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Behsaz B, Bode E, Gurevich A, Shi YN, Grundmann F, Acharya D, Caraballo-Rodríguez AM, Bouslimani A, Panitchpakdi M, Linck A, Guan C, Oh J, Dorrestein PC, Bode HB, Pevzner PA, Mohimani H. Integrating genomics and metabolomics for scalable non-ribosomal peptide discovery. Nat Commun 2021; 12:3225. [PMID: 34050176 PMCID: PMC8163882 DOI: 10.1038/s41467-021-23502-4] [Citation(s) in RCA: 34] [Impact Index Per Article: 8.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/23/2020] [Accepted: 05/04/2021] [Indexed: 02/07/2023] Open
Abstract
Non-Ribosomal Peptides (NRPs) represent a biomedically important class of natural products that include a multitude of antibiotics and other clinically used drugs. NRPs are not directly encoded in the genome but are instead produced by metabolic pathways encoded by biosynthetic gene clusters (BGCs). Since the existing genome mining tools predict many putative NRPs synthesized by a given BGC, it remains unclear which of these putative NRPs are correct and how to identify post-assembly modifications of amino acids in these NRPs in a blind mode, without knowing which modifications exist in the sample. To address this challenge, here we report NRPminer, a modification-tolerant tool for NRP discovery from large (meta)genomic and mass spectrometry datasets. We show that NRPminer is able to identify many NRPs from different environments, including four previously unreported NRP families from soil-associated microbes and NRPs from human microbiota. Furthermore, in this work we demonstrate the anti-parasitic activities and the structure of two of these NRP families using direct bioactivity screening and nuclear magnetic resonance spectrometry, illustrating the power of NRPminer for discovering bioactive NRPs.
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Affiliation(s)
- Bahar Behsaz
- Bioinformatics and Systems Biology Program, University of California San Diego, La Jolla, CA, USA
- Center for Microbiome Innovation, University of California at San Diego, La Jolla, CA, USA
- Computational Biology Department, School of Computer Science, Carnegie Mellon University, Pittsburgh, PA, USA
| | - Edna Bode
- Molecular Biotechnology, Department of Biosciences, Goethe University Frankfurt, Frankfurt am Main, Germany
| | - Alexey Gurevich
- Center for Algorithmic Biotechnology, Institute of Translational Biomedicine, St. Petersburg State University, St Petersburg, Russia
| | - Yan-Ni Shi
- Molecular Biotechnology, Department of Biosciences, Goethe University Frankfurt, Frankfurt am Main, Germany
| | - Florian Grundmann
- Molecular Biotechnology, Department of Biosciences, Goethe University Frankfurt, Frankfurt am Main, Germany
| | - Deepa Acharya
- Tiny Earth Chemistry Hub, University of Wisconsin-Madison, Madison, WI, USA
| | - Andrés Mauricio Caraballo-Rodríguez
- Collaborative Mass Spectrometry Innovation Center, Skaggs School of Pharmacy and Pharmaceutical Sciences, University of California San Diego, La Jolla, CA, USA
| | - Amina Bouslimani
- Collaborative Mass Spectrometry Innovation Center, Skaggs School of Pharmacy and Pharmaceutical Sciences, University of California San Diego, La Jolla, CA, USA
| | - Morgan Panitchpakdi
- Collaborative Mass Spectrometry Innovation Center, Skaggs School of Pharmacy and Pharmaceutical Sciences, University of California San Diego, La Jolla, CA, USA
| | - Annabell Linck
- Molecular Biotechnology, Department of Biosciences, Goethe University Frankfurt, Frankfurt am Main, Germany
| | - Changhui Guan
- The Jackson Laboratory of Medical Genomics, Farmington, CT, USA
| | - Julia Oh
- The Jackson Laboratory of Medical Genomics, Farmington, CT, USA
| | - Pieter C Dorrestein
- Center for Microbiome Innovation, University of California at San Diego, La Jolla, CA, USA
- Collaborative Mass Spectrometry Innovation Center, Skaggs School of Pharmacy and Pharmaceutical Sciences, University of California San Diego, La Jolla, CA, USA
| | - Helge B Bode
- Molecular Biotechnology, Department of Biosciences, Goethe University Frankfurt, Frankfurt am Main, Germany.
- Buchmann Institute for Molecular Life Sciences (BMLS), Goethe University Frankfurt & Senckenberg Research Institute, Frankfurt am Main, Germany.
- Max-Planck-Institute for Terrestrial Microbiology, Department for Natural Products in Organismic Interactions, Marburg, Germany.
| | - Pavel A Pevzner
- Department of Computer Science and Engineering, University of California San Diego, La Jolla, CA, USA.
| | - Hosein Mohimani
- Computational Biology Department, School of Computer Science, Carnegie Mellon University, Pittsburgh, PA, USA.
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Lee J, Park J, Kim S, Park I, Seo YS. Differential regulation of toxoflavin production and its role in the enhanced virulence of Burkholderia gladioli. MOLECULAR PLANT PATHOLOGY 2016; 17:65-76. [PMID: 25845410 PMCID: PMC6638467 DOI: 10.1111/mpp.12262] [Citation(s) in RCA: 31] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/18/2023]
Abstract
Burkholderia gladioli is a causal agent of bacterial panicle blight and sheath/grain browning in rice in many countries. Many strains produce the yellow pigment toxoflavin, which is highly toxic to plants, fungi, animals and microorganisms. Although there have been several studies on the toxoflavin biosynthesis system of B. glumae, it is still unclear how B. gladioli activates toxoflavin biosynthesis. In this study, we explored the genomic organization of the toxoflavin system of B. gladioli and its biological functions using comparative genomic analysis between toxoflavin-producing strains (B. glumae BGR1 and B. gladioli BSR3) and a strain not producing toxoflavin (B. gladioli KACC11889). The latter exhibits normal physiological characteristics similar to other B. gladioli strains. Burkholderia gladioli KACC11889 possesses all the genes involved in toxoflavin biosynthesis, but lacks the quorum-sensing (QS) system that functions as an on/off switch for toxoflavin biosynthesis. These data suggest that B. gladioli has evolved to use the QS signalling cascade of toxoflavin production (TofI/TofR of QS → ToxJ or ToxR → tox operons) similar to that in B. glumae. However, some strains may have evolved to eliminate toxoflavin production through deletion of the QS genes. In addition, we demonstrate that the toxoflavin biosynthetic system enhances the virulence of B. gladioli. These findings provide another line of evidence supporting the differential regulation of the toxoflavin system in Burkholderia strains.
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Affiliation(s)
- Jongyun Lee
- Department of Microbiology, Pusan National University, Busan, 609-735, South Korea
| | - Jungwook Park
- Department of Microbiology, Pusan National University, Busan, 609-735, South Korea
| | - Sunyoung Kim
- Department of Microbiology, Pusan National University, Busan, 609-735, South Korea
| | - Inmyoung Park
- Department of Microbiology, Pusan National University, Busan, 609-735, South Korea
| | - Young-Su Seo
- Department of Microbiology, Pusan National University, Busan, 609-735, South Korea
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Tardiani AC, Perecin D, Peixoto-Junior RF, Sanguino A, Landell MMG, Beriam LO, Nunes DS, Camargo LEA, Creste S. Molecular and Pathogenic Diversity Among Brazilian Isolates of Xanthomonas albilineans Assessed with SSR Marker Loci. PLANT DISEASE 2014; 98:540-546. [PMID: 30708727 DOI: 10.1094/pdis-07-13-0762-re] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/09/2023]
Abstract
Leaf scald is one of the most important diseases of sugarcane in Brazil. Despite its importance, little is known about the genetic and pathogenic variability of its causal agent, Xanthomonas albilineans. The genetic diversity of 44 X. albilineans isolates from diverse geographic regions of Brazil was assessed using 15 newly developed short sequence repeat (SSR) loci designed from the genome sequence of X. albilineans strain GPE PC73. In addition, the aggressiveness of each isolate was evaluated by inoculating on a susceptible sugarcane cultivar and scoring the disease severity. Of the 15 SSR loci, 12 were polymorphic and produced 54 polymorphic alleles. The average number of polymorphic alleles per locus was 4.5, and ranged from 2 to 12 alleles. Phenetic analysis based on Nei's unbiased genetic distance, clustered the isolates into two major groups. Group I included 32 isolates from all four geographic regions studied, whereas group II included 9 isolates from two regions. Three isolates did not cluster within these groups. Analysis of disease severity data also revealed variability in aggressiveness among isolates but no correlation could be established with either SSR haplotypes or phenetic groups. Isolates with identical haplotypes differed in aggressiveness and vice versa. However, single marker-trait analysis revealed two markers associated with this trait.
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Affiliation(s)
- Ana C Tardiani
- Centro de Cana, Instituto Agronômico, Campinas-IAC, Rod. Antonio Duarte Nogueira Km 321, CP 206, Ribeirão Preto, SP, Brazil, and Universidade Estadual Paulista-UNESP, Av. Prof. Paulo Donato Castellane, 14884-900, Jaboticabal, SP, Brazil
| | | | - Rafael F Peixoto-Junior
- Centro de Cana, Instituto Agronômico, Campinas-IAC, Rod. Antonio Duarte Nogueira Km 321, CP 206, Ribeirão Preto, SP, Brazil
| | - Alvaro Sanguino
- Centro de Cana, Instituto Agronômico, Campinas-IAC, Rod. Antonio Duarte Nogueira Km 321, CP 206, Ribeirão Preto, SP, Brazil
| | - Marcos M G Landell
- Centro de Cana, Instituto Agronômico, Campinas-IAC, Rod. Antonio Duarte Nogueira Km 321, CP 206, Ribeirão Preto, SP, Brazil
| | - Luis O Beriam
- Laboratório de Bacteriologia Vegetal-CEIB, Instituto Biológico, Campinas,13001-970, SP, Brazil
| | - Daniel S Nunes
- Centro de Cana, Instituto Agronômico, Campinas-IAC, Rod. Antonio Duarte Nogueira Km 321, CP 206, Ribeirão Preto, SP, Brazil
| | - Luis E A Camargo
- Departamento de Fitopatologia e Nematologia, Escola Superior de Agricultura Luiz de Queiroz, Universidade de São Paulo, Av. Pádua Dias, 11, 13418-900, Piracicaba, SP, Brazil
| | - Silvana Creste
- Centro de Cana, Instituto Agronômico, Campinas-IAC, Rod. Antonio Duarte Nogueira Km 321, CP 206, Ribeirão Preto, SP, Brazil
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Garces FF, Gutierrez A, Hoy JW. Detection and Quantification of Xanthomonas albilineans by qPCR and Potential Characterization of Sugarcane Resistance to Leaf Scald. PLANT DISEASE 2014; 98:121-126. [PMID: 30708616 DOI: 10.1094/pdis-04-13-0431-re] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/09/2023]
Abstract
Leaf scald is an important disease of sugarcane with erratic symptom expression. Latency represents a threat to germplasm exchange, and erratic symptom development makes accurate evaluation of disease resistance during breeding and selection problematic. Real-time quantitative polymerase chain reaction (qPCR) assays for Xanthomonas albilineans, the causal agent of leaf scald, were developed and evaluated for the sensitive, specific detection and quantification of the pathogen. Assays with SYBR Green primers and TaqMan probe and primers derived from the albicidin toxin biosynthesis gene cluster efficiently and reproducibly amplified X. albilineans. Detection was more sensitive with qPCR compared with conventional PCR. Assays were specific for X. albilineans and sap extracts did not inhibit the qPCR reaction. Leaf-scald-resistant and -susceptible cultivars were distinguished by infection incidence, disease severity, and X. albilineans population determined by SYBR Green qPCR in both greenhouse and field experiments. Populations of X. albilineans varied in different tissues. Differences were the greatest within tissues in resistant cultivars, and bacterial populations in systemically infected, young, not yet fully emerged leaves exhibited the greatest differences between resistant and susceptible cultivars. The results demonstrate that qPCR is a highly sensitive method for the detection of X. albilineans that could provide a reliable method for leaf scald resistance screening.
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Affiliation(s)
- F F Garces
- Department of Plant Pathology and Crop Physiology, Louisiana State University Agricultural Center, Baton Rouge 70803
| | - A Gutierrez
- Department of Plant Pathology and Crop Physiology, Louisiana State University Agricultural Center, Baton Rouge 70803
| | - J W Hoy
- Department of Plant Pathology and Crop Physiology, Louisiana State University Agricultural Center, Baton Rouge 70803
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Pieretti I, Royer M, Barbe V, Carrere S, Koebnik R, Couloux A, Darrasse A, Gouzy J, Jacques MA, Lauber E, Manceau C, Mangenot S, Poussier S, Segurens B, Szurek B, Verdier V, Arlat M, Gabriel DW, Rott P, Cociancich S. Genomic insights into strategies used by Xanthomonas albilineans with its reduced artillery to spread within sugarcane xylem vessels. BMC Genomics 2012; 13:658. [PMID: 23171051 PMCID: PMC3542200 DOI: 10.1186/1471-2164-13-658] [Citation(s) in RCA: 42] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/11/2012] [Accepted: 11/18/2012] [Indexed: 11/10/2022] Open
Abstract
BACKGROUND Xanthomonas albilineans causes leaf scald, a lethal disease of sugarcane. X. albilineans exhibits distinctive pathogenic mechanisms, ecology and taxonomy compared to other species of Xanthomonas. For example, this species produces a potent DNA gyrase inhibitor called albicidin that is largely responsible for inducing disease symptoms; its habitat is limited to xylem; and the species exhibits large variability. A first manuscript on the complete genome sequence of the highly pathogenic X. albilineans strain GPE PC73 focused exclusively on distinctive genomic features shared with Xylella fastidiosa-another xylem-limited Xanthomonadaceae. The present manuscript on the same genome sequence aims to describe all other pathogenicity-related genomic features of X. albilineans, and to compare, using suppression subtractive hybridization (SSH), genomic features of two strains differing in pathogenicity. RESULTS Comparative genomic analyses showed that most of the known pathogenicity factors from other Xanthomonas species are conserved in X. albilineans, with the notable absence of two major determinants of the "artillery" of other plant pathogenic species of Xanthomonas: the xanthan gum biosynthesis gene cluster, and the type III secretion system Hrp (hypersensitive response and pathogenicity). Genomic features specific to X. albilineans that may contribute to specific adaptation of this pathogen to sugarcane xylem vessels were also revealed. SSH experiments led to the identification of 20 genes common to three highly pathogenic strains but missing in a less pathogenic strain. These 20 genes, which include four ABC transporter genes, a methyl-accepting chemotaxis protein gene and an oxidoreductase gene, could play a key role in pathogenicity. With the exception of hypothetical proteins revealed by our comparative genomic analyses and SSH experiments, no genes potentially involved in any offensive or counter-defensive mechanism specific to X. albilineans were identified, supposing that X. albilineans has a reduced artillery compared to other pathogenic Xanthomonas species. Particular attention has therefore been given to genomic features specific to X. albilineans making it more capable of evading sugarcane surveillance systems or resisting sugarcane defense systems. CONCLUSIONS This study confirms that X. albilineans is a highly distinctive species within the genus Xanthomonas, and opens new perpectives towards a greater understanding of the pathogenicity of this destructive sugarcane pathogen.
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Affiliation(s)
| | - Monique Royer
- CIRAD, UMR BGPI, F-34398 Montpellier Cedex 5, France
| | - Valérie Barbe
- CEA/DSV/IG/Génoscope, Centre National de Séquençage, F-91057 Evry Cedex France
| | | | - Ralf Koebnik
- IRD, UMR RPB, F-34394 Montpellier Cedex 5, France
| | - Arnaud Couloux
- CEA/DSV/IG/Génoscope, Centre National de Séquençage, F-91057 Evry Cedex France
| | | | - Jérôme Gouzy
- INRA, UMR LIPM, F-31326 Castanet-Tolosan Cedex France
| | | | | | | | - Sophie Mangenot
- CEA/DSV/IG/Génoscope, Centre National de Séquençage, F-91057 Evry Cedex France
| | - Stéphane Poussier
- Université de la Réunion, UMR PVBMT, F-97715 Saint-Denis La Réunion, France
| | - Béatrice Segurens
- CEA/DSV/IG/Génoscope, Centre National de Séquençage, F-91057 Evry Cedex France
| | - Boris Szurek
- IRD, UMR RPB, F-34394 Montpellier Cedex 5, France
| | | | - Matthieu Arlat
- Université Paul Sabatier, UMR LIPM, F-31326 Castanet-Tolosan Cedex France
| | - Dean W Gabriel
- University of Florida, Plant Pathology Department, Gainesville FL 32605 USA
| | - Philippe Rott
- CIRAD, UMR BGPI, F-34398 Montpellier Cedex 5, France
| | - Stéphane Cociancich
- CIRAD, UMR BGPI, F-34398 Montpellier Cedex 5, France
- UMR BGPI, Campus International de Baillarguet, TA A-54/K, F-34398 Montpellier Cedex 5, France
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Rott P, Fleites L, Marlow G, Royer M, Gabriel DW. Identification of new candidate pathogenicity factors in the xylem-invading pathogen Xanthomonas albilineans by transposon mutagenesis. MOLECULAR PLANT-MICROBE INTERACTIONS : MPMI 2011; 24:594-605. [PMID: 21190440 DOI: 10.1094/mpmi-07-10-0156] [Citation(s) in RCA: 16] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/30/2023]
Abstract
Xanthomonas albilineans is a xylem-invading pathogen that produces the toxin albicidin that blocks chloroplast differentiation, resulting in disease symptoms of sugarcane leaf scald. In contrast to other xanthomonads, X. albilineans does not possess a hypersensitive response and pathogenicity type III secretion system and does not produce xanthan gum. Albicidin is the only previously known pathogenicity factor in X. albilineans, yet albicidin-deficient mutant strains are still able to efficiently colonize sugarcane. To identify additional host adaptation or pathogenicity factors, sugarcane 'CP80-1743' was inoculated with 1,216 independently derived Tn5 insertions in X. albilineans XaFL07-1 from Florida. Sixty-one Tn5 mutants were affected in development of leaf symptoms or in stalk colonization. The Tn5 insertion sites of these mutants were determined and the interrupted genes were identified using the recently available genomic DNA sequence of X. albilineans GPE PC73 from Guadeloupe. Several pathogenicity-related loci that were not previously reported in Xanthomonas spp. were identified, including loci encoding hypothetical proteins, a membrane fusion protein conferring resistance to novobiocin, transport proteins, TonB-dependent outer-membrane transporters, and an OmpA family outer-membrane protein.
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Affiliation(s)
- Philippe Rott
- UMR BGPI, CIRAD, TA A-54/K, Campus International de Baillarguet, 34398 Montpellier Cedex 5, France.
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Marguerettaz M, Pieretti I, Gayral P, Puig J, Brin C, Cociancich S, Poussier S, Rott P, Royer M. Genomic and evolutionary features of the SPI-1 type III secretion system that is present in Xanthomonas albilineans but is not essential for xylem colonization and symptom development of sugarcane leaf scald. MOLECULAR PLANT-MICROBE INTERACTIONS : MPMI 2011; 24:246-59. [PMID: 20955079 DOI: 10.1094/mpmi-08-10-0188] [Citation(s) in RCA: 17] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/21/2023]
Abstract
Xanthomonas albilineans is the causal agent of sugarcane leaf scald. Interestingly, this bacterium, which is not known to be insect or animal associated, possesses a type III secretion system (T3SS) belonging to the injectisome family Salmonella pathogenicity island 1 (SPI-1). The T3SS SPI-1 of X. albilineans shares only low similarity with other available T3SS SPI-1 sequences. Screening of a collection of 128 plant-pathogenic bacteria revealed that this T3SS SPI-1 is present in only two species of Xanthomonas: X. albilineans and X. axonopodis pv. phaseoli. Inoculation of sugarcane with knockout mutants showed that this system is not required by X. albilineans to spread within xylem vessels and to cause disease symptoms. This result was confirmed by the absence of this T3SS SPI-1 in an X. albilineans strain isolated from diseased sugarcane. To investigate the importance of the T3SS SPI-1 during the life cycle of X. albilineans, we analyzed T3SS SPI-1 sequences from 11 strains spanning the genetic diversity of this species. No nonsense mutations or frameshifting indels were observed in any of these strains, suggesting that the T3SS SPI-1 system is maintained within the species X. albilineans. Evolutionary features of T3SS SPI-1 based on phylogenetic, recombination, and selection analyses are discussed in the context of the possible functional importance of T3SS SPI-1 in the ecology of X. albilineans.
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Affiliation(s)
- Mélanie Marguerettaz
- UMR BGPI CIRAD, Campus International de Baillarguet, TA A-54/K, 34398 Montpellier Cedex 5, France
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