1
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Thompson C, Waldron C, George S, Ouyang Z. Assessment of the hypothetical protein BB0616 in the murine infection of Borrelia burgdorferi. Infect Immun 2024; 92:e0009024. [PMID: 38700336 DOI: 10.1128/iai.00090-24] [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: 03/03/2024] [Accepted: 04/08/2024] [Indexed: 05/05/2024] Open
Abstract
bb0616 of Borrelia burgdorferi, the Lyme disease pathogen, encodes a hypothetical protein of unknown function. In this study, we showed that BB0616 was not surface-exposed or associated with the membrane through localization analyses using proteinase K digestion and cell partitioning assays. The expression of bb0616 was influenced by a reduced pH but not by growth phases, elevated temperatures, or carbon sources during in vitro cultivation. A transcriptional start site for bb0616 was identified by using 5' rapid amplification of cDNA ends, which led to the identification of a functional promoter in the 5' regulatory region upstream of bb0616. By analyzing a bb0616-deficient mutant and its isogenic complemented counterparts, we found that the infectivity potential of the mutant was significantly attenuated. The inactivation of bb0616 displayed no effect on borrelial growth in the medium or resistance to oxidative stress, but the mutant was significantly more susceptible to osmotic stress. In addition, the production of global virulence regulators such as BosR and RpoS as well as virulence-associated outer surface lipoproteins OspC and DbpA was reduced in the mutant. These phenotypes were fully restored when gene mutation was complemented with a wild-type copy of bb0616. Based on these findings, we concluded that the hypothetical protein BB0616 is required for the optimal infectivity of B. burgdorferi, potentially by impacting B. burgdorferi virulence gene expression as well as survival of the spirochete under stressful conditions.
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Affiliation(s)
- Christina Thompson
- Department of Molecular Medicine, University of South Florida, Tampa, Florida, USA
| | - Connor Waldron
- Department of Molecular Medicine, University of South Florida, Tampa, Florida, USA
| | - Sierra George
- Department of Molecular Medicine, University of South Florida, Tampa, Florida, USA
| | - Zhiming Ouyang
- Department of Molecular Medicine, University of South Florida, Tampa, Florida, USA
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2
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Yang Y, Wang P, Qaidi SE, Hardwidge PR, Huang J, Zhu G. Loss to gain: pseudogenes in microorganisms, focusing on eubacteria, and their biological significance. Appl Microbiol Biotechnol 2024; 108:328. [PMID: 38717672 PMCID: PMC11078800 DOI: 10.1007/s00253-023-12971-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/26/2023] [Revised: 11/26/2023] [Accepted: 12/01/2023] [Indexed: 05/12/2024]
Abstract
Pseudogenes are defined as "non-functional" copies of corresponding parent genes. The cognition of pseudogenes continues to be refreshed through accumulating and updating research findings. Previous studies have predominantly focused on mammals, but pseudogenes have received relatively less attention in the field of microbiology. Given the increasing recognition on the importance of pseudogenes, in this review, we focus on several aspects of microorganism pseudogenes, including their classification and characteristics, their generation and fate, their identification, their abundance and distribution, their impact on virulence, their ability to recombine with functional genes, the extent to which some pseudogenes are transcribed and translated, and the relationship between pseudogenes and viruses. By summarizing and organizing the latest research progress, this review will provide a comprehensive perspective and improved understanding on pseudogenes in microorganisms. KEY POINTS: • Concept, classification and characteristics, identification and databases, content, and distribution of microbial pseudogenes are presented. • How pseudogenization contribute to pathogen virulence is highlighted. • Pseudogenes with potential functions in microorganisms are discussed.
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Affiliation(s)
- Yi Yang
- College of Veterinary Medicine, Yangzhou University, 12 East Wenhui Road, Yangzhou, 225009, Jiangsu, China
- Jiangsu Co-Innovation Center for Prevention and Control of Important Animal Infectious Diseases and Zoonoses, Yangzhou, 225009, China
- Joint Laboratory of International Cooperation On Prevention and Control Technology of Important Animal Diseases and Zoonoses of Jiangsu Higher Education Institutions, Yangzhou, 225009, China
| | - Pengzhi Wang
- College of Veterinary Medicine, Yangzhou University, 12 East Wenhui Road, Yangzhou, 225009, Jiangsu, China
- Jiangsu Co-Innovation Center for Prevention and Control of Important Animal Infectious Diseases and Zoonoses, Yangzhou, 225009, China
- Joint Laboratory of International Cooperation On Prevention and Control Technology of Important Animal Diseases and Zoonoses of Jiangsu Higher Education Institutions, Yangzhou, 225009, China
| | - Samir El Qaidi
- College of Veterinary Medicine, Kansas State University, Manhattan, KS, 66506, USA
| | - Philip R Hardwidge
- College of Veterinary Medicine, Kansas State University, Manhattan, KS, 66506, USA
| | - Jinlin Huang
- Jiangsu Co-Innovation Center for Prevention and Control of Important Animal Infectious Diseases and Zoonoses, Yangzhou, 225009, China.
- Jiangsu Key Lab of Zoonosis, Yangzhou University, Yangzhou, 225009, Jiangsu, China.
- College of Bioscience and Biotechnology, Yangzhou University, 12 East Wenhui Road Yangzhou, Jiangsu, 225009, China.
| | - Guoqiang Zhu
- College of Veterinary Medicine, Yangzhou University, 12 East Wenhui Road, Yangzhou, 225009, Jiangsu, China.
- Jiangsu Co-Innovation Center for Prevention and Control of Important Animal Infectious Diseases and Zoonoses, Yangzhou, 225009, China.
- Joint Laboratory of International Cooperation On Prevention and Control Technology of Important Animal Diseases and Zoonoses of Jiangsu Higher Education Institutions, Yangzhou, 225009, China.
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3
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Lee JT, Li Z, Nunez LD, Katzel D, Perrin Jr. BS, Raghuraman V, Rajyaguru U, Llamera KE, Andrew L, Anderson AS, Hovius JW, Liberator PA, Simon R, Hao L. Development of a sequence-based in silico OspA typing method for Borrelia burgdorferi sensu lato. Microb Genom 2024; 10:001252. [PMID: 38787376 PMCID: PMC11165634 DOI: 10.1099/mgen.0.001252] [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: 12/07/2023] [Accepted: 04/25/2024] [Indexed: 05/25/2024] Open
Abstract
Lyme disease (LD), caused by spirochete bacteria of the genus Borrelia burgdorferi sensu lato, remains the most common vector-borne disease in the northern hemisphere. Borrelia outer surface protein A (OspA) is an integral surface protein expressed during the tick cycle, and a validated vaccine target. There are at least 20 recognized Borrelia genospecies, that vary in OspA serotype. This study presents a new in silico sequence-based method for OspA typing using next-generation sequence data. Using a compiled database of over 400 Borrelia genomes encompassing the 4 most common disease-causing genospecies, we characterized OspA diversity in a manner that can accommodate existing and new OspA types and then defined boundaries for classification and assignment of OspA types based on the sequence similarity. To accommodate potential novel OspA types, we have developed a new nomenclature: OspA in silico type (IST). Beyond the ISTs that corresponded to existing OspA serotypes 1-8, we identified nine additional ISTs that cover new OspA variants in B. bavariensis (IST9-10), B. garinii (IST11-12), and other Borrelia genospecies (IST13-17). The IST typing scheme and associated OspA variants are available as part of the PubMLST Borrelia spp. database. Compared to traditional OspA serotyping methods, this new computational pipeline provides a more comprehensive and broadly applicable approach for characterization of OspA type and Borrelia genospecies to support vaccine development.
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Affiliation(s)
- Jonathan T. Lee
- Vaccine Research and Development, Pfizer, Inc., Pearl River, NY, 10965, USA
| | - Zhenghui Li
- Vaccine Research and Development, Pfizer, Inc., Pearl River, NY, 10965, USA
| | - Lorna D. Nunez
- Vaccine Research and Development, Pfizer, Inc., Pearl River, NY, 10965, USA
| | - Daniel Katzel
- Pfizer Digital, Pfizer, Inc., Pearl River, NY, 10965, USA
| | | | - Varun Raghuraman
- Vaccine Research and Development, Pfizer, Inc., Pearl River, NY, 10965, USA
| | - Urvi Rajyaguru
- Vaccine Research and Development, Pfizer, Inc., Pearl River, NY, 10965, USA
| | - Katrina E. Llamera
- Vaccine Research and Development, Pfizer, Inc., Pearl River, NY, 10965, USA
| | - Lubomira Andrew
- Vaccine Research and Development, Pfizer, Inc., Pearl River, NY, 10965, USA
| | | | - Joppe W. Hovius
- Amsterdam University Medical Centers (UMC), location Academic Medical Center (AMC), Department of Internal Medicine, Division of Infectious Diseases, Center for Experimental and Molecular Medicine, Amsterdam Institute for Immunology and Infectious Diseases, University of Amsterdam, Amsterdam, Netherlands
| | - Paul A. Liberator
- Vaccine Research and Development, Pfizer, Inc., Pearl River, NY, 10965, USA
| | - Raphael Simon
- Vaccine Research and Development, Pfizer, Inc., Pearl River, NY, 10965, USA
| | - Li Hao
- Vaccine Research and Development, Pfizer, Inc., Pearl River, NY, 10965, USA
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4
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Faith DR, Kinnersley M, Brooks DM, Drecktrah D, Hall LS, Luo E, Santiago-Frangos A, Wachter J, Samuels DS, Secor PR. Characterization and genomic analysis of the Lyme disease spirochete bacteriophage ϕBB-1. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2024.01.08.574763. [PMID: 38260690 PMCID: PMC10802411 DOI: 10.1101/2024.01.08.574763] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/24/2024]
Abstract
Lyme disease is a tick-borne infection caused by the spirochete Borrelia (Borreliella) burgdorferi. Borrelia species have highly fragmented genomes composed of a linear chromosome and a constellation of linear and circular plasmids some of which are required throughout the enzootic cycle. Included in this plasmid repertoire by almost all Lyme disease spirochetes are the 32-kb circular plasmid cp32 prophages that are capable of lytic replication to produce infectious virions called ϕBB-1. While the B. burgdorferi genome contains evidence of horizontal transfer, the mechanisms of gene transfer between strains remain unclear. While we know that ϕBB-1 transduces cp32 and shuttle vector DNA during in vitro cultivation, the extent of ϕBB-1 DNA transfer is not clear. Herein, we use proteomics and long-read sequencing to further characterize ϕBB-1 virions. Our studies identified the cp32 pac region and revealed that ϕBB-1 packages linear cp32s via a headful mechanism with preferentially packaging of plasmids containing the cp32 pac region. Additionally, we find ϕBB-1 packages fragments of the linear chromosome and full-length plasmids including lp54, cp26, and others. Furthermore, sequencing of ϕBB-1 packaged DNA allowed us to resolve the covalently closed hairpin telomeres for the linear B. burgdorferi chromosome and most linear plasmids in strain CA-11.2A. Collectively, our results shed light on the biology of the ubiquitous ϕBB-1 phage and further implicates ϕBB-1 in the generalized transduction of diverse genes and the maintenance of genetic diversity in Lyme disease spirochetes.
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Affiliation(s)
- Dominick R. Faith
- Division of Biological Sciences, University of Montana, Missoula, MT, USA
| | - Margie Kinnersley
- Division of Biological Sciences, University of Montana, Missoula, MT, USA
| | - Diane M. Brooks
- Division of Biological Sciences, University of Montana, Missoula, MT, USA
| | - Dan Drecktrah
- Division of Biological Sciences, University of Montana, Missoula, MT, USA
| | - Laura S. Hall
- Division of Biological Sciences, University of Montana, Missoula, MT, USA
| | - Eric Luo
- Vaccine and Infectious Disease Organization, Saskatoon, SK, Canada
| | | | - Jenny Wachter
- Vaccine and Infectious Disease Organization, Saskatoon, SK, Canada
| | - D. Scott Samuels
- Division of Biological Sciences, University of Montana, Missoula, MT, USA
| | - Patrick R. Secor
- Division of Biological Sciences, University of Montana, Missoula, MT, USA
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5
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Gwynne PJ, Stocks KLK, Karozichian ES, Pandit A, Hu LT. Metabolic modeling predicts unique drug targets in Borrelia burgdorferi. mSystems 2023; 8:e0083523. [PMID: 37855615 PMCID: PMC10734484 DOI: 10.1128/msystems.00835-23] [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: 08/11/2023] [Accepted: 08/22/2023] [Indexed: 10/20/2023] Open
Abstract
IMPORTANCE Lyme disease is often treated using long courses of antibiotics, which can cause side effects for patients and risks the evolution of antimicrobial resistance. Narrow-spectrum antimicrobials would reduce these risks, but their development has been slow because the Lyme disease bacterium, Borrelia burgdorferi, is difficult to work with in the laboratory. To accelerate the drug discovery pipeline, we developed a computational model of B. burgdorferi's metabolism and used it to predict essential enzymatic reactions whose inhibition prevented growth in silico. These predictions were validated using small-molecule enzyme inhibitors, several of which were shown to have specific activity against B. burgdorferi. Although the specific compounds used are not suitable for clinical use, we aim to use them as lead compounds to develop optimized drugs targeting the pathways discovered here.
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Affiliation(s)
- Peter J. Gwynne
- Graduate School of Biomedical Sciences, Tufts University School of Medicine, Boston, Massachusetts, USA
- Tufts Lyme Disease Initiative, Tufts University, Boston, Massachusetts, USA
| | - Kee-Lee K. Stocks
- Graduate School of Biomedical Sciences, Tufts University School of Medicine, Boston, Massachusetts, USA
- Tufts Lyme Disease Initiative, Tufts University, Boston, Massachusetts, USA
| | - Elysse S. Karozichian
- Graduate School of Biomedical Sciences, Tufts University School of Medicine, Boston, Massachusetts, USA
- Tufts Lyme Disease Initiative, Tufts University, Boston, Massachusetts, USA
| | - Aarya Pandit
- Graduate School of Biomedical Sciences, Tufts University School of Medicine, Boston, Massachusetts, USA
- Tufts Lyme Disease Initiative, Tufts University, Boston, Massachusetts, USA
| | - Linden T. Hu
- Graduate School of Biomedical Sciences, Tufts University School of Medicine, Boston, Massachusetts, USA
- Tufts Lyme Disease Initiative, Tufts University, Boston, Massachusetts, USA
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6
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Sapiro AL, Hayes BM, Volk RF, Zhang JY, Brooks DM, Martyn C, Radkov A, Zhao Z, Kinnersley M, Secor PR, Zaro BW, Chou S. Longitudinal map of transcriptome changes in the Lyme pathogen Borrelia burgdorferi during tick-borne transmission. eLife 2023; 12:RP86636. [PMID: 37449477 PMCID: PMC10393048 DOI: 10.7554/elife.86636] [Citation(s) in RCA: 4] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 07/18/2023] Open
Abstract
Borrelia burgdorferi (Bb), the causative agent of Lyme disease, adapts to vastly different environments as it cycles between tick vector and vertebrate host. During a tick bloodmeal, Bb alters its gene expression to prepare for vertebrate infection; however, the full range of transcriptional changes that occur over several days inside of the tick are technically challenging to capture. We developed an experimental approach to enrich Bb cells to longitudinally define their global transcriptomic landscape inside nymphal Ixodes scapularis ticks during a transmitting bloodmeal. We identified 192 Bb genes that substantially change expression over the course of the bloodmeal from 1 to 4 days after host attachment. The majority of upregulated genes encode proteins found at the cell envelope or proteins of unknown function, including 45 outer surface lipoproteins embedded in the unusual protein-rich coat of Bb. As these proteins may facilitate Bb interactions with the host, we utilized mass spectrometry to identify candidate tick proteins that physically associate with Bb. The Bb enrichment methodology along with the ex vivo Bb transcriptomes and candidate tick interacting proteins presented here provide a resource to facilitate investigations into key determinants of Bb priming and transmission during the tick stage of its unique transmission cycle.
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Affiliation(s)
- Anne L Sapiro
- Department of Biochemistry & Biophysics, University of California, San FranciscoSan FranciscoUnited States
| | - Beth M Hayes
- Department of Biochemistry & Biophysics, University of California, San FranciscoSan FranciscoUnited States
| | - Regan F Volk
- Department of Pharmaceutical Chemistry and Cardiovascular Research Institute, University of California, San FranciscoSan FranciscoUnited States
| | - Jenny Y Zhang
- Department of Biochemistry & Biophysics, University of California, San FranciscoSan FranciscoUnited States
| | - Diane M Brooks
- Division of Biological Sciences, University of MontanaMissoulaUnited States
| | - Calla Martyn
- Department of Biochemistry & Biophysics, University of California, San FranciscoSan FranciscoUnited States
| | - Atanas Radkov
- Department of Biochemistry & Biophysics, University of California, San FranciscoSan FranciscoUnited States
| | - Ziyi Zhao
- Department of Biochemistry & Biophysics, University of California, San FranciscoSan FranciscoUnited States
| | - Margie Kinnersley
- Division of Biological Sciences, University of MontanaMissoulaUnited States
| | - Patrick R Secor
- Division of Biological Sciences, University of MontanaMissoulaUnited States
| | - Balyn W Zaro
- Department of Pharmaceutical Chemistry and Cardiovascular Research Institute, University of California, San FranciscoSan FranciscoUnited States
| | - Seemay Chou
- Department of Biochemistry & Biophysics, University of California, San FranciscoSan FranciscoUnited States
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7
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Mukherjee PG, Liveris D, Hanincova K, Iyer R, Wormser GP, Huang W, Schwartz I. Borrelia burgdorferi Outer Surface Protein C Is Not the Sole Determinant of Dissemination in Mammals. Infect Immun 2023; 91:e0045622. [PMID: 36880751 PMCID: PMC10112133 DOI: 10.1128/iai.00456-22] [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: 10/03/2022] [Accepted: 02/13/2023] [Indexed: 03/08/2023] Open
Abstract
Lyme disease in the United States is most often caused by Borrelia burgdorferi sensu stricto. After a tick bite, the patient may develop erythema migrans at that site. If hematogenous dissemination occurs, the patient may then develop neurologic manifestations, carditis, or arthritis. Host-pathogen interactions include factors that contribute to hematogenous dissemination to other body sites. Outer surface protein C (OspC), a surface-exposed lipoprotein of B. burgdorferi, is essential during the early stages of mammalian infection. There is a high degree of genetic variation at the ospC locus, and certain ospC types are more frequently associated with hematogenous dissemination in patients, suggesting that OspC may be a major contributing factor to the clinical outcome of B. burgdorferi infection. In order to evaluate the role of OspC in B. burgdorferi dissemination, ospC was exchanged between B. burgdorferi isolates with different capacities to disseminate in laboratory mice, and these strains were then tested for their ability to disseminate in mice. The results indicated that the ability of B. burgdorferi to disseminate in mammalian hosts does not depend on OspC alone. The complete genome sequences of two closely related strains of B. burgdorferi with differing dissemination phenotypes were determined, but a specific genetic locus that could explain the differences in the phenotypes could not be definitively identified. The animal studies performed clearly demonstrated that OspC is not the sole determinant of dissemination. Future studies of the type described here with additional borrelial strains will hopefully clarify the genetic elements associated with hematogenous dissemination.
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Affiliation(s)
- Priyanka G. Mukherjee
- Department of Pathology, Microbiology and Immunology, New York Medical College, Valhalla, New York, USA
| | - Dionysios Liveris
- Department of Pathology, Microbiology and Immunology, New York Medical College, Valhalla, New York, USA
| | - Klára Hanincova
- Department of Pathology, Microbiology and Immunology, New York Medical College, Valhalla, New York, USA
| | - Radha Iyer
- Department of Pathology, Microbiology and Immunology, New York Medical College, Valhalla, New York, USA
| | - Gary P. Wormser
- Department of Medicine, New York Medical College, Valhalla, New York, USA
| | - Weihua Huang
- Department of Pathology, Microbiology and Immunology, New York Medical College, Valhalla, New York, USA
| | - Ira Schwartz
- Department of Pathology, Microbiology and Immunology, New York Medical College, Valhalla, New York, USA
- Department of Medicine, New York Medical College, Valhalla, New York, USA
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8
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Ren Z, Takacs CN, Brandão HB, Jacobs-Wagner C, Wang X. Organization and replicon interactions within the highly segmented genome of Borrelia burgdorferi. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2023:2023.03.19.532819. [PMID: 37066390 PMCID: PMC10103936 DOI: 10.1101/2023.03.19.532819] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Indexed: 04/22/2023]
Abstract
Borrelia burgdorferi , a causative agent of Lyme disease, contains the most segmented bacterial genome known to date, with one linear chromosome and over twenty plasmids. How this unusually complex genome is organized, and whether and how the different replicons interact are unclear. We recently demonstrated that B. burgdorferi is polyploid and that the copies of the chromosome and plasmids are regularly spaced in each cell, which is critical for faithful segregation of the genome to daughter cells. Regular spacing of the chromosome is controlled by two separate partitioning systems that involve the protein pairs ParA/ParZ and ParB/SMC. Here, using chromosome conformation capture (Hi-C), we characterized the organization of the B. burgdorferi genome and the interactions between the replicons. We uncovered that although the linear chromosome lacks contacts between the two replication arms, the two telomeres are in frequent contact. Moreover, several plasmids specifically interact with the chromosome oriC region, and a subset of plasmids interact with each other more than with others. We found that SMC and the SMC-like MksB protein mediate long-range interactions on the chromosome, but they minimally affect plasmid-chromosome or plasmid-plasmid interactions. Finally, we found that disruption of the two partition systems leads to chromosome restructuring, correlating with the mis-positioning of chromosome oriC . Altogether, this study revealed the conformation of a complex genome and analyzed the contribution of the partition systems and SMC family proteins to this organization. This work expands the understanding of the organization and maintenance of multipartite bacterial genomes.
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Affiliation(s)
- Zhongqing Ren
- Department of Biology, Indiana University, Bloomington, IN 47405, USA
| | - Constantin N. Takacs
- Department of Biology, Stanford University, Stanford, CA 94305, USA
- Sarafan ChEM-H Institute, Stanford University, Stanford, CA 94305, USA
- Howard Hughes Medical Institute, Stanford, CA 94305, USA
| | | | - Christine Jacobs-Wagner
- Department of Biology, Stanford University, Stanford, CA 94305, USA
- Sarafan ChEM-H Institute, Stanford University, Stanford, CA 94305, USA
- Howard Hughes Medical Institute, Stanford, CA 94305, USA
- Corresponding authors: ;
| | - Xindan Wang
- Department of Biology, Indiana University, Bloomington, IN 47405, USA
- Corresponding authors: ;
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9
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Čorak N, Anniko S, Daschkin-Steinborn C, Krey V, Koska S, Futo M, Široki T, Woichansky I, Opašić L, Kifer D, Tušar A, Maxeiner HG, Domazet-Lošo M, Nicolaus C, Domazet-Lošo T. Pleomorphic Variants of Borreliella (syn. Borrelia) burgdorferi Express Evolutionary Distinct Transcriptomes. Int J Mol Sci 2023; 24:ijms24065594. [PMID: 36982667 PMCID: PMC10057712 DOI: 10.3390/ijms24065594] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/18/2023] [Revised: 03/07/2023] [Accepted: 03/11/2023] [Indexed: 03/17/2023] Open
Abstract
Borreliella (syn. Borrelia) burgdorferi is a spirochete bacterium that causes tick-borne Lyme disease. Along its lifecycle B. burgdorferi develops several pleomorphic forms with unclear biological and medical relevance. Surprisingly, these morphotypes have never been compared at the global transcriptome level. To fill this void, we grew B. burgdorferi spirochete, round body, bleb, and biofilm-dominated cultures and recovered their transcriptomes by RNAseq profiling. We found that round bodies share similar expression profiles with spirochetes, despite their morphological differences. This sharply contrasts to blebs and biofilms that showed unique transcriptomes, profoundly distinct from spirochetes and round bodies. To better characterize differentially expressed genes in non-spirochete morphotypes, we performed functional, positional, and evolutionary enrichment analyses. Our results suggest that spirochete to round body transition relies on the delicate regulation of a relatively small number of highly conserved genes, which are located on the main chromosome and involved in translation. In contrast, spirochete to bleb or biofilm transition includes substantial reshaping of transcription profiles towards plasmids-residing and evolutionary young genes, which originated in the ancestor of Borreliaceae. Despite their abundance the function of these Borreliaceae-specific genes is largely unknown. However, many known Lyme disease virulence genes implicated in immune evasion and tissue adhesion originated in this evolutionary period. Taken together, these regularities point to the possibility that bleb and biofilm morphotypes might be important in the dissemination and persistence of B. burgdorferi inside the mammalian host. On the other hand, they prioritize the large pool of unstudied Borreliaceae-specific genes for functional characterization because this subset likely contains undiscovered Lyme disease pathogenesis genes.
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Affiliation(s)
- Nina Čorak
- Laboratory of Evolutionary Genetics, Division of Molecular Biology, Ruđer Bošković Institute, Bijenička Cesta 54, HR-10000 Zagreb, Croatia
| | - Sirli Anniko
- BCA-Research, BCA-Clinic Betriebs GmbH & Co. KG, D-86159 Augsburg, Germany
- Institute of Cancer Therapeutics, Faculty of Life Sciences, University of Bradford, Bradford BD7 1DP, UK
| | | | - Viktoria Krey
- BCA-Research, BCA-Clinic Betriebs GmbH & Co. KG, D-86159 Augsburg, Germany
- Physics of Synthetic Biological Systems-E14, Physics Department and ZNN, Technische Universität München, D-85748 Garching, Germany
| | - Sara Koska
- Laboratory of Evolutionary Genetics, Division of Molecular Biology, Ruđer Bošković Institute, Bijenička Cesta 54, HR-10000 Zagreb, Croatia
| | - Momir Futo
- Laboratory of Evolutionary Genetics, Division of Molecular Biology, Ruđer Bošković Institute, Bijenička Cesta 54, HR-10000 Zagreb, Croatia
- Faculty of Electrical Engineering and Computing, University of Zagreb, Unska 3, HR-10000 Zagreb, Croatia
- School of Medicine, Catholic University of Croatia, Ilica 242, HR-10000 Zagreb, Croatia
| | - Tin Široki
- Faculty of Electrical Engineering and Computing, University of Zagreb, Unska 3, HR-10000 Zagreb, Croatia
| | | | - Luka Opašić
- Laboratory of Evolutionary Genetics, Division of Molecular Biology, Ruđer Bošković Institute, Bijenička Cesta 54, HR-10000 Zagreb, Croatia
| | - Domagoj Kifer
- Faculty of Pharmacy and Biochemistry, University of Zagreb, A. Kovačića 1, HR-10000 Zagreb, Croatia
| | - Anja Tušar
- Laboratory of Evolutionary Genetics, Division of Molecular Biology, Ruđer Bošković Institute, Bijenička Cesta 54, HR-10000 Zagreb, Croatia
| | - Horst-Günter Maxeiner
- BCA-Research, BCA-Clinic Betriebs GmbH & Co. KG, D-86159 Augsburg, Germany
- Comlamed, Friedrich-Bergius Ring 15, D-97076 Würzburg, Germany
| | - Mirjana Domazet-Lošo
- Faculty of Electrical Engineering and Computing, University of Zagreb, Unska 3, HR-10000 Zagreb, Croatia
| | - Carsten Nicolaus
- BCA-Research, BCA-Clinic Betriebs GmbH & Co. KG, D-86159 Augsburg, Germany
| | - Tomislav Domazet-Lošo
- Laboratory of Evolutionary Genetics, Division of Molecular Biology, Ruđer Bošković Institute, Bijenička Cesta 54, HR-10000 Zagreb, Croatia
- School of Medicine, Catholic University of Croatia, Ilica 242, HR-10000 Zagreb, Croatia
- Correspondence:
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10
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Lemieux JE, Huang W, Hill N, Cerar T, Freimark L, Hernandez S, Luban M, Maraspin V, Bogovic P, Ogrinc K, Ruzic-Sabljic E, Lapierre P, Lasek-Nesselquist E, Singh N, Iyer R, Liveris D, Reed KD, Leong JM, Branda JA, Steere AC, Wormser GP, Strle F, Sabeti PC, Schwartz I, Strle K. Whole genome sequencing of Borrelia burgdorferi isolates reveals linked clusters of plasmid-borne accessory genome elements associated with virulence. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2023:2023.02.26.530159. [PMID: 36909473 PMCID: PMC10002713 DOI: 10.1101/2023.02.26.530159] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 03/03/2023]
Abstract
Lyme disease is the most common vector-borne disease in North America and Europe. The clinical manifestations of Lyme disease vary based on the genospecies of the infecting Borrelia burgdorferi spirochete, but the microbial genetic elements underlying these associations are not known. Here, we report the whole genome sequence (WGS) and analysis of 299 patient-derived B. burgdorferi sensu stricto ( Bbss ) isolates from patients in the Eastern and Midwestern US and Central Europe. We develop a WGS-based classification of Bbss isolates, confirm and extend the findings of previous single- and multi-locus typing systems, define the plasmid profiles of human-infectious Bbss isolates, annotate the core and strain-variable surface lipoproteome, and identify loci associated with disseminated infection. A core genome consisting of ∼800 open reading frames and a core set of plasmids consisting of lp17, lp25, lp36, lp28-3, lp28-4, lp54, and cp26 are found in nearly all isolates. Strain-variable (accessory) plasmids and genes correlate strongly with phylogeny. Using genetic association study methods, we identify an accessory genome signature associated with dissemination and define the individual plasmids and genes that make up this signature. Strains within the RST1/WGS A subgroup, particularly a subset marked by the OspC type A genotype, are associated with increased rates of dissemination. OspC type A strains possess a unique constellation of strongly linked genetic changes including the presence of lp56 and lp28-1 plasmids and a cluster of genes that may contribute to their enhanced virulence compared to other genotypes. The patterns of OspC type A strains typify a broader paradigm across Bbss isolates, in which genetic structure is defined by correlated groups of strain-variable genes located predominantly on plasmids, particularly for expression of surface-exposed lipoproteins. These clusters of genes are inherited in blocks through strain-specific patterns of plasmid occupancy and are associated with the probability of invasive infection.
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Affiliation(s)
- Jacob E Lemieux
- Massachusetts General Hospital, Harvard Medical School
- Broad Institute of MIT and Harvard
| | - Weihua Huang
- New York Medical College
- East Carolina University
| | - Nathan Hill
- Massachusetts General Hospital, Harvard Medical School
- Broad Institute of MIT and Harvard
| | | | | | | | - Matteo Luban
- Massachusetts General Hospital, Harvard Medical School
- Broad Institute of MIT and Harvard
| | | | | | | | | | | | | | | | | | | | | | - John M Leong
- Tufts University, Department of Molecular Biology and Microbiology
| | - John A Branda
- Massachusetts General Hospital, Harvard Medical School
| | | | | | | | - Pardis C Sabeti
- Massachusetts General Hospital, Harvard Medical School
- Broad Institute of MIT and Harvard
- Harvard University
- Harvard T.H.Chan School of Public Health
| | | | - Klemen Strle
- Massachusetts General Hospital, Harvard Medical School
- Wadsworth Center
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11
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Rollins RE, Sato K, Nakao M, Tawfeeq MT, Herrera-Mesías F, Pereira RJ, Kovalev S, Margos G, Fingerle V, Kawabata H, Becker NS. Out of Asia? Expansion of Eurasian Lyme borreliosis causing genospecies display unique evolutionary trajectories. Mol Ecol 2023; 32:786-799. [PMID: 36461660 DOI: 10.1111/mec.16805] [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: 05/26/2021] [Revised: 10/25/2022] [Accepted: 11/30/2022] [Indexed: 12/04/2022]
Abstract
Vector-borne pathogens exist in obligate transmission cycles between vector and reservoir host species. Host and vector shifts can lead to geographic expansion of infectious agents and the emergence of new diseases in susceptible individuals. Three bacterial genospecies (Borrelia afzelii, Borrelia bavariensis, and Borrelia garinii) predominantly utilize two distinct tick species as vectors in Asia (Ixodes persulcatus) and Europe (Ixodes ricinus). Through these vectors, the bacteria can infect various vertebrate groups (e.g., rodents, birds) including humans where they cause Lyme borreliosis, the most common vector-borne disease in the Northern hemisphere. Yet, how and in which order the three Borrelia genospecies colonized each continent remains unclear including the evolutionary consequences of this geographic expansion. Here, by reconstructing the evolutionary history of 142 Eurasian isolates, we found evidence that the ancestors of each of the three genospecies probably have an Asian origin. Even so, each genospecies studied displayed a unique substructuring and evolutionary response to the colonization of Europe. The pattern of allele sharing between continents is consistent with the dispersal rate of the respective vertebrate hosts, supporting the concept that adaptation of Borrelia genospecies to the host is important for pathogen dispersal. Our results highlight that Eurasian Lyme borreliosis agents are all capable of geographic expansion with host association influencing their dispersal; further displaying the importance of host and vector association to the geographic expansion of vector-borne pathogens and potentially conditioning their capacity as emergent pathogens.
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Affiliation(s)
- Robert E Rollins
- Institute of Avian Research "Vogelwarte Helgoland", Wilhelmshaven, Germany.,Division of Evolutionary Biology, Faculty of Biology, Ludwig-Maximilians Universität, Munich, Germany
| | - Kozue Sato
- Department of Bacteriology I, National Institute for Infectious Disease, Tokyo, Japan
| | - Minoru Nakao
- Department of Parasitology, Asahikawa Medical University, Asahikawa, Japan
| | - Mohammed T Tawfeeq
- Institute of Avian Research "Vogelwarte Helgoland", Wilhelmshaven, Germany.,VIB - KU Leuven Center for Microbiology, Leuven, Belgium.,CMPG Laboratory of Genetics and Genomics, Department M2S, KU Leuven, Leuven, Belgium.,Leuven Institute for Beer Research (LIBR), Leuven, Belgium
| | - Fernanda Herrera-Mesías
- Institute of Avian Research "Vogelwarte Helgoland", Wilhelmshaven, Germany.,Department of Animal Ecology, Evolution, and Biodiversity, Ruhr-Universität Bochum, Bochum, Germany.,Musée National d'histoire Naturelle de Luxembourg, Luxembourg, Luxembourg
| | - Ricardo J Pereira
- Division of Evolutionary Biology, Faculty of Biology, Ludwig-Maximilians Universität, Munich, Germany.,Department of Zoology, State Museum of Natural History Stuttgart, Stuttgart, Germany
| | - Sergey Kovalev
- Laboratory of Molecular Genetics, Department of Biology, Ural Federal University, Yekaterinburg, Russia
| | - Gabriele Margos
- National Reference Center for Borrelia, Bayerisches Landesamt für Gesundheit und Lebensmittelsicherheit, Oberschleißheim, Germany
| | - Volker Fingerle
- National Reference Center for Borrelia, Bayerisches Landesamt für Gesundheit und Lebensmittelsicherheit, Oberschleißheim, Germany
| | - Hiroki Kawabata
- Department of Bacteriology I, National Institute for Infectious Disease, Tokyo, Japan
| | - Noémie S Becker
- Division of Evolutionary Biology, Faculty of Biology, Ludwig-Maximilians Universität, Munich, Germany
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12
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Combs M, Marcinkiewicz AL, Dupuis AP, Davis AD, Lederman P, Nowak TA, Stout JL, Strle K, Fingerle V, Margos G, Ciota AT, Diuk-Wasser MA, Kolokotronis SO, Lin YP. Phylogenomic Diversity Elucidates Mechanistic Insights into Lyme Borreliae-Host Association. mSystems 2022; 7:e0048822. [PMID: 35938719 PMCID: PMC9426539 DOI: 10.1128/msystems.00488-22] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/25/2022] [Accepted: 07/19/2022] [Indexed: 12/24/2022] Open
Abstract
Host association-the selective adaptation of pathogens to specific host species-evolves through constant interactions between host and pathogens, leaving a lot yet to be discovered on immunological mechanisms and genomic determinants. The causative agents of Lyme disease (LD) are spirochete bacteria composed of multiple species of the Borrelia burgdorferi sensu lato complex, including B. burgdorferi (Bb), the main LD pathogen in North America-a useful model for the study of mechanisms underlying host-pathogen association. Host adaptation requires pathogens' ability to evade host immune responses, such as complement, the first-line innate immune defense mechanism. We tested the hypothesis that different host-adapted phenotypes among Bb strains are linked to polymorphic loci that confer complement evasion traits in a host-specific manner. We first examined the survivability of 20 Bb strains in sera in vitro and/or bloodstream and tissues in vivo from rodent and avian LD models. Three groups of complement-dependent host-association phenotypes emerged. We analyzed complement-evasion genes, identified a priori among all strains and sequenced and compared genomes for individual strains representing each phenotype. The evolutionary history of ospC loci is correlated with host-specific complement-evasion phenotypes, while comparative genomics suggests that several gene families and loci are potentially involved in host association. This multidisciplinary work provides novel insights into the functional evolution of host-adapted phenotypes, building a foundation for further investigation of the immunological and genomic determinants of host association. IMPORTANCE Host association is the phenotype that is commonly found in many pathogens that preferential survive in particular hosts. The Lyme disease (LD)-causing agent, B. burgdorferi (Bb), is an ideal model to study host association, as Bb is mainly maintained in nature through rodent and avian hosts. A widespread yet untested concept posits that host association in Bb strains is linked to Bb functional genetic variation conferring evasion to complement, an innate defense mechanism in vertebrate sera. Here, we tested this concept by grouping 20 Bb strains into three complement-dependent host-association phenotypes based on their survivability in sera and/or bloodstream and distal tissues in rodent and avian LD models. Phylogenomic analysis of these strains further correlated several gene families and loci, including ospC, with host-specific complement-evasion phenotypes. Such multifaceted studies thus pave the road to further identify the determinants of host association, providing mechanistic insights into host-pathogen interaction.
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Affiliation(s)
- Matthew Combs
- Department of Ecology, Evolution, and Environmental Biology, Columbia University, New York, New York, USA
- Department of Epidemiology and Biostatistics, School of Public Health, SUNY Downstate Health Sciences University, Brooklyn, New York, USA
- Institute for Genomics in Health, SUNY Downstate Health Sciences University, Brooklyn, New York, USA
| | - Ashley L. Marcinkiewicz
- Division of Infectious Diseases, Wadsworth Center, New York State Department of Health, Albany, New York, USA
| | - Alan P. Dupuis
- Division of Infectious Diseases, Wadsworth Center, New York State Department of Health, Albany, New York, USA
| | - April D. Davis
- Division of Infectious Diseases, Wadsworth Center, New York State Department of Health, Albany, New York, USA
| | - Patricia Lederman
- Division of Infectious Diseases, Wadsworth Center, New York State Department of Health, Albany, New York, USA
| | - Tristan A. Nowak
- Division of Infectious Diseases, Wadsworth Center, New York State Department of Health, Albany, New York, USA
- Department of Biomedical Sciences, SUNY Albany, Albany, New York, USA
| | - Jessica L. Stout
- Division of Infectious Diseases, Wadsworth Center, New York State Department of Health, Albany, New York, USA
| | - Klemen Strle
- Division of Infectious Diseases, Wadsworth Center, New York State Department of Health, Albany, New York, USA
- Department of Biomedical Sciences, SUNY Albany, Albany, New York, USA
| | - Volker Fingerle
- German National Reference Centre for Borrelia, Bavarian Health and Food Safety Authority, Oberschleissheim, Germany
| | - Gabriele Margos
- German National Reference Centre for Borrelia, Bavarian Health and Food Safety Authority, Oberschleissheim, Germany
| | - Alexander T. Ciota
- Division of Infectious Diseases, Wadsworth Center, New York State Department of Health, Albany, New York, USA
- Department of Biomedical Sciences, SUNY Albany, Albany, New York, USA
| | - Maria A. Diuk-Wasser
- Department of Ecology, Evolution, and Environmental Biology, Columbia University, New York, New York, USA
| | - Sergios-Orestis Kolokotronis
- Department of Epidemiology and Biostatistics, School of Public Health, SUNY Downstate Health Sciences University, Brooklyn, New York, USA
- Institute for Genomics in Health, SUNY Downstate Health Sciences University, Brooklyn, New York, USA
- Division of Infectious Diseases, Department of Medicine, College of Medicine, SUNY Downstate Health Sciences University, Brooklyn, New York, USA
- Department of Cell Biology, College of Medicine, SUNY Downstate Health Sciences University, Brooklyn, New York, USA
| | - Yi-Pin Lin
- Division of Infectious Diseases, Wadsworth Center, New York State Department of Health, Albany, New York, USA
- Department of Biomedical Sciences, SUNY Albany, Albany, New York, USA
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13
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Utilizing Two Borrelia bavariensis Isolates Naturally Lacking the PFam54 Gene Array To Elucidate the Roles of PFam54-Encoded Proteins. Appl Environ Microbiol 2022; 88:e0155521. [PMID: 34986011 DOI: 10.1128/aem.01555-21] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
Abstract
Lyme borreliosis is the most common vector-borne disease in the Northern Hemisphere, caused by spirochetes belonging to the Borrelia burgdorferi sensu lato species complex, which are transmitted by ixodid ticks. B. burgdorferi sensu lato species produce a family of proteins on the linear plasmid 54 (PFam54), some of which confer the functions of cell adhesion and inactivation of complement, the first line of host defense. However, the impact of PFam54 in promoting B. burgdorferi sensu lato pathogenesis remains unclear because of the hurdles to simultaneously knock out all PFam54 proteins in a spirochete. Here, we describe two Borrelia bavariensis strains, PBN and PNi, isolated from patients naturally lacking PFam54 but maintaining the rest of the genome with greater than 95% identity to the reference B. bavariensis strain, PBi. We found that PBN and PNi less efficiently survive in human serum than PBi. Such defects were restored by introducing two B. bavariensis PFam54 recombinant proteins, BGA66 and BGA71, confirming the role of these proteins in providing complement evasion of B. bavariensis. Further, we found that all three strains remain detectable in various murine tissues 21 days post-subcutaneous infection, supporting the nonessential role of B. bavariensis PFam54 in promoting spirochete persistence. This study identified and utilized isolates deficient in PFam54 to associate the defects with the absence of these proteins, building the foundation to further study the role of each PFam54 protein in contributing to B. burgdorferi sensu lato pathogenesis. IMPORTANCE To establish infections, Lyme borreliae utilize various means to overcome the host's immune system. Proteins encoded by the PFam54 gene array play a role in spirochete survival in vitro and in vivo. Moreover, this gene array has been described in all currently available Lyme borreliae genomes. By investigating the first two Borrelia bavariensis isolates naturally lacking the entire PFam54 gene array, we showed that both patient isolates display an increased susceptibility to human serum, which can be rescued in the presence of two PFam54 recombinant proteins. However, both isolates remain infectious to mice after intradermal inoculation, suggesting the nonessential role of PFam54 during the long-term, but may differ slightly in the colonization of specific tissues. Furthermore, these isolates show high genomic similarity to type strain PBi (>95%) and could be used in future studies investigating the role of each PFam54 protein in Lyme borreliosis pathogenesis.
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14
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The evolving story of Borrelia burgdorferi sensu lato transmission in Europe. Parasitol Res 2022; 121:781-803. [PMID: 35122516 PMCID: PMC8816687 DOI: 10.1007/s00436-022-07445-3] [Citation(s) in RCA: 18] [Impact Index Per Article: 9.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/08/2021] [Accepted: 01/19/2022] [Indexed: 12/13/2022]
Abstract
Beside mosquitoes, ticks are well-known vectors of different human pathogens. In the Northern Hemisphere, Lyme borreliosis (Eurasia, LB) or Lyme disease (North America, LD) is the most commonly occurring vector-borne infectious disease caused by bacteria of the genus Borrelia which are transmitted by hard ticks of the genus Ixodes. The reported incidence of LB in Europe is about 22.6 cases per 100,000 inhabitants annually with a broad range depending on the geographical area analyzed. However, the epidemiological data are largely incomplete, because LB is not notifiable in all European countries. Furthermore, not only differ reporting procedures between countries, there is also variation in case definitions and diagnostic procedures. Lyme borreliosis is caused by several species of the Borrelia (B.) burgdorferi sensu lato (s.l.) complex which are maintained in complex networks including ixodid ticks and different reservoir hosts. Vector and host influence each other and are affected by multiple factors including climate that have a major impact on their habitats and ecology. To classify factors that influence the risk of transmission of B. burgdorferi s.l. to their different vertebrate hosts as well as to humans, we briefly summarize the current knowledge about the pathogens including their astonishing ability to overcome various host immune responses, regarding the main vector in Europe Ixodes ricinus, and the disease caused by borreliae. The research shows, that a higher standardization of case definition, diagnostic procedures, and standardized, long-term surveillance systems across Europe is necessary to improve clinical and epidemiological data.
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15
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Di L, Akther S, Bezrucenkovas E, Ivanova L, Sulkow B, Wu B, Mneimneh S, Gomes-Solecki M, Qiu WG. Maximum antigen diversification in a lyme bacterial population and evolutionary strategies to overcome pathogen diversity. THE ISME JOURNAL 2022; 16:447-464. [PMID: 34413477 PMCID: PMC8376116 DOI: 10.1038/s41396-021-01089-4] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 01/12/2021] [Revised: 08/04/2021] [Accepted: 08/09/2021] [Indexed: 12/03/2022]
Abstract
Natural populations of pathogens and their hosts are engaged in an arms race in which the pathogens diversify to escape host immunity while the hosts evolve novel immunity. This co-evolutionary process poses a fundamental challenge to the development of broadly effective vaccines and diagnostics against a diversifying pathogen. Based on surveys of natural allele frequencies and experimental immunization of mice, we show high antigenic specificities of natural variants of the outer surface protein C (OspC), a dominant antigen of a Lyme Disease-causing bacterium (Borrelia burgdorferi). To overcome the challenge of OspC antigenic diversity to clinical development of preventive measures, we implemented a number of evolution-informed strategies to broaden OspC antigenic reactivity. In particular, the centroid algorithm-a genetic algorithm to generate sequences that minimize amino-acid differences with natural variants-generated synthetic OspC analogs with the greatest promise as diagnostic and vaccine candidates against diverse Lyme pathogen strains co-existing in the Northeast United States. Mechanistically, we propose a model of maximum antigen diversification (MAD) mediated by amino-acid variations distributed across the hypervariable regions on the OspC molecule. Under the MAD hypothesis, evolutionary centroids display broad cross-reactivity by occupying the central void in the antigenic space excavated by diversifying natural variants. In contrast to vaccine designs based on concatenated epitopes, the evolutionary algorithms generate analogs of natural antigens and are automated. The novel centroid algorithm and the evolutionary antigen designs based on consensus and ancestral sequences have broad implications for combating diversifying pathogens driven by pathogen-host co-evolution.
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Affiliation(s)
- Lia Di
- Department of Biological Sciences, Hunter College, City University of New York, New York, NY, USA
| | - Saymon Akther
- Graduate Center, City University of New York, New York, NY, USA
| | - Edgaras Bezrucenkovas
- Department of Biological Sciences, Hunter College, City University of New York, New York, NY, USA
| | - Larisa Ivanova
- Department of Microbiology, Immunology and Biochemistry, University of Tennessee Health Science Center, Memphis, TN, USA
- Pediatrics Department, New York Medical College, Valhalla, NY, USA
| | - Brian Sulkow
- Department of Biological Sciences, Hunter College, City University of New York, New York, NY, USA
| | - Bing Wu
- Department of Biological Sciences, Hunter College, City University of New York, New York, NY, USA
| | - Saad Mneimneh
- Graduate Center, City University of New York, New York, NY, USA
- Department of Computer Science, Hunter College, City University of New York, New York, NY, USA
| | - Maria Gomes-Solecki
- Department of Microbiology, Immunology and Biochemistry, University of Tennessee Health Science Center, Memphis, TN, USA
| | - Wei-Gang Qiu
- Department of Biological Sciences, Hunter College, City University of New York, New York, NY, USA.
- Graduate Center, City University of New York, New York, NY, USA.
- Department of Physiology and Biophysics & Institute for Computational Biomedicine, Weil Cornell Medical College, New York, NY, USA.
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16
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Bobe JR, Jutras BL, Horn EJ, Embers ME, Bailey A, Moritz RL, Zhang Y, Soloski MJ, Ostfeld RS, Marconi RT, Aucott J, Ma'ayan A, Keesing F, Lewis K, Ben Mamoun C, Rebman AW, McClune ME, Breitschwerdt EB, Reddy PJ, Maggi R, Yang F, Nemser B, Ozcan A, Garner O, Di Carlo D, Ballard Z, Joung HA, Garcia-Romeu A, Griffiths RR, Baumgarth N, Fallon BA. Recent Progress in Lyme Disease and Remaining Challenges. Front Med (Lausanne) 2021; 8:666554. [PMID: 34485323 PMCID: PMC8416313 DOI: 10.3389/fmed.2021.666554] [Citation(s) in RCA: 42] [Impact Index Per Article: 14.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/10/2021] [Accepted: 07/12/2021] [Indexed: 12/14/2022] Open
Abstract
Lyme disease (also known as Lyme borreliosis) is the most common vector-borne disease in the United States with an estimated 476,000 cases per year. While historically, the long-term impact of Lyme disease on patients has been controversial, mounting evidence supports the idea that a substantial number of patients experience persistent symptoms following treatment. The research community has largely lacked the necessary funding to properly advance the scientific and clinical understanding of the disease, or to develop and evaluate innovative approaches for prevention, diagnosis, and treatment. Given the many outstanding questions raised into the diagnosis, clinical presentation and treatment of Lyme disease, and the underlying molecular mechanisms that trigger persistent disease, there is an urgent need for more support. This review article summarizes progress over the past 5 years in our understanding of Lyme and tick-borne diseases in the United States and highlights remaining challenges.
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Affiliation(s)
- Jason R. Bobe
- Icahn School of Medicine at Mount Sinai, New York, NY, United States
| | - Brandon L. Jutras
- Department of Biochemistry, Fralin Life Sciences Institute, Virginia Tech, Blacksburg, VA, United States
| | | | - Monica E. Embers
- Tulane University Health Sciences, New Orleans, LA, United States
| | - Allison Bailey
- Icahn School of Medicine at Mount Sinai, New York, NY, United States
| | | | - Ying Zhang
- State Key Laboratory for the Diagnosis and Treatment of Infectious Diseases, The First Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou, China
| | - Mark J. Soloski
- Division of Rheumatology, Department of Medicine, Lyme Disease Research Center, Johns Hopkins University School of Medicine, Baltimore, MD, United States
| | | | - Richard T. Marconi
- Department of Microbiology and Immunology, Virginia Commonwealth University Medical Center, Richmond, VA, United States
| | - John Aucott
- Division of Rheumatology, Department of Medicine, Lyme Disease Research Center, Johns Hopkins University School of Medicine, Baltimore, MD, United States
| | - Avi Ma'ayan
- Icahn School of Medicine at Mount Sinai, New York, NY, United States
| | | | - Kim Lewis
- Department of Biology, Northeastern University, Boston, MA, United States
| | | | - Alison W. Rebman
- Division of Rheumatology, Department of Medicine, Lyme Disease Research Center, Johns Hopkins University School of Medicine, Baltimore, MD, United States
| | - Mecaila E. McClune
- Department of Biochemistry, Fralin Life Sciences Institute, Virginia Tech, Blacksburg, VA, United States
| | - Edward B. Breitschwerdt
- Department of Clinical Sciences, Comparative Medicine Institute, College of Veterinary Medicine, North Carolina State University, Raleigh, NC, United States
| | | | - Ricardo Maggi
- Department of Clinical Sciences, Comparative Medicine Institute, College of Veterinary Medicine, North Carolina State University, Raleigh, NC, United States
| | - Frank Yang
- Department of Microbiology and Immunology, Indiana University School of Medicine, Indianapolis, IN, United States
| | - Bennett Nemser
- Steven & Alexandra Cohen Foundation, Stamford, CT, United States
| | - Aydogan Ozcan
- University of California, Los Angeles, Los Angeles, CA, United States
| | - Omai Garner
- University of California, Los Angeles, Los Angeles, CA, United States
| | - Dino Di Carlo
- University of California, Los Angeles, Los Angeles, CA, United States
| | - Zachary Ballard
- University of California, Los Angeles, Los Angeles, CA, United States
| | - Hyou-Arm Joung
- University of California, Los Angeles, Los Angeles, CA, United States
| | - Albert Garcia-Romeu
- Department of Psychiatry and Behavioral Sciences, Johns Hopkins University School of Medicine, Baltimore, MD, United States
| | - Roland R. Griffiths
- Department of Psychiatry and Behavioral Sciences, Johns Hopkins University School of Medicine, Baltimore, MD, United States
| | - Nicole Baumgarth
- Center for Immunology and Infectious Diseases and the Department of Pathology, Microbiology & Immunology, School of Veterinary Medicine, University of California, Davis, Davis, CA, United States
| | - Brian A. Fallon
- Columbia University Irving Medical Center, New York, NY, United States
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