacterium tuberculosis complex (MTC), summarizing results from in vitro, in vivo (animal models) studies, and clinical trials. Studies on drugs not primarily developed for TB (doxycycline, sulfonamides) and any novel developed compounds were excluded. Analysis focused on in vitro activity (minimal inhibitory concentrations), synergistic effects, pre-clinical activity, and clinical trials. RESULTS Nineteen studies, including one ongoing Phase 1 clinical trial, were analysed: primarily investigating quinolones like mefloquine and chloroquine, and, to a lesser extent, artemisinins. In vitro findings revealed high MIC values for anti-malarials versus standard TB drugs, suggesting a limited activity. Synergistic effects with anti-TB drugs were modest, with some synergy observed in combinations with isoniazid or pyrazinamide. In vivo animal studies showed limited activity of anti-malarials against MTC, except for one study of the combination of chloroquine with isoniazid. CONCLUSIONS The repurposing of anti-malarials for TB treatment is limited by high MIC values, poor synergy, and minimal in vivo effects. Concerns about potential toxicity at effective dosages and the risk of antimicrobial resistance, especially where TB and malaria overlap, further question their repurposing. These findings suggest that focusing on novel compounds might be both more beneficial and rewarding.
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Affiliation(s)
- Thomas Hanscheid
- Instituto de Microbiologia, Faculdade de Medicina, Universidade de Lisboa, Lisbon, Portugal
| | - Claire Ruiz Del Portal Luyten
- Center for Tropical Medicine and Travel Medicine, Department of Infectious Diseases, Amsterdam Infection and Immunity, Amsterdam Public Health, Amsterdam UMC, Location University of Amsterdam, Meibergdreef 9, 1105 AZ, Amsterdam, Netherlands
| | - Sabine M Hermans
- Center for Tropical Medicine and Travel Medicine, Department of Infectious Diseases, Amsterdam Infection and Immunity, Amsterdam Public Health, Amsterdam UMC, Location University of Amsterdam, Meibergdreef 9, 1105 AZ, Amsterdam, Netherlands
- Department of Global Health, Amsterdam Institute for Global Health and Development, Amsterdam UMC, Location University of Amsterdam, Amsterdam, Netherlands
| | - Martin P Grobusch
- Center for Tropical Medicine and Travel Medicine, Department of Infectious Diseases, Amsterdam Infection and Immunity, Amsterdam Public Health, Amsterdam UMC, Location University of Amsterdam, Meibergdreef 9, 1105 AZ, Amsterdam, Netherlands.
- Institute of Tropical Medicine, German Centre for Infection Research (DZIF), University of Tübingen, Tübingen, Germany.
- Centre de Recherches Médicales en Lambaréné (CERMEL), Lambaréné, Gabon.
- Masanga Medical Research Unit (MMRU), Masanga, Sierra Leone.
- Institute of Infectious Diseases and Molecular Medicine (IDM), University of Cape Town, Cape Town, South Africa.
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Pohane AA, Moore DJ, Lepori I, Gordon RA, Nathan TO, Gepford DM, Kavunja HW, Gaidhane IV, Swarts BM, Siegrist MS. A Bifunctional Chemical Reporter for in Situ Analysis of Cell Envelope Glycan Recycling in Mycobacteria. ACS Infect Dis 2022; 8:2223-2231. [PMID: 36288262 PMCID: PMC9924612 DOI: 10.1021/acsinfecdis.2c00396] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/29/2023]
Abstract
In mycobacteria, the glucose-based disaccharide trehalose cycles between the cytoplasm, where it is a stress protectant and carbon source, and the cell envelope, where it is released as a byproduct of outer mycomembrane glycan biosynthesis and turnover. Trehalose recycling via the LpqY-SugABC transporter promotes virulence, antibiotic recalcitrance, and efficient adaptation to nutrient deprivation. The source(s) of trehalose and the regulation of recycling under these and other stressors are unclear. A key technical gap in addressing these questions has been the inability to trace trehalose recycling in situ, directly from its site of liberation from the cell envelope. Here we describe a bifunctional chemical reporter that simultaneously marks mycomembrane biosynthesis and subsequent trehalose recycling with alkyne and azide groups. Using this probe, we discovered that the recycling efficiency for trehalose increases upon carbon starvation, concomitant with an increase in LpqY-SugABC expression. The ability of the bifunctional reporter to probe multiple, linked steps provides a more nuanced understanding of mycobacterial cell envelope metabolism and its plasticity under stress.
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Affiliation(s)
- Amol Arunrao Pohane
- Department of Microbiology, University of Massachusetts, Amherst, MA, 01003 USA
| | - Devin J. Moore
- Department of Chemistry and Biochemistry, Central Michigan University, Mount Pleasant, MI, 48859 USA
| | - Irene Lepori
- Department of Microbiology, University of Massachusetts, Amherst, MA, 01003 USA
| | - Rebecca A. Gordon
- Molecular and Cellular Biology Graduate Program, University of Massachusetts, Amherst, MA, 01003 USA
| | - Temitope O. Nathan
- Department of Chemistry and Biochemistry, Central Michigan University, Mount Pleasant, MI, 48859 USA
| | - Dana M. Gepford
- Department of Chemistry and Biochemistry, Central Michigan University, Mount Pleasant, MI, 48859 USA
| | - Herbert W. Kavunja
- Department of Chemistry and Biochemistry, Central Michigan University, Mount Pleasant, MI, 48859 USA
| | - Ishani V. Gaidhane
- Department of Chemistry and Biochemistry, Central Michigan University, Mount Pleasant, MI, 48859 USA
| | - Benjamin M. Swarts
- Department of Chemistry and Biochemistry, Central Michigan University, Mount Pleasant, MI, 48859 USA
- Biochemistry, Cell, and Molecular Biology Program, Central Michigan University, Mount Pleasant, MI, 48859 United States
| | - M. Sloan Siegrist
- Department of Microbiology, University of Massachusetts, Amherst, MA, 01003 USA
- Molecular and Cellular Biology Graduate Program, University of Massachusetts, Amherst, MA, 01003 USA
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Radhakrishnan A, Brown CM, Guy CS, Cooper C, Pacheco-Gomez R, Stansfeld PJ, Fullam E. Interrogation of the Pathogen Box reveals small molecule ligands against the mycobacterial trehalose transporter LpqY-SugABC. RSC Med Chem 2022; 13:1225-1233. [PMID: 36320433 PMCID: PMC9579956 DOI: 10.1039/d2md00104g] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/31/2022] [Accepted: 08/01/2022] [Indexed: 12/04/2022] Open
Abstract
Tuberculosis, caused by Mycobacterium tuberculosis, claims ∼1.5 million lives annually. Effective chemotherapy is essential to control TB, however the emergence of drug-resistant strains of TB have seriously threatened global attempts to control and eradicate this deadly pathogen. Trehalose recycling via the LpqY-SugABC importer is essential for the virulence and survival of Mtb and inhibiting or hijacking this transport system is an attractive approach for the development of novel anti-tubercular and diagnostic agents. Therefore, we interrogated the drug-like compounds in the open-source Medicines for Malaria Pathogen Box and successfully identified seven compounds from the TB, kinetoplastids and reference compound disease sets that recognise LpqY. The molecules have diverse chemical scaffolds, are not specific trehalose analogues, and may be used as novel templates to facilitate the development of therapeutics that kill Mtb with a novel mechanism of action via the mycobacterial trehalose LpqY-SugABC transport system.
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Affiliation(s)
- Anjana Radhakrishnan
- School of Life Sciences, University of Warwick Coventry CV4 7AL UK +44 (0)2476 574239
| | - Chelsea M Brown
- School of Life Sciences, University of Warwick Coventry CV4 7AL UK +44 (0)2476 574239
| | - Collette S Guy
- School of Life Sciences, University of Warwick Coventry CV4 7AL UK +44 (0)2476 574239
| | - Charlotte Cooper
- School of Life Sciences, University of Warwick Coventry CV4 7AL UK +44 (0)2476 574239
| | - Raul Pacheco-Gomez
- Malvern Panalytical Ltd, Enigma Business Park Grovewood Road Malvern WR14 1XZ UK
| | - Phillip J Stansfeld
- School of Life Sciences, University of Warwick Coventry CV4 7AL UK +44 (0)2476 574239
- Department of Chemistry, University of Warwick Coventry CV4 7AL UK
| | - Elizabeth Fullam
- School of Life Sciences, University of Warwick Coventry CV4 7AL UK +44 (0)2476 574239
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Identification of Small Molecule Inhibitors against Mycobacteria in Activated Macrophages. Molecules 2022; 27:molecules27185824. [PMID: 36144572 PMCID: PMC9504936 DOI: 10.3390/molecules27185824] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/15/2022] [Revised: 09/02/2022] [Accepted: 09/05/2022] [Indexed: 11/17/2022] Open
Abstract
Mycobacterial pathogens are intrinsically resistant to many available antibiotics, making treatment extremely challenging, especially in immunocompromised individuals and patients with underlying and chronic lung conditions. Even with lengthy therapy and the use of a combination of antibiotics, clinical success for non-tuberculous mycobacteria (NTM) is achieved in fewer than half of the cases. The need for novel antibiotics that are effective against NTM is urgent. To identify such new compounds, a whole cell high-throughput screen (HTS) was performed in this study. Compounds from the Chembridge DIVERSet library were tested for their ability to inhibit intracellular survival of M. avium subsp. hominissuis (MAH) expressing dtTomato protein, using fluorescence as a readout. Fifty-eight compounds were identified to significantly inhibit fluorescent readings of MAH. In subsequent assays, it was found that treatment of MAH-infected THP-1 macrophages with 27 of 58 hit compounds led to a significant reduction in intracellular viable bacteria, while 19 compounds decreased M. abscessus subsp. abscessus (Mab) survival rates within phagocytic cells. In addition, the hit compounds were tested in M. tuberculosis H37Ra (Mtb) and 14 compounds were found to exhibit activity in activated THP-1 cells. While the majority of compounds displayed inhibitory activity against both replicating (extracellular) and non-replicating (intracellular) forms of bacteria, a set of compounds appeared to be effective exclusively against intracellular bacteria. The efficacy of these compounds was examined in combination with current antibiotics and survival of both NTM and Mtb were evaluated within phagocytic cells. In time-kill dynamic studies, it was found that co-treatment promoted increased bacterial clearance when compared with the antibiotic or compound group alone. This study describes promising anti-NTM and anti-Mtb compounds with potential novel mechanisms of action that target intracellular bacteria in activated macrophages.
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Ahamad N, Gupta S, Parashar D. Using Omics to Study Leprosy, Tuberculosis, and Other Mycobacterial Diseases. Front Cell Infect Microbiol 2022; 12:792617. [PMID: 35281437 PMCID: PMC8908319 DOI: 10.3389/fcimb.2022.792617] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/10/2021] [Accepted: 02/01/2022] [Indexed: 12/12/2022] Open
Abstract
Mycobacteria are members of the Actinomycetales order, and they are classified into one family, Mycobacteriaceae. More than 20 mycobacterial species cause disease in humans. The Mycobacterium group, called the Mycobacterium tuberculosis complex (MTBC), has nine closely related species that cause tuberculosis in animals and humans. TB can be detected worldwide and one-fourth of the world's population is contaminated with tuberculosis. According to the WHO, about two million dies from it, and more than nine million people are newly infected with TB each year. Mycobacterium tuberculosis (M. tuberculosis) is the most potential causative agent of tuberculosis and prompts enormous mortality and morbidity worldwide due to the incompletely understood pathogenesis of human tuberculosis. Moreover, modern diagnostic approaches for human tuberculosis are inefficient and have many lacks, while MTBC species can modulate host immune response and escape host immune attacks to sustain in the human body. "Multi-omics" strategies such as genomics, transcriptomics, proteomics, metabolomics, and deep sequencing technologies could be a comprehensive strategy to investigate the pathogenesis of mycobacterial species in humans and offer significant discovery to find out biomarkers at the early stage of disease in the host. Thus, in this review, we attempt to understand an overview of the mission of "omics" approaches in mycobacterial pathogenesis, including tuberculosis, leprosy, and other mycobacterial diseases.
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Affiliation(s)
- Naseem Ahamad
- Department of Oral and Maxillofacial Diagnostic Sciences, College of Dentistry, University of Florida, Gainesville, FL, United States
| | - Saurabh Gupta
- Department of Biotechnology, GLA University, Mathura, India
| | - Deepak Parashar
- Department of Obstetrics and Gynecology, Medical College of Wisconsin, Milwaukee, WI, United States
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8
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Gorzynski M, Week T, Jaramillo T, Dzalamidze E, Danelishvili L. Mycobacterium abscessus Genetic Determinants Associated with the Intrinsic Resistance to Antibiotics. Microorganisms 2021; 9:microorganisms9122527. [PMID: 34946129 PMCID: PMC8707978 DOI: 10.3390/microorganisms9122527] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/27/2021] [Revised: 11/25/2021] [Accepted: 12/04/2021] [Indexed: 12/02/2022] Open
Abstract
Mycobacterium abscessus
subsp. abscessus (MAB) is a fast-growing nontuberculous mycobacterium causing pulmonary infections in immunocompromised and immunocompetent individuals. The treatment of MAB infections in clinics is extremely challenging, as this organism is naturally resistant to most available antibiotics. There is limited knowledge on the mechanisms of MAB intrinsic resistance and on the genes that are involved in the tolerance to antimicrobials. To identify the MAB genetic factors, including the components of the cell surface transport systems related to the efflux pumps, major known elements contributing to antibiotic resistance, we screened the MAB transposon library of 2000 gene knockout mutants. The library was exposed at either minimal inhibitory (MIC) or bactericidal concentrations (BC) of amikacin, clarithromycin, or cefoxitin, and MAB susceptibility was determined through the optical density. The 98 susceptible and 36 resistant mutants that exhibited sensitivity below the MIC and resistance to BC, respectively, to all three drugs were sequenced, and 16 mutants were found to belong to surface transport systems, such as the efflux pumps, porins, and carrier membrane enzymes associated with different types of molecule transport. To establish the relevance of the identified transport systems to antibiotic tolerance, the gene expression levels of the export related genes were evaluated in nine MAB clinical isolates in the presence or absence of antibiotics. The selected mutants were also evaluated for their ability to form biofilms and for their intracellular survival in human macrophages. In this study, we identified numerous MAB genes that play an important role in the intrinsic mechanisms to antimicrobials and further demonstrated that, by targeting components of the drug efflux system, we can significantly increase the efficacy of the current antibiotics.
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Affiliation(s)
- Mylene Gorzynski
- Department of Biomedical Sciences, Carlson College of Veterinary Medicine, Oregon State University, Corvallis, OR 97331, USA; (M.G.); (T.W.); (T.J.); (E.D.)
- Department of Biochemistry & Molecular Biology, Oregon State University, Corvallis, OR 97331, USA
| | - Tiana Week
- Department of Biomedical Sciences, Carlson College of Veterinary Medicine, Oregon State University, Corvallis, OR 97331, USA; (M.G.); (T.W.); (T.J.); (E.D.)
- Department of Bioengineering, College of Engineering, Oregon State University, Corvallis, OR 97331, USA
| | - Tiana Jaramillo
- Department of Biomedical Sciences, Carlson College of Veterinary Medicine, Oregon State University, Corvallis, OR 97331, USA; (M.G.); (T.W.); (T.J.); (E.D.)
- Department of Animal Sciences, College of Agricultural Sciences, Oregon State University, Corvallis, OR 97331, USA
| | - Elizaveta Dzalamidze
- Department of Biomedical Sciences, Carlson College of Veterinary Medicine, Oregon State University, Corvallis, OR 97331, USA; (M.G.); (T.W.); (T.J.); (E.D.)
- BioHealth Sciences, Department of Microbiology, College of Sciences, Oregon State University, Corvallis, OR 97331, USA
| | - Lia Danelishvili
- Department of Biomedical Sciences, Carlson College of Veterinary Medicine, Oregon State University, Corvallis, OR 97331, USA; (M.G.); (T.W.); (T.J.); (E.D.)
- Correspondence:
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Mishra R, Yadav V, Guha M, Singh A. Heterogeneous Host-Pathogen Encounters Coordinate Antibiotic Resilience in Mycobacterium tuberculosis. Trends Microbiol 2021; 29:606-620. [PMID: 33309526 PMCID: PMC7611257 DOI: 10.1016/j.tim.2020.10.013] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/14/2020] [Revised: 10/25/2020] [Accepted: 10/26/2020] [Indexed: 12/11/2022]
Abstract
Successful treatment of tuberculosis (TB) depends on the eradication of its causative agent Mycobacterium tuberculosis (Mtb) in the host. However, the emergence of phenotypically drug-resistant Mtb in the host environment tempers the ability of antibiotics to cure disease. Host immunity produces diverse microenvironmental niches that are exploited by Mtb to mobilize adaptation programs. Such differential interactions amplify pre-existing heterogeneity in the host-pathogen milieu to influence disease pathology and therapy outcome. Therefore, comprehending the intricacies of phenotypic heterogeneity can be an empirical step forward in potentiating drug action. With this goal, we review the interconnectedness of the lesional, cellular, and bacterial heterogeneity underlying phenotypic drug resistance. Based on this information, we anticipate the development of new therapeutic strategies targeting host-pathogen heterogeneity to cure TB.
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Affiliation(s)
- Richa Mishra
- Department of Microbiology and Cell Biology, Indian Institute of Science, Bengaluru-560012, India; Centre for Infectious Disease and Research (CIDR), Indian Institute of Science, Bengaluru-560012, India
| | - Vikas Yadav
- Department of Microbiology and Cell Biology, Indian Institute of Science, Bengaluru-560012, India; Centre for Infectious Disease and Research (CIDR), Indian Institute of Science, Bengaluru-560012, India
| | - Madhura Guha
- Department of Microbiology and Cell Biology, Indian Institute of Science, Bengaluru-560012, India; Centre for Infectious Disease and Research (CIDR), Indian Institute of Science, Bengaluru-560012, India
| | - Amit Singh
- Department of Microbiology and Cell Biology, Indian Institute of Science, Bengaluru-560012, India; Centre for Infectious Disease and Research (CIDR), Indian Institute of Science, Bengaluru-560012, India.
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10
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Arega AM, Mahapatra RK. Glycoconjugates, hypothetical proteins, and post-translational modification: Importance in host-pathogen interaction and antitubercular intervention development. Chem Biol Drug Des 2021; 98:30-48. [PMID: 33838076 DOI: 10.1111/cbdd.13845] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/20/2020] [Revised: 02/18/2021] [Accepted: 03/08/2021] [Indexed: 11/30/2022]
Abstract
With the emergence of multidrug-resistant bacteria, insufficiency of the established chemotherapy, and the existing vaccine BCG, tuberculosis (TB) subsists as the chief cause of death in different parts of the world. Thus, identification of novel target proteins is urgently required to develop more effective TB interventions. However, the novel vaccine and drug target knowledge based on the essentiality of the pathogen cell envelope components such as glycoconjugates, glycans, and the peptidoglycan layer of the lipid-rich capsule are limited. Furthermore, most of the genes encoding proteins are characterized as hypothetical and functionally unknown. Correspondingly, some researchers have shown that the lipid and sugar components of the envelope glycoconjugates are largely in charge of TB pathogenesis and encounter many drugs and vaccines. Therefore, in this review we provide an insight into a comprehensive study concerning the importance of cell envelope glycoconjugates and hypothetical proteins, the impact of post-translational modification, and the bioinformatics-based implications for better antitubercular intervention development.
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Affiliation(s)
- Aregitu Mekuriaw Arega
- School of Biotechnology, KIIT Deemed to be University, Bhubaneswar, India.,National Veterinary Institute, Debre Zeit, Ethiopia
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11
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Abstract
The mycomembrane layer of the mycobacterial cell envelope is a barrier to environmental, immune, and antibiotic insults. There is considerable evidence of mycomembrane plasticity during infection and in response to host-mimicking stresses. The mycomembrane layer of the mycobacterial cell envelope is a barrier to environmental, immune, and antibiotic insults. There is considerable evidence of mycomembrane plasticity during infection and in response to host-mimicking stresses. Since mycobacteria are resource and energy limited under these conditions, it is likely that remodeling has distinct requirements from those of the well-characterized biosynthetic program that operates during unrestricted growth. Unexpectedly, we found that mycomembrane remodeling in nutrient-starved, nonreplicating mycobacteria includes synthesis in addition to turnover. Mycomembrane synthesis under these conditions occurs along the cell periphery, in contrast to the polar assembly of actively growing cells, and both liberates and relies on the nonmammalian disaccharide trehalose. In the absence of trehalose recycling, de novo trehalose synthesis fuels mycomembrane remodeling. However, mycobacteria experience ATP depletion, enhanced respiration, and redox stress, hallmarks of futile cycling and the collateral dysfunction elicited by some bactericidal antibiotics. Inefficient energy metabolism compromises the survival of trehalose recycling mutants in macrophages. Our data suggest that trehalose recycling alleviates the energetic burden of mycomembrane remodeling under stress. Cell envelope recycling pathways are emerging targets for sensitizing resource-limited bacterial pathogens to host and antibiotic pressure.
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12
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Lunge A, Gupta R, Choudhary E, Agarwal N. The unfoldase ClpC1 of Mycobacterium tuberculosis regulates the expression of a distinct subset of proteins having intrinsically disordered termini. J Biol Chem 2020; 295:9455-9473. [PMID: 32409584 DOI: 10.1074/jbc.ra120.013456] [Citation(s) in RCA: 20] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/16/2020] [Revised: 05/07/2020] [Indexed: 12/22/2022] Open
Abstract
The human pathogen Mycobacterium tuberculosis (Mtb) harbors a well-orchestrated Clp (caseinolytic protease) proteolytic machinery consisting of two oligomeric segments, a barrel-shaped heterotetradecameric protease core comprising the ClpP1 and ClpP2 subunits, and hexameric ring-like ATP-dependent unfoldases composed of ClpX or ClpC1. The roles of the ClpP1P2 protease subunits are well-established in Mtb, but the potential roles of the associated unfoldases, such as ClpC1, remain elusive. Using a CRISPR interference-mediated gene silencing approach, here we demonstrate that clpC1 is indispensable for the extracellular growth of Mtb and for its survival in macrophages. The results from isobaric tags for relative and absolute quantitation-based quantitative proteomic experiments with clpC1- and clpP2-depleted Mtb cells suggested that the ClpC1P1P2 complex critically maintains the homeostasis of various growth-essential proteins in Mtb, several of which contain intrinsically disordered regions at their termini. We show that the Clp machinery regulates dosage-sensitive proteins such as the small heat shock protein Hsp20, which exists in a dodecameric conformation. Further, we observed that Hsp20 is poorly expressed in WT Mtb and that its expression is greatly induced upon depletion of clpC1 or clpP2 Remarkably, high Hsp20 protein levels were detected in the clpC1(-) or clpP2(-) knockdown strains but not in the parental bacteria, despite significant induction of hsp20 transcripts. In summary, the cellular levels of oligomeric proteins such as Hsp20 are maintained post-translationally through their recognition, disassembly, and degradation by ClpC1, which requires disordered ends in its protein substrates.
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Affiliation(s)
- Ajitesh Lunge
- Translational Health Science and Technology Institute, National Capital Region Biotech Science Cluster, Faridabad, India.,Jawaharlal Nehru University, New Delhi, India
| | - Radhika Gupta
- Daulat Ram College, University of Delhi, Delhi, India.,Institute of Genomics and Integrative Biology, New Delhi, India
| | - Eira Choudhary
- Translational Health Science and Technology Institute, National Capital Region Biotech Science Cluster, Faridabad, India.,Symbiosis International (Deemed University), Lavale, Pune, India
| | - Nisheeth Agarwal
- Translational Health Science and Technology Institute, National Capital Region Biotech Science Cluster, Faridabad, India
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13
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Exposure of Mycobacterium abscessus to Environmental Stress and Clinically Used Antibiotics Reveals Common Proteome Response among Pathogenic Mycobacteria. Microorganisms 2020; 8:microorganisms8050698. [PMID: 32397563 PMCID: PMC7285101 DOI: 10.3390/microorganisms8050698] [Citation(s) in RCA: 16] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/07/2020] [Revised: 05/06/2020] [Accepted: 05/07/2020] [Indexed: 12/19/2022] Open
Abstract
Mycobacterium abscessus subsp. abscessus (MAB) is a clinically important nontuberculous mycobacterium (NTM) causing pulmonary infection in patients such as cystic fibrosis and bronchiectasis. MAB is naturally resistant to the majority of available antibiotics. In attempts to identify the fundamental response of MAB to aerobic, anaerobic, and biofilm conditions (as it is encountered in patients) and during exposure to antibiotics, we studied bacterial proteome using tandem mass tag mass spectrometry sequencing. Numerous de novo synthesized proteins belonging to diverse metabolic pathways were found in anaerobic and biofilm conditions, including glycolysis/gluconeogenesis, tricarboxylic acid (TCA) cycle, oxidative phosphorylation, nitrogen metabolism, and glyoxylate and dicarboxylate metabolism. Upon exposure to amikacin and linezolid under stress environments, MAB displayed metabolic enrichment for glycerophospholipid metabolism and oxidative phosphorylation. By comparing proteomes of two significant NTMs, MAB and M. avium subsp. hominissuis, we found highly synthesized shared enzymes of oxidative phosphorylation, TCA cycle, glycolysis/gluconeogenesis, glyoxylate/dicarboxylate, nitrogen metabolism, peptidoglycan biosynthesis, and glycerophospholipid/glycerolipid metabolism. The activation of peptidoglycan and fatty acid biosynthesis pathways indicates the attempt of bacteria to modify the cell wall, influencing the susceptibility to antibiotics. This study establishes global changes in the synthesis of enzymes promoting the metabolic shift and enhancing the pathogen resistance to antibiotics within different environments.
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14
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Meneguello JE, Arita GS, Silva JVDO, Ghiraldi-Lopes LD, Caleffi-Ferracioli KR, Siqueira VLD, Scodro RBDL, Pilau EJ, Campanerut-Sá PAZ, Cardoso RF. Insight about cell wall remodulation triggered by rifampicin in Mycobacterium tuberculosis. Tuberculosis (Edinb) 2020; 120:101903. [PMID: 32090864 DOI: 10.1016/j.tube.2020.101903] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/20/2019] [Revised: 12/27/2019] [Accepted: 01/12/2020] [Indexed: 11/27/2022]
Abstract
Rifampicin plays an important role during the treatment of tuberculosis, which makes it to be recommended throughout the regimen. The molecular target for rifampicin activity and resistance is the bacterial RNA polymerase coded by rpoB. However, it has been observed that Mycobacterium tuberculosis could use different metabolic pathways contributing to drug activity/resistance. In this sense, Proteomics analysis has been a key aspect towards the understanding of the dynamic genome expression triggered by drugs and other M. tuberculosis hostile stimuli. Herein, we aimed to report the changes in the M. tuberculosis protein profile triggered by rifampicin. The M. tuberculosis H37Rv strain was submitted to 12, 24 and 48 h of rifampicin challenge, at the minimal inhibitory concentration (0.03 μg mL-1), and proteins were extracted. The protein identification was carried out by liquid chromatography coupled to mass spectrometry (LC-MS). Four proteins, Ino1 (Rv0046c), FabD (Rv2243), EsxK (Rv1197) and PPE60 (Rv3478) were statistically underexpressed over 48 h of rifampicin exposure, indicating that in addition to the known activity of rifampin in transcriptional machinery in M. tuberculosis, processes related to disturbance in cell wall synthesis and lipid metabolism in the bacillus are also triggered by rifampicin contributing to bacillus death.
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Affiliation(s)
- Jean Eduardo Meneguello
- Postgraduate Program in Biosciences and Physiopathology, Department of Clinical Analysis and Biomedicine, State University of Maringá, Maringá, PR, Brazil
| | - Gláucia Sayuri Arita
- Postgraduate Program in Biosciences and Physiopathology, Department of Clinical Analysis and Biomedicine, State University of Maringá, Maringá, PR, Brazil
| | - João Vitor de Oliveira Silva
- Postgraduate Program in Health Sciences, Center of Health Sciences, State University of Maringá, Maringá, PR, Brazil
| | - Luciana Dias Ghiraldi-Lopes
- Postgraduate Program in Health Sciences, Center of Health Sciences, State University of Maringá, Maringá, PR, Brazil
| | - Katiany Rizzieri Caleffi-Ferracioli
- Postgraduate Program in Biosciences and Physiopathology, Department of Clinical Analysis and Biomedicine, State University of Maringá, Maringá, PR, Brazil
| | - Vera Lucia Dias Siqueira
- Postgraduate Program in Biosciences and Physiopathology, Department of Clinical Analysis and Biomedicine, State University of Maringá, Maringá, PR, Brazil
| | - Regiane Bertin de Lima Scodro
- Postgraduate Program in Health Sciences, Center of Health Sciences, State University of Maringá, Maringá, PR, Brazil
| | - Eduardo Jorge Pilau
- Postgraduate Program in Chemistry, Department of Chemistry, State University of Maringá, Maringá, PR, Brazil
| | - Paula Aline Zannetti Campanerut-Sá
- Postgraduate Program in Biosciences and Physiopathology, Department of Clinical Analysis and Biomedicine, State University of Maringá, Maringá, PR, Brazil; Postgraduate Program in Health Sciences, Center of Health Sciences, State University of Maringá, Maringá, PR, Brazil.
| | - Rosilene Fressatti Cardoso
- Postgraduate Program in Biosciences and Physiopathology, Department of Clinical Analysis and Biomedicine, State University of Maringá, Maringá, PR, Brazil; Postgraduate Program in Health Sciences, Center of Health Sciences, State University of Maringá, Maringá, PR, Brazil
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15
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Bespyatykh J, Shitikov E, Bespiatykh D, Guliaev A, Klimina K, Veselovsky V, Arapidi G, Dogonadze M, Zhuravlev V, Ilina E, Govorun V. Metabolic Changes of Mycobacterium tuberculosis during the Anti-Tuberculosis Therapy. Pathogens 2020; 9:pathogens9020131. [PMID: 32085490 PMCID: PMC7168336 DOI: 10.3390/pathogens9020131] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/24/2020] [Revised: 02/12/2020] [Accepted: 02/15/2020] [Indexed: 11/16/2022] Open
Abstract
Tuberculosis, caused by Mycobacterium tuberculosis complex bacteria, remains one of the most pressing health problems. Despite the general trend towards reduction of the disease incidence rate, the situation remains extremely tense due to the distribution of the resistant forms. Most often, these strains emerge through the intra-host microevolution of the pathogen during treatment failure. In the present study, the focus was on three serial clinical isolates of Mycobacterium tuberculosis Beijing B0/W148 cluster from one patient with pulmonary tuberculosis, to evaluate their changes in metabolism during anti-tuberculosis therapy. Using whole genome sequencing (WGS), 9 polymorphisms were determined, which occurred in a stepwise or transient manner during treatment and were linked to the resistance (GyrA D94A; inhA t-8a) or virulence. The effect of the inhA t-8a mutation was confirmed on both proteomic and transcriptomic levels. Additionally, the amount of RpsL protein, which is a target of anti-tuberculosis drugs, was reduced. At the systemic level, profound changes in metabolism, linked to the evolution of the pathogen in the host and the effects of therapy, were documented. An overabundance of the FAS-II system proteins (HtdX, HtdY) and expression changes in the virulence factors have been observed at the RNA and protein levels.
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Affiliation(s)
- Julia Bespyatykh
- Federal Research and Clinical Centre of Physical-Chemical Medicine, 119435 Moscow, Russia; (D.B.); (A.G.); (K.K.); (V.V.); (G.A.); (E.I.); (V.G.)
- Correspondence: (J.B.); (E.S.)
| | - Egor Shitikov
- Federal Research and Clinical Centre of Physical-Chemical Medicine, 119435 Moscow, Russia; (D.B.); (A.G.); (K.K.); (V.V.); (G.A.); (E.I.); (V.G.)
- Correspondence: (J.B.); (E.S.)
| | - Dmitry Bespiatykh
- Federal Research and Clinical Centre of Physical-Chemical Medicine, 119435 Moscow, Russia; (D.B.); (A.G.); (K.K.); (V.V.); (G.A.); (E.I.); (V.G.)
| | - Andrei Guliaev
- Federal Research and Clinical Centre of Physical-Chemical Medicine, 119435 Moscow, Russia; (D.B.); (A.G.); (K.K.); (V.V.); (G.A.); (E.I.); (V.G.)
| | - Ksenia Klimina
- Federal Research and Clinical Centre of Physical-Chemical Medicine, 119435 Moscow, Russia; (D.B.); (A.G.); (K.K.); (V.V.); (G.A.); (E.I.); (V.G.)
| | - Vladimir Veselovsky
- Federal Research and Clinical Centre of Physical-Chemical Medicine, 119435 Moscow, Russia; (D.B.); (A.G.); (K.K.); (V.V.); (G.A.); (E.I.); (V.G.)
| | - Georgij Arapidi
- Federal Research and Clinical Centre of Physical-Chemical Medicine, 119435 Moscow, Russia; (D.B.); (A.G.); (K.K.); (V.V.); (G.A.); (E.I.); (V.G.)
- Moscow Institute of Physics and Technology (State University), 141701 Dolgoprudny, Russia
| | - Marine Dogonadze
- Research Institute of Phtisiopulmonology, 191036 St. Petersburg, Russia; (M.D.); (V.Z.)
| | - Viacheslav Zhuravlev
- Research Institute of Phtisiopulmonology, 191036 St. Petersburg, Russia; (M.D.); (V.Z.)
| | - Elena Ilina
- Federal Research and Clinical Centre of Physical-Chemical Medicine, 119435 Moscow, Russia; (D.B.); (A.G.); (K.K.); (V.V.); (G.A.); (E.I.); (V.G.)
| | - Vadim Govorun
- Federal Research and Clinical Centre of Physical-Chemical Medicine, 119435 Moscow, Russia; (D.B.); (A.G.); (K.K.); (V.V.); (G.A.); (E.I.); (V.G.)
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16
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Rojony R, Martin M, Campeau A, Wozniak JM, Gonzalez DJ, Jaiswal P, Danelishvili L, Bermudez LE. Quantitative analysis of Mycobacterium avium subsp . hominissuis proteome in response to antibiotics and during exposure to different environmental conditions. Clin Proteomics 2019; 16:39. [PMID: 31749666 PMCID: PMC6852889 DOI: 10.1186/s12014-019-9260-2] [Citation(s) in RCA: 15] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/03/2019] [Accepted: 11/04/2019] [Indexed: 01/08/2023] Open
Abstract
Mycobacterium avium subsp. hominissuis (MAH) belongs to the clinically important non-tuberculous mycobacterial group that infects immunocompromised patients and individuals with underling lung conditions. The need for prolonged therapy is a major challenge of MAH treatment, influencing the development of persistent and drug-resistant infections. The reason why bactericidal drugs take several months to eliminate MAH is unknown. To investigate MAH proteome remodeling under aerobic, anaerobic and biofilm conditions (as it is encountered in patient lungs) and identify metabolic changes potentially associated with bacterial persistent state, we performed the relative protein quantitative analysis using Tandem Mass Tag Mass Spectrometry sequencing. MAH was exposed to amikacin (4 μg/ml) and clarithromycin (16 μg/ml) under aerobic, anaerobic or biofilm condition for 24 h and the response was compared with bacterial proteomics of the corresponding conditions. Overall, 4000 proteins were identified out of 5313 MAH proteome of across all experimental groups. Numerous sets of de novo synthesized proteins belonging to metabolic pathways not evidenced in aerobic condition were found commonly enriched in both anaerobic and biofilm conditions, including pantothenate and CoA biosynthesis, glycerolipid metabolism, nitrogen metabolism and chloroalkene degradation, known to be associated with bacterial tolerance in M. tuberculosis. The common pathways observed in anaerobic and biofilm conditions following drug treatments were peptidoglycan biosynthesis, glycerophospholipid metabolism and protein export. The LprB lipoprotein, highly synthesized in MAH biofilms during drug treatments and shown to be essential for M. tuberculosis virulence and survival in vivo, was selected and overexpressed in MAH. Results demonstrate that LprB is secreted in MAH biofilms and the overexpression clone is more tolerant to antimicrobials than the wild-type strain. Our study identified promising metabolic pathways that can be targeted to prevent the bacterial tolerance mechanism and, subsequently, reduce the length of MAH therapy.
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Affiliation(s)
- Rajoana Rojony
- Department of Biomedical Sciences, Carlson College of Veterinary Medicine, Oregon State University, Corvallis, USA
| | - Matthew Martin
- Department of Botany and Plant Pathology, College of Agricultural Sciences, Oregon State University, Corvallis, USA
| | - Anaamika Campeau
- Department of Pharmacology, School of Medicine, Skaggs School of Pharmacy and Pharmaceutical Sciences, University of California San Diego, San Diego, USA
| | - Jacob M. Wozniak
- Department of Pharmacology, School of Medicine, Skaggs School of Pharmacy and Pharmaceutical Sciences, University of California San Diego, San Diego, USA
| | - David J. Gonzalez
- Department of Pharmacology, School of Medicine, Skaggs School of Pharmacy and Pharmaceutical Sciences, University of California San Diego, San Diego, USA
| | - Pankaj Jaiswal
- Department of Botany and Plant Pathology, College of Agricultural Sciences, Oregon State University, Corvallis, USA
| | - L. Danelishvili
- Department of Biomedical Sciences, Carlson College of Veterinary Medicine, Oregon State University, Corvallis, USA
| | - Luiz E. Bermudez
- Department of Biomedical Sciences, Carlson College of Veterinary Medicine, Oregon State University, Corvallis, USA
- Department of Microbiology, College of Sciences, Oregon State University, Corvallis, USA
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17
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Rizvi A, Shankar A, Chatterjee A, More TH, Bose T, Dutta A, Balakrishnan K, Madugulla L, Rapole S, Mande SS, Banerjee S, Mande SC. Rewiring of Metabolic Network in Mycobacterium tuberculosis During Adaptation to Different Stresses. Front Microbiol 2019; 10:2417. [PMID: 31736886 PMCID: PMC6828651 DOI: 10.3389/fmicb.2019.02417] [Citation(s) in RCA: 22] [Impact Index Per Article: 4.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/12/2019] [Accepted: 10/07/2019] [Indexed: 12/15/2022] Open
Abstract
Metabolic adaptation of Mycobacterium tuberculosis (M. tuberculosis) to microbicidal intracellular environment of host macrophages is fundamental to its pathogenicity. However, an in-depth understanding of metabolic adjustments through key reaction pathways and networks is limited. To understand how such changes occur, we measured the cellular metabolome of M. tuberculosis subjected to four microbicidal stresses using liquid chromatography-mass spectrometric multiple reactions monitoring (LC-MRM/MS). Overall, 87 metabolites were identified. The metabolites best describing the separation between stresses were identified through multivariate analysis. The coupling of the metabolite measurements with existing genome-scale metabolic model, and using constraint-based simulation led to several new concepts and unreported observations in M. tuberculosis; such as (i) the high levels of released ammonia as an adaptive response to acidic stress was due to increased flux through L-asparaginase rather than urease activity; (ii) nutrient starvation-induced anaplerotic pathway for generation of TCA intermediates from phosphoenolpyruvate using phosphoenolpyruvate kinase; (iii) quenching of protons through GABA shunt pathway or sugar alcohols as possible mechanisms of early adaptation to acidic and oxidative stresses; and (iv) usage of alternate cofactors by the same enzyme as a possible mechanism of rewiring metabolic pathways to overcome stresses. Besides providing new leads and important nodes that can be used for designing intervention strategies, the study advocates the strength of applying flux balance analyses coupled with metabolomics to get a global picture of complex metabolic adjustments.
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Affiliation(s)
- Arshad Rizvi
- Department of Biochemistry, School of Life Sciences, University of Hyderabad, Hyderabad, India
| | - Arvind Shankar
- Bio-Sciences R&D Division, TCS Research, Tata Consultancy Services Ltd., Pune, India
| | | | | | - Tungadri Bose
- Bio-Sciences R&D Division, TCS Research, Tata Consultancy Services Ltd., Pune, India
| | - Anirban Dutta
- Bio-Sciences R&D Division, TCS Research, Tata Consultancy Services Ltd., Pune, India
| | - Kannan Balakrishnan
- Department of Biochemistry, School of Life Sciences, University of Hyderabad, Hyderabad, India
| | - Lavanya Madugulla
- Department of Biochemistry, School of Life Sciences, University of Hyderabad, Hyderabad, India
| | | | - Sharmila S Mande
- Bio-Sciences R&D Division, TCS Research, Tata Consultancy Services Ltd., Pune, India
| | - Sharmistha Banerjee
- Department of Biochemistry, School of Life Sciences, University of Hyderabad, Hyderabad, India
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18
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Goletti D, Lee MR, Wang JY, Walter N, Ottenhoff THM. Update on tuberculosis biomarkers: From correlates of risk, to correlates of active disease and of cure from disease. Respirology 2018; 23:455-466. [PMID: 29457312 DOI: 10.1111/resp.13272] [Citation(s) in RCA: 111] [Impact Index Per Article: 18.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/04/2017] [Revised: 12/18/2017] [Accepted: 01/22/2018] [Indexed: 12/23/2022]
Abstract
Tuberculosis (TB) remains a devastating disease, yet despite its enormous toll on global health, tools to control TB are insufficient and often outdated. TB Biomarkers (TB-BM) would constitute extremely useful tools to measure infection status and predict outcome of infection, vaccination or therapy. There are several types of TB-BM: Correlate of Infection; Correlate of TB Disease; Correlate of Increased Risk of Developing Active TB Disease; Correlate of the Curative Response to Therapy; and Correlate of Protection (CoP). Most TB-BM currently studied are host-derived BM, and consist of transcriptomic, proteomic, metabolomic, cellular markers or marker combinations ('signatures'). In particular, vaccine-inducible CoP are expected to be transformative in developing new TB vaccines as they will de-risk vaccine research and development (R&D) as well as human testing at an early stage. In addition, CoP could also help minimizing the need for preclinical studies in experimental animals. Of key importance is that TB-BM are tested and validated in different well-characterized human TB cohorts, preferably with complementary profiles and geographically diverse populations: genetic and environmental factors such as (viral) coinfections, exposure to non-tuberculous mycobacteria, nutritional status, metabolic status, age (infants vs children vs adolescents vs adults) and other factors impact host immune set points and host responses across different populations. In this study, we review the most recent advances in research into TB-BM for the diagnosis of active TB, risk of TB development and treatment-induced TB cure.
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Affiliation(s)
- Delia Goletti
- Translational Research Unit, Department of Epidemiology and Preclinical Research, National Institute for Infectious Diseases "L. Spallanzani", Rome, Italy
| | - Meng-Rui Lee
- Department of Internal Medicine, National Taiwan University Hospital, Hsinchu, Taiwan
| | - Jann-Yuan Wang
- Department of Internal Medicine, National Taiwan University Hospital, Taipei, Taiwan
| | - Nicholas Walter
- Department of Epidemiology, Colorado School of Public Health, Aurora, CO, USA
| | - Tom H M Ottenhoff
- Department of Infectious Diseases, Leiden University Medical Center, Leiden, The Netherlands
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