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Luna MJ, Oluoch PO, Miao J, Culviner P, Papavinasasundaram K, Jaecklein E, Shell SS, Ioerger TR, Fortune SM, Farhat MR, Sassetti CM. Frequently arising ESX-1-associated phase variants influence Mycobacterium tuberculosis fitness in the presence of host and antibiotic pressures. mBio 2025; 16:e0376224. [PMID: 39873486 PMCID: PMC11898584 DOI: 10.1128/mbio.03762-24] [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: 12/04/2024] [Accepted: 12/18/2024] [Indexed: 01/30/2025] Open
Abstract
Mycobacterium tuberculosis (Mtb) exhibits an impressive ability to adapt to rapidly changing environments, despite its genome's apparent stability. Recently, phase variation through indel formation in homopolymeric tracts (HT) has emerged as a potentially important mechanism promoting adaptation in Mtb. This study examines the impact of common phase variants associated with the ESX-1 type VII secretion system, focusing on a highly variable HT upstream of the ESX-1 regulatory factor, espR. By engineering this frequently observed indel into an isogenic background, we demonstrate that a single nucleotide insertion in the espR 5'UTR causes post-transcriptional upregulation of EspR protein abundance and corresponding alterations in the EspR regulon. Consequently, this mutation increases the expression of ESX-1 components in the espACD operon and enhances ESX-1 substrate secretion. We find that this indel specifically increases isoniazid resistance without impacting the effectiveness of other drugs tested. Furthermore, we show that two distinct observed HT indels that regulate either espR translation or espACD transcription increase bacterial fitness in a mouse infection model. The presence of multiple ESX-1-associated HTs provides a mechanism to combinatorially tune protein secretion, drug sensitivity, and host-pathogen interactions. More broadly, these findings support emerging data that Mtb utilizes HT-mediated phase variation to direct genetic variation to certain sites across the genome in order to adapt to changing pressures. IMPORTANCE Mycobacterium tuberculosis (Mtb) is responsible for more deaths worldwide than any other single infectious agent. Understanding how this pathogen adapts to the varied environmental pressures imposed by host immunity and antibiotics has important implications for the design of more effective therapies. In this work, we show that the genome of Mtb contains multiple contingency loci that control the activity of the ESX-1 secretion system, which is critical for interactions with the host. These loci consist of homopolymeric DNA tracts in gene regulatory regions that are subject to high-frequency reversible variation and act to tune the activity of ESX-1. We find that variation at these sites increases the fitness of Mtb in the presence of antibiotic and/or during infection. These findings indicate that Mtb has the ability to diversify its genome in specific sites to create subpopulations of cells that are preadapted to new conditions.
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Affiliation(s)
- Michael J. Luna
- Department of Microbiology, UMass Chan Medical School, Worcester, Massachusetts, USA
| | - Peter O. Oluoch
- Department of Microbiology, UMass Chan Medical School, Worcester, Massachusetts, USA
| | - Jiazheng Miao
- Department of Biomedical Informatics, Harvard Medical School, Boston, Massachusetts, USA
| | - Peter Culviner
- Department of Immunology and Infectious Diseases, Harvard TH Chan School of Public Health, Boston, Massachusetts, USA
| | | | - Eleni Jaecklein
- Department of Microbiology, UMass Chan Medical School, Worcester, Massachusetts, USA
| | - Scarlet S. Shell
- Department of Biology and Biotechnology, Worcester Polytechnic Institute, Worcester, Massachusetts, USA
| | - Thomas R. Ioerger
- Department of Computer Science and Engineering, Texas A&M University, College Station, Texas, USA
| | - Sarah M. Fortune
- Department of Immunology and Infectious Diseases, Harvard TH Chan School of Public Health, Boston, Massachusetts, USA
| | - Maha R. Farhat
- Department of Biomedical Informatics, Harvard Medical School, Boston, Massachusetts, USA
- Pulmonary and Critical Care Medicine, Massachusetts General Hospital, Boston, Massachusetts, USA
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Kulkarni SG, Laurent S, Miotto P, Walker TM, Chindelevitch L, Nathanson CM, Ismail N, Rodwell TC, Farhat MR. Multivariable regression models improve accuracy and sensitive grading of antibiotic resistance mutations in Mycobacterium tuberculosis. Nat Commun 2025; 16:2149. [PMID: 40032816 PMCID: PMC11876447 DOI: 10.1038/s41467-025-57174-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/05/2024] [Accepted: 02/11/2025] [Indexed: 03/05/2025] Open
Abstract
Rapid genotype-based drug susceptibility testing for the Mycobacterium tuberculosis complex (MTBC) relies on a comprehensive knowledgebase of the genetic determinants of resistance. Here we present a catalogue of resistance-associated mutations using a regression-based approach and benchmark it against the 2nd edition of the World Health Organisation (WHO) mutation catalogue. We train multivariate logistic regression models on over 52,000 MTBC isolates to associate binary resistance phenotypes for 15 antitubercular drugs with variants extracted from candidate resistance genes. Regression detects 450/457 (98%) resistance-associated variants identified using the existing method (a.k.a, SOLO method) and grades 221 (29%) more total variants than SOLO. The regression-based catalogue achieves higher sensitivity on average (+3.2 percentage points, pp) than SOLO with smaller average decreases in specificity (-1.0 pp) and positive predictive value (-1.6 pp). Sensitivity gains are highest for ethambutol, clofazimine, streptomycin, and ethionamide as regression graded considerably more resistance-associated variants than SOLO for these drugs. There is no difference between SOLO and regression with regards to meeting the target product profiles set by the WHO for genetic drug susceptibility testing, except for rifampicin, for which regression specificity is below the threshold of 98% at 97%. The regression pipeline also detects isoniazid resistance compensatory mutations in ahpC and variants linked to bedaquiline and aminoglycoside hypersusceptibility. These results inform the continued development of targeted next generation sequencing, whole genome sequencing, and other commercial molecular assays for diagnosing resistance in the MTBC.
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Affiliation(s)
- Sanjana G Kulkarni
- Department of Biomedical Informatics, Harvard Medical School, Boston, MA, USA
| | - Sacha Laurent
- Foundation for Innovative New Diagnostics (FIND), Geneva, Switzerland
| | - Paolo Miotto
- IRCCS San Raffaele Scientific Institute, Milano, Italy
| | - Timothy M Walker
- Nuffield Department of Medicine, University of Oxford, Oxford, UK
- Oxford University Clinical Research Unit, Ho Chi Minh City, Vietnam
| | - Leonid Chindelevitch
- Medical Research Council (MRC) Centre for Global Infectious Disease Analysis, School of Public Health, Imperial College London, London, UK
| | | | - Nazir Ismail
- Global Tuberculosis Programme, World Health Organization (WHO), Geneva, Switzerland
- Department of Clinical Microbiology and Infectious Diseases, University of the Witwatersrand, Johannesburg, South Africa
| | - Timothy C Rodwell
- Foundation for Innovative New Diagnostics (FIND), Geneva, Switzerland
- Division of Pulmonary, Critical Care and Sleep Medicine, University of California, San Diego, CA, USA
| | - Maha R Farhat
- Department of Biomedical Informatics, Harvard Medical School, Boston, MA, USA.
- Division of Pulmonary & Critical Care, Massachusetts General Hospital, Boston, MA, USA.
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3
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Bayliss CD, Clark JL, van der Woude MW. 100+ years of phase variation: the premier bacterial bet-hedging phenomenon. MICROBIOLOGY (READING, ENGLAND) 2025; 171:001537. [PMID: 40014379 PMCID: PMC11868660 DOI: 10.1099/mic.0.001537] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 10/24/2024] [Accepted: 02/05/2025] [Indexed: 02/28/2025]
Abstract
Stochastic, reversible switches in the expression of Salmonella flagella variants were first described by Andrewes in 1922. Termed phase variation (PV), subsequent research found that this phenomenon was widespread among bacterial species and controlled expression of major determinants of bacterial-host interactions. Underlying mechanisms were not discovered until the 1970s/1980s but were found to encompass intrinsic aspects of DNA processes (i.e. DNA slippage and recombination) and DNA modifications (i.e. DNA methylation). Despite this long history, discoveries are ongoing with expansions of the phase-variable repertoire into new organisms and novel insights into the functions of known loci and switching mechanisms. Some of these discoveries are somewhat controversial as the term 'PV' is being applied without addressing key aspects of the phenomenon such as whether mutations or epigenetic changes are reversible and generated prior to selection. Another 'missing' aspect of PV research is the impact of these adaptive switches in real-world situations. This review provides a perspective on the historical timeline of the discovery of PV, the current state-of-the-art, controversial aspects of classifying phase-variable loci and possible 'missing' real-world effects of this phenomenon.
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Affiliation(s)
- Christopher D. Bayliss
- Department of Genetics, Genomics and Cancer Sciences, University of Leicester, Leicester, UK
| | - Jack L. Clark
- Department of Genetics, Genomics and Cancer Sciences, University of Leicester, Leicester, UK
| | - Marjan W. van der Woude
- Hull York Medical School and the York Biomedical Research Institute, University of York, York, UK
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4
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Byrne AS, Bissonnette N, Tahlan K. Mechanisms and implications of phenotypic switching in bacterial pathogens. Can J Microbiol 2025; 71:1-19. [PMID: 39361974 DOI: 10.1139/cjm-2024-0116] [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: 10/05/2024]
Abstract
Bacteria encounter various stressful conditions within a variety of dynamic environments, which they must overcome for survival. One way they achieve this is by developing phenotypic heterogeneity to introduce diversity within their population. Such distinct subpopulations can arise through endogenous fluctuations in regulatory components, wherein bacteria can express diverse phenotypes and switch between them, sometimes in a heritable and reversible manner. This switching may also lead to antigenic variation, enabling pathogenic bacteria to evade the host immune response. Therefore, phenotypic heterogeneity plays a significant role in microbial pathogenesis, immune evasion, antibiotic resistance, host niche tissue establishment, and environmental persistence. This heterogeneity can result from stochastic and responsive switches, as well as various genetic and epigenetic mechanisms. The development of phenotypic heterogeneity may create clonal populations that differ in their level of virulence, contribute to the formation of biofilms, and allow for antibiotic persistence within select morphological variants. This review delves into the current understanding of the molecular switching mechanisms underlying phenotypic heterogeneity, highlighting their roles in establishing infections caused by select bacterial pathogens.
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Affiliation(s)
| | - Nathalie Bissonnette
- Sherbrooke Research and Development Center, Agriculture and Agri-Food Canada, Sherbrooke, QC, Canada
| | - Kapil Tahlan
- Department of Biology, Memorial University of Newfoundland, St. John's, NL, Canada
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5
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Rivera-Flores I, Wang E, Murphy K. Mycobacterium smegmatis NucS-promoted DNA mismatch repair involves limited resection by a 5'-3' exonuclease and is independent of homologous recombination and NHEJ. Nucleic Acids Res 2024; 52:12308-12323. [PMID: 39417425 PMCID: PMC11551767 DOI: 10.1093/nar/gkae895] [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: 01/04/2024] [Revised: 09/07/2024] [Accepted: 09/27/2024] [Indexed: 10/19/2024] Open
Abstract
The MutSL mismatch repair (MMR) systems in bacteria and eukaryotes correct mismatches made at the replication fork to maintain genome stability. A novel MMR system is represented by the EndoMS/NucS endonuclease from Actinobacterium Corynebacterium glutamicum, which recognizes mismatched substrates in vitro and creates dsDNA breaks at the mismatch. In this report, a genetic analysis shows that an M. smegmatis ΔnucS strain could be complemented by expression of wild type NucS protein, but not by one deleted of its last five amino acids, a region predicted to be critical for binding to the β-clamp at the replication fork. Oligo-recombineering was then leveraged to deliver defined mismatches to a defective hygromycin resistance gene on the M. smegmatis chromosome. We find that NucS recognizes and repairs G-G, G-T, and T-T mismatches in vivo, consistent with the recognition of these same mismatches in C. glutamicum in vitro, as well as mutation accumulation studies done in M. smegmatis. Finally, an assay that employs an oligo that promotes the generation of two mismatches in close proximity on the chromosome shows that a NucS-promoted cut is processed by a 5'-3' exonuclease (or 5'-Flap endonuclease) and that NucS-promoted MMR is independent of both homologous recombination and non-homologous end-joining.
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Affiliation(s)
- Iris V Rivera-Flores
- Department of Microbiology, University of Massachusetts Chan Medical School, Worcester, MA 01605, USA
| | - Emily X Wang
- Department of Microbiology, University of Massachusetts Chan Medical School, Worcester, MA 01605, USA
| | - Kenan C Murphy
- Department of Microbiology, University of Massachusetts Chan Medical School, Worcester, MA 01605, USA
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6
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Yun S, Min J, Han S, Sim HS, Kim SK, Lee JB, Yoon JW, Yeom J, Park W. Experimental evolution under different nutritional conditions changes the genomic architecture and virulence of Acinetobacter baumannii. Commun Biol 2024; 7:1274. [PMID: 39369115 PMCID: PMC11455985 DOI: 10.1038/s42003-024-06978-w] [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: 01/14/2024] [Accepted: 09/27/2024] [Indexed: 10/07/2024] Open
Abstract
This study uncovers the molecular processes governing the adaptive evolution of multidrug-resistant (MDR) pathogens without antibiotic pressure. Genomic analysis of MDR Acinetobacter baumannii cells cultured for 8000 generations under starvation conditions (EAB1) or nutrient-rich conditions (EAB2) revealed significant genomic changes, primarily by insertion sequence (IS)-mediated insertions and deletions. Only two Acinetobacter-specific prophage-related deletions and translocations were observed in the EAB1 strain. Both evolved strains exhibited higher virulence in mouse infection studies, each with different modes of action. The EAB1 strain displayed a heightened ability to cross the epithelial barrier of human lung tissue, evade the immune system, and spread to lung tissues, ultimately resulting in cellular mortality. In contrast, the EAB2 strain strongly attached to epithelial cells, leading to increased synthesis of proinflammatory cytokines and chemokines. The genomic alterations and increased virulence observed in evolved strains during short-term evolution underscore the need for caution when handling these pathogens, as these risks persist even without antibiotic exposure.
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Affiliation(s)
- Sohyeon Yun
- Laboratory of Molecular Environmental Microbiology, Department of Environmental Science and Ecological Engineering, Korea University, Seoul, Republic of Korea
| | - Jihyeon Min
- Laboratory of Molecular Environmental Microbiology, Department of Environmental Science and Ecological Engineering, Korea University, Seoul, Republic of Korea
| | - Sunyong Han
- Laboratory of Molecular Environmental Microbiology, Department of Environmental Science and Ecological Engineering, Korea University, Seoul, Republic of Korea
| | - Ho Seok Sim
- Department of Microbiology and Immunology, Department of Biomedical Science, and Cancer Research Institute, College of Medicine, Seoul National University, Jongno-gu, Seoul, Republic of Korea
| | - Se Kye Kim
- College of Veterinary Medicine & Institute of Veterinary Science, Kangwon National University, Chuncheon, Gangwon, Republic of Korea
| | - Jun Bong Lee
- College of Veterinary Medicine & Institute of Veterinary Science, Kangwon National University, Chuncheon, Gangwon, Republic of Korea
| | - Jang Won Yoon
- College of Veterinary Medicine & Institute of Veterinary Science, Kangwon National University, Chuncheon, Gangwon, Republic of Korea
| | - Jinki Yeom
- Department of Microbiology and Immunology, Department of Biomedical Science, and Cancer Research Institute, College of Medicine, Seoul National University, Jongno-gu, Seoul, Republic of Korea.
| | - Woojun Park
- Laboratory of Molecular Environmental Microbiology, Department of Environmental Science and Ecological Engineering, Korea University, Seoul, Republic of Korea.
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7
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Farhat M, Cox H, Ghanem M, Denkinger CM, Rodrigues C, Abd El Aziz MS, Enkh-Amgalan H, Vambe D, Ugarte-Gil C, Furin J, Pai M. Drug-resistant tuberculosis: a persistent global health concern. Nat Rev Microbiol 2024; 22:617-635. [PMID: 38519618 DOI: 10.1038/s41579-024-01025-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 02/12/2024] [Indexed: 03/25/2024]
Abstract
Drug-resistant tuberculosis (TB) is estimated to cause 13% of all antimicrobial resistance-attributable deaths worldwide and is driven by both ongoing resistance acquisition and person-to-person transmission. Poor outcomes are exacerbated by late diagnosis and inadequate access to effective treatment. Advances in rapid molecular testing have recently improved the diagnosis of TB and drug resistance. Next-generation sequencing of Mycobacterium tuberculosis has increased our understanding of genetic resistance mechanisms and can now detect mutations associated with resistance phenotypes. All-oral, shorter drug regimens that can achieve high cure rates of drug-resistant TB within 6-9 months are now available and recommended but have yet to be scaled to global clinical use. Promising regimens for the prevention of drug-resistant TB among high-risk contacts are supported by early clinical trial data but final results are pending. A person-centred approach is crucial in managing drug-resistant TB to reduce the risk of poor treatment outcomes, side effects, stigma and mental health burden associated with the diagnosis. In this Review, we describe current surveillance of drug-resistant TB and the causes, risk factors and determinants of drug resistance as well as the stigma and mental health considerations associated with it. We discuss recent advances in diagnostics and drug-susceptibility testing and outline the progress in developing better treatment and preventive therapies.
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Affiliation(s)
- Maha Farhat
- Department of Biomedical Informatics, Harvard Medical School, Boston, MA, USA
- Division of Pulmonary and Critical Care Medicine, Massachusetts General Hospital, Boston, MA, USA
| | - Helen Cox
- Institute of Infectious Disease and Molecular Medicine, Wellcome Centre for Infectious Disease Research and Division of Medical Microbiology, University of Cape Town, Cape Town, South Africa
| | - Marwan Ghanem
- Department of Biomedical Informatics, Harvard Medical School, Boston, MA, USA
| | - Claudia M Denkinger
- Division of Infectious Disease and Tropical Medicine, Heidelberg University Hospital, Heidelberg, Germany
- German Center for Infection Research (DZIF), partner site Heidelberg University Hospital, Heidelberg, Germany
| | | | - Mirna S Abd El Aziz
- Division of Infectious Disease and Tropical Medicine, Heidelberg University Hospital, Heidelberg, Germany
| | | | - Debrah Vambe
- National TB Control Programme, Manzini, Eswatini
| | - Cesar Ugarte-Gil
- School of Public and Population Health, University of Texas Medical Branch, Galveston, TX, USA
| | - Jennifer Furin
- Department of Global Health and Social Medicine, Harvard Medical School, Boston, MA, USA
| | - Madhukar Pai
- McGill International TB Centre, McGill University, Montreal, Quebec, Canada.
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8
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Mayfield JA, Raman S, Ramnarine AK, Mishra VK, Huang AD, Dudoit S, Buter J, Cheng TY, Young DC, Nair YM, Ouellet IG, Griebel BT, Ma S, Sherman DR, Mallet L, Rhee KY, Minnaard AJ, Branch Moody D. Mycobacteria that cause tuberculosis have retained ancestrally acquired genes for the biosynthesis of chemically diverse terpene nucleosides. PLoS Biol 2024; 22:e3002813. [PMID: 39348416 PMCID: PMC11476799 DOI: 10.1371/journal.pbio.3002813] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/30/2024] [Revised: 10/10/2024] [Accepted: 08/24/2024] [Indexed: 10/02/2024] Open
Abstract
Mycobacterium tuberculosis (Mtb) releases the unusual terpene nucleoside 1-tuberculosinyladenosine (1-TbAd) to block lysosomal function and promote survival in human macrophages. Using conventional approaches, we found that genes Rv3377c and Rv3378c, but not Rv3376, were necessary for 1-TbAd biosynthesis. Here, we introduce linear models for mass spectrometry (limms) software as a next-generation lipidomics tool to study the essential functions of lipid biosynthetic enzymes on a whole-cell basis. Using limms, whole-cell lipid profiles deepened the phenotypic landscape of comparative mass spectrometry experiments and identified a large family of approximately 100 terpene nucleoside metabolites downstream of Rv3378c. We validated the identity of previously unknown adenine-, adenosine-, and lipid-modified tuberculosinol-containing molecules using synthetic chemistry and collisional mass spectrometry, including comprehensive profiling of bacterial lipids that fragment to adenine. We tracked terpene nucleoside genotypes and lipid phenotypes among Mycobacterium tuberculosis complex (MTC) species that did or did not evolve to productively infect either human or nonhuman mammals. Although 1-TbAd biosynthesis genes were thought to be restricted to the MTC, we identified the locus in unexpected species outside the MTC. Sequence analysis of the locus showed nucleotide usage characteristic of plasmids from plant-associated bacteria, clarifying the origin and timing of horizontal gene transfer to a pre-MTC progenitor. The data demonstrated correlation between high level terpene nucleoside biosynthesis and mycobacterial competence for human infection, and 2 mechanisms of 1-TbAd biosynthesis loss. Overall, the selective gain and evolutionary retention of tuberculosinyl metabolites in modern species that cause human TB suggest a role in human TB disease, and the newly discovered molecules represent candidate disease-specific biomarkers.
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Affiliation(s)
- Jacob A. Mayfield
- Division of Rheumatology, Inflammation and Immunity, Brigham and Women’s Hospital, Harvard Medical School, Boston, Massachusetts, United States of America
| | - Sahadevan Raman
- Division of Rheumatology, Inflammation and Immunity, Brigham and Women’s Hospital, Harvard Medical School, Boston, Massachusetts, United States of America
| | - Alexandrea K. Ramnarine
- Division of Rheumatology, Inflammation and Immunity, Brigham and Women’s Hospital, Harvard Medical School, Boston, Massachusetts, United States of America
| | - Vivek K. Mishra
- Stratingh Institute for Chemistry, University of Groningen, Groningen, the Netherlands
| | - Annie D. Huang
- Division of Rheumatology, Inflammation and Immunity, Brigham and Women’s Hospital, Harvard Medical School, Boston, Massachusetts, United States of America
| | - Sandrine Dudoit
- Division of Biostatistics, School of Public Health, University of California, Berkeley, California, United States of America
- Department of Statistics, University of California, Berkeley, California, United States of America
| | - Jeffrey Buter
- Division of Rheumatology, Inflammation and Immunity, Brigham and Women’s Hospital, Harvard Medical School, Boston, Massachusetts, United States of America
| | - Tan-Yun Cheng
- Division of Rheumatology, Inflammation and Immunity, Brigham and Women’s Hospital, Harvard Medical School, Boston, Massachusetts, United States of America
| | - David C. Young
- Division of Rheumatology, Inflammation and Immunity, Brigham and Women’s Hospital, Harvard Medical School, Boston, Massachusetts, United States of America
| | - Yashodhan M. Nair
- Division of Rheumatology, Inflammation and Immunity, Brigham and Women’s Hospital, Harvard Medical School, Boston, Massachusetts, United States of America
| | - Isobel G. Ouellet
- Division of Rheumatology, Inflammation and Immunity, Brigham and Women’s Hospital, Harvard Medical School, Boston, Massachusetts, United States of America
| | - Braden T. Griebel
- University of Washington Department of Chemical Engineering, Seattle, Washington State, United States of America
- Center for Global Infectious Disease Research, Seattle Children’s Research Institute, Seattle, Washington State, United States of America
| | - Shuyi Ma
- University of Washington Department of Chemical Engineering, Seattle, Washington State, United States of America
- Center for Global Infectious Disease Research, Seattle Children’s Research Institute, Seattle, Washington State, United States of America
- University of Washington Department of Pediatrics, Seattle, Washington State, United States of America
- University of Washington Pathobiology Program, Department of Global Health, Seattle, Washington State, United States of America
| | - David R. Sherman
- Department of Microbiology, University of Washington, Seattle, Washington State, United States of America
| | - Ludovic Mallet
- Unité de Mathématique et Informatique Appliquées de Toulouse, INRA, Castanet-Tolosan, France
| | - Kyu Y. Rhee
- Division of Infectious Diseases, Weill Department of Medicine, Weill Cornell Medical College, New York, New York, United States of America
| | - Adriaan J. Minnaard
- Stratingh Institute for Chemistry, University of Groningen, Groningen, the Netherlands
| | - D. Branch Moody
- Division of Rheumatology, Inflammation and Immunity, Brigham and Women’s Hospital, Harvard Medical School, Boston, Massachusetts, United States of America
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9
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Deng MZ, Liu Q, Cui SJ, Wang YX, Zhu G, Fu H, Gan M, Xu YY, Cai X, Wang S, Sha W, Zhao GP, Fortune SM, Lyu LD. An additional proofreader contributes to DNA replication fidelity in mycobacteria. Proc Natl Acad Sci U S A 2024; 121:e2322938121. [PMID: 39141351 PMCID: PMC11348249 DOI: 10.1073/pnas.2322938121] [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: 01/02/2024] [Accepted: 07/08/2024] [Indexed: 08/15/2024] Open
Abstract
The removal of mis-incorporated nucleotides by proofreading activity ensures DNA replication fidelity. Whereas the ε-exonuclease DnaQ is a well-established proofreader in the model organism Escherichia coli, it has been shown that proofreading in a majority of bacteria relies on the polymerase and histidinol phosphatase (PHP) domain of replicative polymerase, despite the presence of a DnaQ homolog that is structurally and functionally distinct from E. coli DnaQ. However, the biological functions of this type of noncanonical DnaQ remain unclear. Here, we provide independent evidence that noncanonical DnaQ functions as an additional proofreader for mycobacteria. Using the mutation accumulation assay in combination with whole-genome sequencing, we showed that depletion of DnaQ in Mycolicibacterium smegmatis leads to an increased mutation rate, resulting in AT-biased mutagenesis and increased insertions/deletions in the homopolymer tract. Our results showed that mycobacterial DnaQ binds to the β clamp and functions synergistically with the PHP domain proofreader to correct replication errors. Furthermore, the loss of dnaQ results in replication fork dysfunction, leading to attenuated growth and increased mutagenesis on subinhibitory fluoroquinolones potentially due to increased vulnerability to fork collapse. By analyzing the sequence polymorphism of dnaQ in clinical isolates of Mycobacterium tuberculosis (Mtb), we demonstrated that a naturally evolved DnaQ variant prevalent in Mtb lineage 4.3 may enable hypermutability and is associated with drug resistance. These results establish a coproofreading model and suggest a division of labor between DnaQ and PHP domain proofreader. This study also provides real-world evidence that a mutator-driven evolutionary pathway may exist during the adaptation of Mtb.
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Affiliation(s)
- Ming-Zhi Deng
- Key Laboratory of Medical Molecular Virology of the Ministry of Education/Ministry of Health, Department of Medical Microbiology and Parasitology, School of Basic Medical Sciences, Fudan University, Shanghai200032, China
| | - Qingyun Liu
- Department of Immunology and Infectious Diseases, Harvard T. H. Chan School of Public Health, Boston, MA02115
| | - Shu-Jun Cui
- Key Laboratory of Medical Molecular Virology of the Ministry of Education/Ministry of Health, Department of Medical Microbiology and Parasitology, School of Basic Medical Sciences, Fudan University, Shanghai200032, China
- Department of Microbiology and Microbial Engineering, School of Life Sciences, Fudan University, Shanghai200433, China
| | - Yi-Xin Wang
- Key Laboratory of Medical Molecular Virology of the Ministry of Education/Ministry of Health, Department of Medical Microbiology and Parasitology, School of Basic Medical Sciences, Fudan University, Shanghai200032, China
- Department of Microbiology and Microbial Engineering, School of Life Sciences, Fudan University, Shanghai200433, China
| | - Guoliang Zhu
- Shanghai Zelixir Biotech Company Ltd., Shanghai200030, China
| | - Han Fu
- Key Laboratory of Medical Molecular Virology of the Ministry of Education/Ministry of Health, Department of Medical Microbiology and Parasitology, School of Basic Medical Sciences, Fudan University, Shanghai200032, China
- Chinese Academy of Sciences Key Laboratory of Synthetic Biology, Chinese Academy of Sciences Center for Excellence in Molecular Plant Sciences, Chinese Academy of Sciences, Shanghai200032, China
- University of Chinese Academy of Sciences, Beijing100049, China
| | - Mingyu Gan
- Center for Molecular Medicine, Children’s Hospital of Fudan University, National Children’s Medical Center, Shanghai201102, China
| | - Yuan-Yuan Xu
- Key Laboratory of Medical Molecular Virology of the Ministry of Education/Ministry of Health, Department of Medical Microbiology and Parasitology, School of Basic Medical Sciences, Fudan University, Shanghai200032, China
| | - Xia Cai
- Key Laboratory of Medical Molecular Virology of the Ministry of Education/Ministry of Health, Department of Medical Microbiology and Parasitology, School of Basic Medical Sciences, Fudan University, Shanghai200032, China
| | - Sheng Wang
- Shanghai Zelixir Biotech Company Ltd., Shanghai200030, China
| | - Wei Sha
- Shanghai Clinical Research Center for Tuberculosis, Shanghai Key Laboratory of Tuberculosis, Shanghai Pulmonary Hospital, Shanghai200433, China
| | - Guo-Ping Zhao
- Department of Microbiology and Microbial Engineering, School of Life Sciences, Fudan University, Shanghai200433, China
- Chinese Academy of Sciences Key Laboratory of Synthetic Biology, Chinese Academy of Sciences Center for Excellence in Molecular Plant Sciences, Chinese Academy of Sciences, Shanghai200032, China
- University of Chinese Academy of Sciences, Beijing100049, China
| | - Sarah M. Fortune
- Department of Immunology and Infectious Diseases, Harvard T. H. Chan School of Public Health, Boston, MA02115
| | - Liang-Dong Lyu
- Key Laboratory of Medical Molecular Virology of the Ministry of Education/Ministry of Health, Department of Medical Microbiology and Parasitology, School of Basic Medical Sciences, Fudan University, Shanghai200032, China
- Shanghai Clinical Research Center for Tuberculosis, Shanghai Key Laboratory of Tuberculosis, Shanghai Pulmonary Hospital, Shanghai200433, China
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10
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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; 12:e0381623. [PMID: 38874407 PMCID: PMC11302016 DOI: 10.1128/spectrum.03816-23] [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: 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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11
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Li H, Marin M, Farhat MR. Exploring gene content with pangene graphs. Bioinformatics 2024; 40:btae456. [PMID: 39041615 PMCID: PMC11286280 DOI: 10.1093/bioinformatics/btae456] [Citation(s) in RCA: 10] [Impact Index Per Article: 10.0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/25/2024] [Revised: 05/28/2024] [Accepted: 07/22/2024] [Indexed: 07/24/2024] Open
Abstract
MOTIVATION The gene content regulates the biology of an organism. It varies between species and between individuals of the same species. Although tools have been developed to identify gene content changes in bacterial genomes, none is applicable to collections of large eukaryotic genomes such as the human pangenome. RESULTS We developed pangene, a computational tool to identify gene orientation, gene order and gene copy-number changes in a collection of genomes. Pangene aligns a set of input protein sequences to the genomes, resolves redundancies between protein sequences and constructs a gene graph with each genome represented as a walk in the graph. It additionally finds subgraphs, which we call bibubbles, that capture gene content changes. Applied to the human pangenome, pangene identifies known gene-level variations and reveals complex haplotypes that are not well studied before. Pangene also works with high-quality bacterial pangenome and reports similar numbers of core and accessory genes in comparison to existing tools. AVAILABILITY AND IMPLEMENTATION Source code at https://github.com/lh3/pangene; pre-built pangene graphs can be downloaded from https://zenodo.org/records/8118576 and visualized at https://pangene.bioinweb.org.
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Affiliation(s)
- Heng Li
- Department of Data Science, Dana-Farber Cancer Institute, Boston, MA 02215, United States
- Department of Biomedical Informatics, Harvard Medical School, Boston, MA 02215, Unites States
- Broad Institute of MIT and Harvard, Cambridge, MA 02142, United States
| | - Maximillian Marin
- Department of Biomedical Informatics, Harvard Medical School, Boston, MA 02215, Unites States
| | - Maha R Farhat
- Department of Biomedical Informatics, Harvard Medical School, Boston, MA 02215, Unites States
- Pulmonary and Critical Care Medicine, Massachusetts General Hospital, Boston, MA 02114, United States
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12
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Zhang Z, Wang X, Li S, Fu Y, Li Y, Nawaz S, Chen J, Yang G, Li J, Shi D. Isolation of a Virulent Clostridium perfringens Strain from Elaphurus davidianus and Characterization by Whole-Genome Sequence Analysis. Curr Issues Mol Biol 2024; 46:7169-7186. [PMID: 39057068 PMCID: PMC11276296 DOI: 10.3390/cimb46070427] [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: 04/18/2024] [Revised: 06/28/2024] [Accepted: 06/29/2024] [Indexed: 07/28/2024] Open
Abstract
Clostridium perfringens (C. perfringens) is an important veterinary pathogen and a noteworthy threat to human and animal health. Recently, there has been a significant rise in the number of moose fatalities caused by this rare, endemic species in China. Currently, there is an increasing trend in conducting whole-genome analysis of C. perfringens strains originating from pigs and chickens, whereas fewer studies have been undertaken on Elaphurus davidianus-originating strains at the whole-genome level. Our laboratory has identified and isolated five C. perfringens type A from affected Elaphurus davidianus. The current study identified the most potent strain of C. perfringens, which originated from Elaphurus davidianus, and sequenced its genome to reveal virulence genes and pathogenicity. Our findings show that strain CX1-4 exhibits the highest levels of phospholipase activity, hemolytic activity, and mouse toxicity compared to the other four isolated C. perfringens type A strains. The chromosome sequence length of the CX1-4 strain was found to be 3,355,389 bp by complete genome sequencing. The current study unveils the genomic characteristics of C. perfringens type A originating from Elaphurus davidianus. It provides a core foundation for further investigation regarding the prevention and treatment of such infectious diseases in Elaphurus davidianus.
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Affiliation(s)
- Zhao Zhang
- College of Veterinary Medicine, Huazhong Agricultural University, Wuhan 430070, China
- Hubei Provincial Wildlife Rescue Center, Wuhan 430070, China
| | - Xiao Wang
- College of Veterinary Medicine, Huazhong Agricultural University, Wuhan 430070, China
| | - Siyuan Li
- College of Veterinary Medicine, Huazhong Agricultural University, Wuhan 430070, China
| | - Yuhang Fu
- College of Veterinary Medicine, Huazhong Agricultural University, Wuhan 430070, China
| | - Yan Li
- College of Veterinary Medicine, Huazhong Agricultural University, Wuhan 430070, China
| | - Shah Nawaz
- College of Veterinary Medicine, Huazhong Agricultural University, Wuhan 430070, China
| | - Jing Chen
- Hubei Provincial Wildlife Rescue Center, Wuhan 430070, China
| | - Guoxiang Yang
- Hubei Provincial Wildlife Rescue Center, Wuhan 430070, China
| | - Jiakui Li
- College of Veterinary Medicine, Huazhong Agricultural University, Wuhan 430070, China
| | - Daoliang Shi
- Hubei Provincial Wildlife Rescue Center, Wuhan 430070, China
- Department of Forestry Ecology, Hubei Ecology Polytechnic College, Wuhan 430070, China
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13
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Cooley NP, Wright ES. Many purported pseudogenes in bacterial genomes are bona fide genes. BMC Genomics 2024; 25:365. [PMID: 38622536 PMCID: PMC11017572 DOI: 10.1186/s12864-024-10137-0] [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: 10/10/2023] [Accepted: 02/17/2024] [Indexed: 04/17/2024] Open
Abstract
BACKGROUND Microbial genomes are largely comprised of protein coding sequences, yet some genomes contain many pseudogenes caused by frameshifts or internal stop codons. These pseudogenes are believed to result from gene degradation during evolution but could also be technical artifacts of genome sequencing or assembly. RESULTS Using a combination of observational and experimental data, we show that many putative pseudogenes are attributable to errors that are incorporated into genomes during assembly. Within 126,564 publicly available genomes, we observed that nearly identical genomes often substantially differed in pseudogene counts. Causal inference implicated assembler, sequencing platform, and coverage as likely causative factors. Reassembly of genomes from raw reads confirmed that each variable affects the number of putative pseudogenes in an assembly. Furthermore, simulated sequencing reads corroborated our observations that the quality and quantity of raw data can significantly impact the number of pseudogenes in an assembler dependent fashion. The number of unexpected pseudogenes due to internal stops was highly correlated (R2 = 0.96) with average nucleotide identity to the ground truth genome, implying relative pseudogene counts can be used as a proxy for overall assembly correctness. Applying our method to assemblies in RefSeq resulted in rejection of 3.6% of assemblies due to significantly elevated pseudogene counts. Reassembly from real reads obtained from high coverage genomes showed considerable variability in spurious pseudogenes beyond that observed with simulated reads, reinforcing the finding that high coverage is necessary to mitigate assembly errors. CONCLUSIONS Collectively, these results demonstrate that many pseudogenes in microbial genome assemblies are actually genes. Our results suggest that high read coverage is required for correct assembly and indicate an inflated number of pseudogenes due to internal stops is indicative of poor overall assembly quality.
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Affiliation(s)
- Nicholas P Cooley
- Department of Biomedical Informatics, University of Pittsburgh, Pittsburgh, PA, USA
| | - Erik S Wright
- Department of Biomedical Informatics, University of Pittsburgh, Pittsburgh, PA, USA.
- Center for Evolutionary Biology and Medicine, Pittsburgh, PA, USA.
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14
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Deng MZ, Liu Q, Cui SJ, Fu H, Gan M, Xu YY, Cai X, Sha W, Zhao GP, Fortune SM, Lyu LD. Mycobacterial DnaQ is an Alternative Proofreader Ensuring DNA Replication Fidelity. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2023:2023.10.24.563508. [PMID: 37961690 PMCID: PMC10634781 DOI: 10.1101/2023.10.24.563508] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/15/2023]
Abstract
Remove of mis-incorporated nucleotides ensures replicative fidelity. Although the ε-exonuclease DnaQ is a well-established proofreader in the model organism Escherichia coli, proofreading in mycobacteria relies on the polymerase and histidinol phosphatase (PHP) domain of replicative polymerase despite the presence of an alternative DnaQ homolog. Here, we show that depletion of DnaQ in Mycolicibacterium smegmatis results in increased mutation rate, leading to AT-biased mutagenesis and elevated insertions/deletions in homopolymer tract. We demonstrated that mycobacterial DnaQ binds to the b-clamp and functions synergistically with the PHP domain to correct replication errors. Further, we found that the mycobacterial DnaQ sustains replicative fidelity upon chromosome topological stress. Intriguingly, we showed that a naturally evolved DnaQ variant prevalent in clinical Mycobacterium tuberculosis isolates enables hypermutability and is associated with extensive drug resistance. These results collectively establish that the alternative DnaQ functions in proofreading, and thus reveal that mycobacteria deploy two proofreaders to maintain replicative fidelity.
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Affiliation(s)
- Ming-Zhi Deng
- Key Laboratory of Medical Molecular Virology of the Ministry of Education/Ministry of Health (MOE/NHC), School of Basic Medical Sciences, Fudan University, Shanghai 200032, P.R.China
- These authors contributed equally
| | - Qingyun Liu
- Department of Immunology and Infectious Diseases, Harvard T. H. Chan School of Public Health, Boston, MA 02115
- These authors contributed equally
| | - Shu-Jun Cui
- Key Laboratory of Medical Molecular Virology of the Ministry of Education/Ministry of Health (MOE/NHC), School of Basic Medical Sciences, Fudan University, Shanghai 200032, P.R.China
- Department of Microbiology and Microbial Engineering, School of Life Sciences, Fudan University, Shanghai, 200433, P.R.China
| | - Han Fu
- Key Laboratory of Medical Molecular Virology of the Ministry of Education/Ministry of Health (MOE/NHC), School of Basic Medical Sciences, Fudan University, Shanghai 200032, P.R.China
- CAS Key Laboratory of Synthetic Biology, CAS Center for Excellence in Molecular Plant Sciences, Chinese Academy of Sciences (CAS), Shanghai 200032, P.R.China
- University of Chinese Academy of Sciences, Beijing 100049, P.R.China
| | - Mingyu Gan
- Center for Molecular Medicine, Children’s Hospital of Fudan University, National Children’s Medical Center, Shanghai, 201102, P.R.China
| | - Yuan-Yuan Xu
- Key Laboratory of Medical Molecular Virology of the Ministry of Education/Ministry of Health (MOE/NHC), School of Basic Medical Sciences, Fudan University, Shanghai 200032, P.R.China
| | - Xia Cai
- Key Laboratory of Medical Molecular Virology of the Ministry of Education/Ministry of Health (MOE/NHC), School of Basic Medical Sciences, Fudan University, Shanghai 200032, P.R.China
| | - Wei Sha
- Shanghai Clinical Research Center for Tuberculosis, Shanghai Key Laboratory of Tuberculosis, Shanghai Pulmonary Hospital, Shanghai 200433, P.R.China
| | - Guo-Ping Zhao
- Department of Microbiology and Microbial Engineering, School of Life Sciences, Fudan University, Shanghai, 200433, P.R.China
- CAS Key Laboratory of Synthetic Biology, CAS Center for Excellence in Molecular Plant Sciences, Chinese Academy of Sciences (CAS), Shanghai 200032, P.R.China
- University of Chinese Academy of Sciences, Beijing 100049, P.R.China
| | - Sarah M. Fortune
- Department of Immunology and Infectious Diseases, Harvard T. H. Chan School of Public Health, Boston, MA 02115
| | - Liang-Dong Lyu
- Key Laboratory of Medical Molecular Virology of the Ministry of Education/Ministry of Health (MOE/NHC), School of Basic Medical Sciences, Fudan University, Shanghai 200032, P.R.China
- Shanghai Clinical Research Center for Tuberculosis, Shanghai Key Laboratory of Tuberculosis, Shanghai Pulmonary Hospital, Shanghai 200433, P.R.China
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15
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Green AG, Vargas R, Marin MG, Freschi L, Xie J, Farhat MR. Analysis of Genome-Wide Mutational Dependence in Naturally Evolving Mycobacterium tuberculosis Populations. Mol Biol Evol 2023; 40:msad131. [PMID: 37352142 PMCID: PMC10292908 DOI: 10.1093/molbev/msad131] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/29/2022] [Revised: 05/12/2023] [Accepted: 05/23/2023] [Indexed: 06/25/2023] Open
Abstract
Pathogenic microorganisms are in a perpetual struggle for survival in changing host environments, where host pressures necessitate changes in pathogen virulence, antibiotic resistance, or transmissibility. The genetic basis of phenotypic adaptation by pathogens is difficult to study in vivo. In this work, we develop a phylogenetic method to detect genetic dependencies that promote pathogen adaptation using 31,428 in vivo sampled Mycobacterium tuberculosis genomes, a globally prevalent bacterial pathogen with increasing levels of antibiotic resistance. We find that dependencies between mutations are enriched in antigenic and antibiotic resistance functions and discover 23 mutations that potentiate the development of antibiotic resistance. Between 11% and 92% of resistant strains harbor a dependent mutation acquired after a resistance-conferring variant. We demonstrate the pervasiveness of genetic dependency in adaptation of naturally evolving populations and the utility of the proposed computational approach.
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Affiliation(s)
- Anna G Green
- Department of Biomedical Informatics, Harvard Medical School, Boston, MA, USA
| | - Roger Vargas
- Department of Biomedical Informatics, Harvard Medical School, Boston, MA, USA
- Center for Computational Biomedicine, Harvard Medical School, Boston, MA, USA
| | - Maximillian G Marin
- Department of Biomedical Informatics, Harvard Medical School, Boston, MA, USA
| | - Luca Freschi
- Department of Biomedical Informatics, Harvard Medical School, Boston, MA, USA
| | - Jiaqi Xie
- Department of Genetics, Johns Hopkins School of Medicine, Baltimore, MD, USA
| | - Maha R Farhat
- Department of Biomedical Informatics, Harvard Medical School, Boston, MA, USA
- Division of Pulmonary and Critical Care Medicine, Massachusetts General Hospital, Boston, MA, USA
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