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Tzfadia O, Gijsbers A, Vujkovic A, Snobre J, Vargas R, Dewaele K, Meehan CJ, Farhat M, Hakke S, Peters PJ, de Jong BC, Siroy A, Ravelli RBG. Single nucleotide variation catalog from clinical isolates mapped on tertiary and quaternary structures of ESX-1-related proteins reveals critical regions as putative Mtb therapeutic targets. Microbiol Spectr 2024:e0381623. [PMID: 38874407 DOI: 10.1128/spectrum.03816-23] [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: 10/31/2023] [Accepted: 05/02/2024] [Indexed: 06/15/2024] Open
Abstract
Proteins encoded by the ESX-1 genes of interest are essential for full virulence in all Mycobacterium tuberculosis complex (Mtbc) lineages, the pathogens causing the highest mortality worldwide. Identifying critical regions in these ESX-1-related proteins could provide preventive or therapeutic targets for Mtb infection, the game changer needed for tuberculosis control. We analyzed a compendium of whole genome sequences of clinical Mtb isolates from all lineages from >32,000 patients and identified single nucleotide polymorphisms. When mutations corresponding to all non-synonymous single nucleotide polymorphisms were mapped on structural models of the ESX-1 proteins, fully conserved regions emerged. Some could be assigned to known quaternary structures, whereas others could be predicted to be involved in yet-to-be-discovered interactions. Some mutants had clonally expanded (found in >1% of the isolates); these mutants were mostly located at the surface of globular domains, remote from known intra- and inter-molecular protein-protein interactions. Fully conserved intrinsically disordered regions of proteins were found, suggesting that these regions are crucial for the pathogenicity of the Mtbc. Altogether, our findings highlight fully conserved regions of proteins as attractive vaccine antigens and drug targets to control Mtb virulence. Extending this approach to the whole Mtb genome as well as other microorganisms will enhance vaccine development for various pathogens. IMPORTANCE We mapped all non-synonymous single nucleotide polymorphisms onto each of the experimental and predicted ESX-1 proteins' structural models and inspected their placement. Varying sizes of conserved regions were found. Next, we analyzed predicted intrinsically disordered regions within our set of proteins, finding two putative long stretches that are fully conserved, and discussed their potential essential role in immunological recognition. Combined, our findings highlight new targets for interfering with Mycobacterium tuberculosis complex virulence.
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Affiliation(s)
- Oren Tzfadia
- Mycobacteriology Unit, Institute of Tropical Medicine, Antwerp, Belgium
| | - Abril Gijsbers
- Departamento de Bioquímica, Facultad de Medicina, Universidad Nacional Autónoma de México, Mexico City, Mexico
| | - Alexandra Vujkovic
- Clinical Virology Unit, Institute of Tropical Medicine, Antwerp, Belgium
- ADReM Data Lab, University of Antwerp, Antwerp, Belgium
| | - Jihad Snobre
- Mycobacteriology Unit, Institute of Tropical Medicine, Antwerp, Belgium
| | - Roger Vargas
- Department of Biomedical Informatics, Harvard Medical School, Boston, Massachusetts, USA
| | - Klaas Dewaele
- Mycobacteriology Unit, Institute of Tropical Medicine, Antwerp, Belgium
| | - Conor J Meehan
- Mycobacteriology Unit, Institute of Tropical Medicine, Antwerp, Belgium
- Department of Biosciences, Nottingham Trent University, Nottingham, United Kingdom
| | - Maha Farhat
- Department of Biomedical Informatics, Harvard Medical School, Boston, Massachusetts, USA
| | - Sneha Hakke
- Division of Nanoscopy, Maastricht Multimodal Imaging Institute (M4i), Maastricht University, Maastricht, the Netherlands
| | - Peter J Peters
- Division of Nanoscopy, Maastricht Multimodal Imaging Institute (M4i), Maastricht University, Maastricht, the Netherlands
| | - Bouke C de Jong
- Mycobacteriology Unit, Institute of Tropical Medicine, Antwerp, Belgium
| | - Axel Siroy
- Unité de soutien à l'Institut Européen de Chimie et Biologie (IECB), CNRS, INSERM, IECB, US1, Université de Bordeaux, Pessac, France
| | - Raimond B G Ravelli
- Division of Nanoscopy, Maastricht Multimodal Imaging Institute (M4i), Maastricht University, Maastricht, the Netherlands
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Silcocks M, Chang X, Thuong Thuong NT, Qin Y, Minh Ha DT, Khac Thai PV, Vijay S, Anh Thu DD, Ngoc Ha VT, Ngoc Nhung H, Huu Lan N, Quynh Nhu NT, Edwards D, Nath A, Pham K, Duc Bang N, Hong Chau TT, Thwaites G, Heemskerk AD, Chuen Khor C, Teo YY, Inouye M, Ong RTH, Caws M, Holt KE, Dunstan SJ. Evolution and transmission of antibiotic resistance is driven by Beijing lineage Mycobacterium tuberculosis in Vietnam. Microbiol Spectr 2023; 11:e0256223. [PMID: 37971428 PMCID: PMC10714959 DOI: 10.1128/spectrum.02562-23] [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: 06/21/2023] [Accepted: 10/12/2023] [Indexed: 11/19/2023] Open
Abstract
IMPORTANCE Drug-resistant tuberculosis (TB) infection is a growing and potent concern, and combating it will be necessary to achieve the WHO's goal of a 95% reduction in TB deaths by 2035. While prior studies have explored the evolution and spread of drug resistance, we still lack a clear understanding of the fitness costs (if any) imposed by resistance-conferring mutations and the role that Mtb genetic lineage plays in determining the likelihood of resistance evolution. This study offers insight into these questions by assessing the dynamics of resistance evolution in a high-burden Southeast Asian setting with a diverse lineage composition. It demonstrates that there are clear lineage-specific differences in the dynamics of resistance acquisition and transmission and shows that different lineages evolve resistance via characteristic mutational pathways.
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Affiliation(s)
- Matthew Silcocks
- Department of Infectious Diseases, University of Melbourne at the Peter Doherty Institute for Infection and Immunity, Parkville, Victoria, Australia
| | - Xuling Chang
- Department of Infectious Diseases, University of Melbourne at the Peter Doherty Institute for Infection and Immunity, Parkville, Victoria, Australia
- Department of Paediatrics, Yong Loo Lin School of Medicine, National University of Singapore, , Singapore
- Khoo Teck Puat–National University Children’s Medical Institute, National University Health System, Singapore
| | - Nguyen Thuy Thuong Thuong
- Oxford University Clinical Research Unit, Hospital for Tropical Diseases, District 5, Ho Chi Minh City, Vietnam
- Nuffield Department of Medicine, Centre for Tropical Medicine and Global Health, University of Oxford, Oxford, United Kingdom
| | - Youwen Qin
- Cambridge Baker Systems Genomics Initiative, Baker Heart and Diabetes Institute, Melbourne, Victoria, Australia
- School of BioSciences, The University of Melbourne, Melbourne, Victoria, Australia
| | - Dang Thi Minh Ha
- Pham Ngoc Thach Hospital for TB and Lung Disease, District 5, Ho Chi Minh City, Vietnam
| | - Phan Vuong Khac Thai
- Pham Ngoc Thach Hospital for TB and Lung Disease, District 5, Ho Chi Minh City, Vietnam
| | - Srinivasan Vijay
- Oxford University Clinical Research Unit, Hospital for Tropical Diseases, District 5, Ho Chi Minh City, Vietnam
- Nuffield Department of Medicine, Centre for Tropical Medicine and Global Health, University of Oxford, Oxford, United Kingdom
- Theoretical Microbial Ecology, Friedrich Schiller University Jena, Jena, Germany
| | - Do Dang Anh Thu
- Oxford University Clinical Research Unit, Hospital for Tropical Diseases, District 5, Ho Chi Minh City, Vietnam
| | - Vu Thi Ngoc Ha
- Oxford University Clinical Research Unit, Hospital for Tropical Diseases, District 5, Ho Chi Minh City, Vietnam
| | - Hoang Ngoc Nhung
- Oxford University Clinical Research Unit, Hospital for Tropical Diseases, District 5, Ho Chi Minh City, Vietnam
| | - Nguyen Huu Lan
- Pham Ngoc Thach Hospital for TB and Lung Disease, District 5, Ho Chi Minh City, Vietnam
| | - Nguyen Thi Quynh Nhu
- Oxford University Clinical Research Unit, Hospital for Tropical Diseases, District 5, Ho Chi Minh City, Vietnam
| | - David Edwards
- Department of Infectious Diseases, Central Clinical School, Monash University, Melbourne, Victoria, Australia
| | - Artika Nath
- Cambridge Baker Systems Genomics Initiative, Baker Heart and Diabetes Institute, Melbourne, Victoria, Australia
| | - Kym Pham
- Department of Clinical Pathology, The University of Melbourne, Melbourne, Victoria, Australia
| | - Nguyen Duc Bang
- Pham Ngoc Thach Hospital for TB and Lung Disease, District 5, Ho Chi Minh City, Vietnam
| | - Tran Thi Hong Chau
- Oxford University Clinical Research Unit, Hospital for Tropical Diseases, District 5, Ho Chi Minh City, Vietnam
- Hospital for Tropical Diseases, District 5, Ho Chi Minh City, Vietnam
| | - Guy Thwaites
- Oxford University Clinical Research Unit, Hospital for Tropical Diseases, District 5, Ho Chi Minh City, Vietnam
- Nuffield Department of Medicine, Centre for Tropical Medicine and Global Health, University of Oxford, Oxford, United Kingdom
| | - A. Dorothee Heemskerk
- Department of Medical Microbiology and Infection Prevention, Amsterdam University Medical Centre, Amsterdam, Netherlands
| | | | - Yik Ying Teo
- Saw Swee Hock School of Public Health, National University of Singapore, Singapore
| | - Michael Inouye
- Cambridge Baker Systems Genomics Initiative, Baker Heart and Diabetes Institute, Melbourne, Victoria, Australia
- Department of Public Health and Primary Care, Cambridge Baker Systems Genomics Initiative, University of Cambridge, Cambridge, United Kingdom
| | - Rick Twee-Hee Ong
- Saw Swee Hock School of Public Health, National University of Singapore, Singapore
| | - Maxine Caws
- Liverpool School of Tropical Medicine, Liverpool, United Kingdom
- Birat Nepal Medical Trust, Kathmandu, Nepal
| | - Kathryn E. Holt
- Department of Infectious Diseases, Central Clinical School, Monash University, Melbourne, Victoria, Australia
- Department of Infection Biology, London School of Hygiene & Tropical Medicine, London, United Kingdom
| | - Sarah J. Dunstan
- Department of Infectious Diseases, University of Melbourne at the Peter Doherty Institute for Infection and Immunity, Parkville, Victoria, Australia
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Vargas R, Luna MJ, Freschi L, Marin M, Froom R, Murphy KC, Campbell EA, Ioerger TR, Sassetti CM, Farhat MR. Phase variation as a major mechanism of adaptation in Mycobacterium tuberculosis complex. Proc Natl Acad Sci U S A 2023; 120:e2301394120. [PMID: 37399390 PMCID: PMC10334774 DOI: 10.1073/pnas.2301394120] [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: 02/05/2023] [Accepted: 05/03/2023] [Indexed: 07/05/2023] Open
Abstract
Phase variation induced by insertions and deletions (INDELs) in genomic homopolymeric tracts (HT) can silence and regulate genes in pathogenic bacteria, but this process is not characterized in MTBC (Mycobacterium tuberculosis complex) adaptation. We leverage 31,428 diverse clinical isolates to identify genomic regions including phase-variants under positive selection. Of 87,651 INDEL events that emerge repeatedly across the phylogeny, 12.4% are phase-variants within HTs (0.02% of the genome by length). We estimated the in-vitro frameshift rate in a neutral HT at 100× the neutral substitution rate at [Formula: see text] frameshifts/HT/year. Using neutral evolution simulations, we identified 4,098 substitutions and 45 phase-variants to be putatively adaptive to MTBC (P < 0.002). We experimentally confirm that a putatively adaptive phase-variant alters the expression of espA, a critical mediator of ESX-1-dependent virulence. Our evidence supports the hypothesis that phase variation in the ESX-1 system of MTBC can act as a toggle between antigenicity and survival in the host.
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Affiliation(s)
- Roger Vargas
- Center for Computational Biomedicine, Harvard Medical School, Boston, MA02115
- Department of Biomedical Informatics, Harvard Medical School, Boston, MA02115
| | - Michael J. Luna
- Department of Microbiology and Physiological Systems, University of Massachusetts Chan Medical School, Worcester, MA01655
| | - Luca Freschi
- Department of Biomedical Informatics, Harvard Medical School, Boston, MA02115
| | - Maximillian Marin
- Department of Biomedical Informatics, Harvard Medical School, Boston, MA02115
| | - Ruby Froom
- Laboratory of Molecular Biophysics, The Rockefeller University, New York, NY10065
- Laboratory of Host-Pathogen Biology, The Rockefeller University, New York, NY10065
| | - Kenan C. Murphy
- Department of Microbiology and Physiological Systems, University of Massachusetts Chan Medical School, Worcester, MA01655
| | | | - Thomas R. Ioerger
- Department of Computer Science and Engineering, Texas A&M University, College Station, TX77843
| | - Christopher M. Sassetti
- Department of Microbiology and Physiological Systems, University of Massachusetts Chan Medical School, Worcester, MA01655
| | - Maha Reda Farhat
- Department of Biomedical Informatics, Harvard Medical School, Boston, MA02115
- Pulmonary and Critical Care Medicine, Massachusetts General Hospital, Boston, MA02114
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Commins N, Sullivan MR, McGowen K, Koch EM, Rubin EJ, Farhat M. Mutation rates and adaptive variation among the clinically dominant clusters of Mycobacterium abscessus. Proc Natl Acad Sci U S A 2023; 120:e2302033120. [PMID: 37216535 PMCID: PMC10235944 DOI: 10.1073/pnas.2302033120] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/09/2023] [Accepted: 04/13/2023] [Indexed: 05/24/2023] Open
Abstract
Mycobacterium abscessus (Mab) is a multidrug-resistant pathogen increasingly responsible for severe pulmonary infections. Analysis of whole-genome sequences (WGS) of Mab demonstrates dense genetic clustering of clinical isolates collected from disparate geographic locations. This has been interpreted as supporting patient-to-patient transmission, but epidemiological studies have contradicted this interpretation. Here, we present evidence for a slowing of the Mab molecular clock rate coincident with the emergence of phylogenetic clusters. We performed phylogenetic inference using publicly available WGS from 483 Mab patient isolates. We implement a subsampling approach in combination with coalescent analysis to estimate the molecular clock rate along the long internal branches of the tree, indicating a faster long-term molecular clock rate compared to branches within phylogenetic clusters. We used ancestry simulation to predict the effects of clock rate variation on phylogenetic clustering and found that the degree of clustering in the observed phylogeny is more easily explained by a clock rate slowdown than by transmission. We also find that phylogenetic clusters are enriched in mutations affecting DNA repair machinery and report that clustered isolates have lower spontaneous mutation rates in vitro. We propose that Mab adaptation to the host environment through variation in DNA repair genes affects the organism's mutation rate and that this manifests as phylogenetic clustering. These results challenge the model that phylogenetic clustering in Mab is explained by person-to-person transmission and inform our understanding of transmission inference in emerging, facultative pathogens.
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Affiliation(s)
- Nicoletta Commins
- Department of Biomedical Informatics, Harvard Medical School, Boston, MA02115
| | - Mark R. Sullivan
- Department of Immunology and Infectious Diseases, Harvard T. H. Chan School of Public Health, Boston, MA02115
| | - Kerry McGowen
- Department of Immunology and Infectious Diseases, Harvard T. H. Chan School of Public Health, Boston, MA02115
| | - Evan M. Koch
- Department of Biomedical Informatics, Harvard Medical School, Boston, MA02115
| | - Eric J. Rubin
- Department of Immunology and Infectious Diseases, Harvard T. H. Chan School of Public Health, Boston, MA02115
- Department of Microbiology, Harvard Medical School, Boston, MA02115
| | - Maha Farhat
- Department of Biomedical Informatics, Harvard Medical School, Boston, MA02115
- Division of Pulmonary and Critical Care Medicine, Massachusetts General Hospital, Boston, MA02114
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