Skip to main content
Top
Published in: BMC Infectious Diseases 1/2013

Open Access 01-12-2013 | Research article

Genomic comparative analysis and gene function prediction in infectious diseases: application to the investigation of a meningitis outbreak

Authors: Enrico Lavezzo, Stefano Toppo, Elisa Franchin, Barbara Di Camillo, Francesca Finotello, Marco Falda, Riccardo Manganelli, Giorgio Palù, Luisa Barzon

Published in: BMC Infectious Diseases | Issue 1/2013

Login to get access

Abstract

Background

Next generation sequencing (NGS) is being increasingly used for the detection and characterization of pathogens during outbreaks. This technology allows rapid sequencing of pathogen full genomes, useful not only for accurate genotyping and molecular epidemiology, but also for identification of drug resistance and virulence traits.

Methods

In this study, an approach based on whole genome sequencing by NGS, comparative genomics, and gene function prediction was set up and retrospectively applied for the investigation of two N. meningitidis serogroup C isolates collected from a cluster of meningococcal disease, characterized by a high fatality rate.

Results

According to conventional molecular typing methods, all the isolates had the same typing results and were classified as outbreak isolates within the same N. meningitidis sequence type ST-11, while full genome sequencing demonstrated subtle genetic differences between the isolates. Looking for these specific regions by means of 9 PCR and cycle sequencing assays in other 7 isolates allowed distinguishing outbreak cases from unrelated cases. Comparative genomics and gene function prediction analyses between outbreak isolates and a set of reference N. meningitidis genomes led to the identification of differences in gene content that could be relevant for pathogenesis. Most genetic changes occurred in the capsule locus and were consistent with recombination and horizontal acquisition of a set of genes involved in capsule biosynthesis.

Conclusions

This study showed the added value given by whole genome sequencing by NGS over conventional sequence-based typing methods in the investigation of an outbreak. Routine application of this technology in clinical microbiology will significantly improve methods for molecular epidemiology and surveillance of infectious disease and provide a bulk of data useful to improve our understanding of pathogens biology.
Appendix
Available only for authorised users
Literature
1.
go back to reference Barzon L, Lavezzo E, Costanzi G, Franchin E, Toppo S, Palù G: Next-generation sequencing technologies in diagnostic virology. J Clin Virol. 2013, 13: 00086-3. doi: S1386-6532 Barzon L, Lavezzo E, Costanzi G, Franchin E, Toppo S, Palù G: Next-generation sequencing technologies in diagnostic virology. J Clin Virol. 2013, 13: 00086-3. doi: S1386-6532
2.
go back to reference Barzon L, Lavezzo E, Militello V, Toppo S, Palù G: Applications of next-generation sequencing technologies to diagnostic virology. Int J Mol Sci. 2011, 12: 7861-7884. 10.3390/ijms12117861.CrossRefPubMedPubMedCentral Barzon L, Lavezzo E, Militello V, Toppo S, Palù G: Applications of next-generation sequencing technologies to diagnostic virology. Int J Mol Sci. 2011, 12: 7861-7884. 10.3390/ijms12117861.CrossRefPubMedPubMedCentral
3.
go back to reference Didelot X, Bowden R, Wilson DJ, Peto TE, Crook DW: Transforming clinical microbiology with bacterial genome sequencing. Nat Rev Genet. 2012, 13: 601-612.CrossRefPubMed Didelot X, Bowden R, Wilson DJ, Peto TE, Crook DW: Transforming clinical microbiology with bacterial genome sequencing. Nat Rev Genet. 2012, 13: 601-612.CrossRefPubMed
4.
5.
go back to reference Kostic AD, Ojesina AI, Pedamallu CS, Jung J, Verhaak RG, Getz G, Meyerson M: PathSeq: software to identify or discover microbes by deep sequencing of human tissue. Nat Biotechnol. 2011, 29: 393-396. 10.1038/nbt.1868.CrossRefPubMedPubMedCentral Kostic AD, Ojesina AI, Pedamallu CS, Jung J, Verhaak RG, Getz G, Meyerson M: PathSeq: software to identify or discover microbes by deep sequencing of human tissue. Nat Biotechnol. 2011, 29: 393-396. 10.1038/nbt.1868.CrossRefPubMedPubMedCentral
6.
go back to reference Frasson I, Lavezzo E, Franchin E, Toppo S, Barzon L, Cavallaro A, Richter SN, Palù G: Antimicrobial treatment and containment measures for an extremely drug-resistant Klebsiella pneumoniae ST101 isolate carrying pKPN101-IT, a novel fully sequenced bla(KPC-2) plasmid. J Clin Microbiol. 2012, 50: 3768-3772. 10.1128/JCM.01892-12.CrossRefPubMedPubMedCentral Frasson I, Lavezzo E, Franchin E, Toppo S, Barzon L, Cavallaro A, Richter SN, Palù G: Antimicrobial treatment and containment measures for an extremely drug-resistant Klebsiella pneumoniae ST101 isolate carrying pKPN101-IT, a novel fully sequenced bla(KPC-2) plasmid. J Clin Microbiol. 2012, 50: 3768-3772. 10.1128/JCM.01892-12.CrossRefPubMedPubMedCentral
7.
go back to reference Ferro A, Baldo V, Cinquetti S, Corziali P, Gallo G, Lustro G, Paludetti P, Menegon T, Baldovin T, Palù G, Trivello R: Outbreak of serogroup C meningococcal disease in Veneto region, Italy. Euro Surveill. 2008, 13 (2): 8008-PubMed Ferro A, Baldo V, Cinquetti S, Corziali P, Gallo G, Lustro G, Paludetti P, Menegon T, Baldovin T, Palù G, Trivello R: Outbreak of serogroup C meningococcal disease in Veneto region, Italy. Euro Surveill. 2008, 13 (2): 8008-PubMed
8.
go back to reference Fazio C, Neri A, Tonino S, Carannante A, Caporali MG, Salmaso S, Mastrantonio P, Stefanelli P: Characterisation of Neisseria meningitidis C strains causing two clusters in the north of Italy in 2007 and 2008. Euro Surveill. 2009, 14 (16): 19179-PubMed Fazio C, Neri A, Tonino S, Carannante A, Caporali MG, Salmaso S, Mastrantonio P, Stefanelli P: Characterisation of Neisseria meningitidis C strains causing two clusters in the north of Italy in 2007 and 2008. Euro Surveill. 2009, 14 (16): 19179-PubMed
9.
go back to reference Maiden MC, Bygraves JA, Feil E, Morelli G, Russell JE, Urwin R, Zhang Q, Zhou J, Zurth K, Caugant DA, Feavers IM, Achtman M, Spratt BG: Multilocus sequence typing: a portable approach to the identification of clones within populations of pathogenic microorganisms. Proc Natl Acad Sci USA. 1998, 95: 3140-3145. 10.1073/pnas.95.6.3140.CrossRefPubMedPubMedCentral Maiden MC, Bygraves JA, Feil E, Morelli G, Russell JE, Urwin R, Zhang Q, Zhou J, Zurth K, Caugant DA, Feavers IM, Achtman M, Spratt BG: Multilocus sequence typing: a portable approach to the identification of clones within populations of pathogenic microorganisms. Proc Natl Acad Sci USA. 1998, 95: 3140-3145. 10.1073/pnas.95.6.3140.CrossRefPubMedPubMedCentral
10.
go back to reference Suker J, Feavers IM, Achtman M, Morelli G, Wang JF, Maiden MC: The porA gene in serogroup A meningococci: evolutionary stability and mechanism of genetic variation. Mol Microbiol. 1994, 12: 253-265. 10.1111/j.1365-2958.1994.tb01014.x.CrossRefPubMed Suker J, Feavers IM, Achtman M, Morelli G, Wang JF, Maiden MC: The porA gene in serogroup A meningococci: evolutionary stability and mechanism of genetic variation. Mol Microbiol. 1994, 12: 253-265. 10.1111/j.1365-2958.1994.tb01014.x.CrossRefPubMed
11.
go back to reference Lavezzo E, Toppo S, Barzon L, Cobelli C, Di Camillo B, Finotello F, Franchin E, Peruzzo D, Toffolo GM, Trevisan M, Palù G: Draft genome sequences of two Neisseria meningitidis serogroup C clinical isolates. J Bacteriol. 2010, 192: 5270-5271. 10.1128/JB.00789-10.CrossRefPubMedPubMedCentral Lavezzo E, Toppo S, Barzon L, Cobelli C, Di Camillo B, Finotello F, Franchin E, Peruzzo D, Toffolo GM, Trevisan M, Palù G: Draft genome sequences of two Neisseria meningitidis serogroup C clinical isolates. J Bacteriol. 2010, 192: 5270-5271. 10.1128/JB.00789-10.CrossRefPubMedPubMedCentral
12.
go back to reference Finotello F, Lavezzo E, Fontana P, Peruzzo D, Albiero A, Barzon L, Falda M, Di Camillo B, Toppo S: Comparative analysis of algorithms for whole-genome assembly of pyrosequencing data. Brief Bioinform. 2012, 13: 269-280. 10.1093/bib/bbr063.CrossRefPubMed Finotello F, Lavezzo E, Fontana P, Peruzzo D, Albiero A, Barzon L, Falda M, Di Camillo B, Toppo S: Comparative analysis of algorithms for whole-genome assembly of pyrosequencing data. Brief Bioinform. 2012, 13: 269-280. 10.1093/bib/bbr063.CrossRefPubMed
13.
go back to reference Li W, Jaroszewski L, Godzik A: Clustering of highly homologous sequences to reduce the size of large protein database. Bioinformatics. 2001, 17: 282-283. 10.1093/bioinformatics/17.3.282.CrossRefPubMed Li W, Jaroszewski L, Godzik A: Clustering of highly homologous sequences to reduce the size of large protein database. Bioinformatics. 2001, 17: 282-283. 10.1093/bioinformatics/17.3.282.CrossRefPubMed
14.
go back to reference Li W, Jaroszewski L, Godzik A: Tolerating some redundancy significantly speeds up clustering of large protein databases. Bioinformatics. 2002, 18: 77-82. 10.1093/bioinformatics/18.1.77.CrossRefPubMed Li W, Jaroszewski L, Godzik A: Tolerating some redundancy significantly speeds up clustering of large protein databases. Bioinformatics. 2002, 18: 77-82. 10.1093/bioinformatics/18.1.77.CrossRefPubMed
15.
go back to reference Delcher AL, Bratke KA, Powers EC, Salzberg SL: Identifying bacterial genes and endosymbiont DNA with Glimmer. Bioinformatics. 2007, 23: 673-679. 10.1093/bioinformatics/btm009.CrossRefPubMedPubMedCentral Delcher AL, Bratke KA, Powers EC, Salzberg SL: Identifying bacterial genes and endosymbiont DNA with Glimmer. Bioinformatics. 2007, 23: 673-679. 10.1093/bioinformatics/btm009.CrossRefPubMedPubMedCentral
16.
go back to reference Altschul SF, Madden TL, Schäffer AA, Zhang J, Zhang Z, Miller W, Lipman DJ: Gapped BLAST and PSI-BLAST: a new generation of protein database search programs. Nucleic Acids Res. 1997, 25: 3389-3402. 10.1093/nar/25.17.3389.CrossRefPubMedPubMedCentral Altschul SF, Madden TL, Schäffer AA, Zhang J, Zhang Z, Miller W, Lipman DJ: Gapped BLAST and PSI-BLAST: a new generation of protein database search programs. Nucleic Acids Res. 1997, 25: 3389-3402. 10.1093/nar/25.17.3389.CrossRefPubMedPubMedCentral
17.
go back to reference Fontana P, Cestaro A, Velasco R, Formentin E, Toppo S: Rapid annotation of anonymous sequences from genome projects using semantic similarities and a weighting scheme in gene ontology. PLoS One. 2009, 4: e4619-10.1371/journal.pone.0004619.CrossRefPubMedPubMedCentral Fontana P, Cestaro A, Velasco R, Formentin E, Toppo S: Rapid annotation of anonymous sequences from genome projects using semantic similarities and a weighting scheme in gene ontology. PLoS One. 2009, 4: e4619-10.1371/journal.pone.0004619.CrossRefPubMedPubMedCentral
18.
go back to reference Falda M, Toppo S, Pescarolo A, Lavezzo E, Di Camillo B, Facchinetti A, Cilia E, Velasco R, Fontana P: Argot2: a large scale function prediction tool relying on semantic similarity of weighted Gene Ontology terms. BMC Bioinformatics. 2012, 13 (Suppl 4): S14-10.1186/1471-2105-13-S4-S14.CrossRefPubMedPubMedCentral Falda M, Toppo S, Pescarolo A, Lavezzo E, Di Camillo B, Facchinetti A, Cilia E, Velasco R, Fontana P: Argot2: a large scale function prediction tool relying on semantic similarity of weighted Gene Ontology terms. BMC Bioinformatics. 2012, 13 (Suppl 4): S14-10.1186/1471-2105-13-S4-S14.CrossRefPubMedPubMedCentral
19.
go back to reference Radivojac P, Clark WT, Oron TR, Schnoes AM, Wittkop T, Sokolov A, Graim K, Funk C, Verspoor K, Ben-Hur A, Pandey G, Yunes JM, Talwalkar AS, Repo S, Souza ML, Piovesan D, Casadio R, Wang Z, Cheng J, Fang H, Gough J, Koskinen P, Törönen P, Nokso-Koivisto J, Holm L, Cozzetto D, Buchan DW, Bryson K, Jones DT, Limaye B, et al: A large-scale evaluation of computational protein function prediction. Nat Methods. 2013, 10: 221-227. 10.1038/nmeth.2340.CrossRefPubMedPubMedCentral Radivojac P, Clark WT, Oron TR, Schnoes AM, Wittkop T, Sokolov A, Graim K, Funk C, Verspoor K, Ben-Hur A, Pandey G, Yunes JM, Talwalkar AS, Repo S, Souza ML, Piovesan D, Casadio R, Wang Z, Cheng J, Fang H, Gough J, Koskinen P, Törönen P, Nokso-Koivisto J, Holm L, Cozzetto D, Buchan DW, Bryson K, Jones DT, Limaye B, et al: A large-scale evaluation of computational protein function prediction. Nat Methods. 2013, 10: 221-227. 10.1038/nmeth.2340.CrossRefPubMedPubMedCentral
20.
go back to reference Elias J, Vogel U: IS1301 fingerprint analysis of Neisseria meningitidis strains belonging to the ET-15 clone. J Clin Microbiol. 2007, 45: 159-167. 10.1128/JCM.01322-06.CrossRefPubMed Elias J, Vogel U: IS1301 fingerprint analysis of Neisseria meningitidis strains belonging to the ET-15 clone. J Clin Microbiol. 2007, 45: 159-167. 10.1128/JCM.01322-06.CrossRefPubMed
21.
go back to reference Vogel U, Claus H, Frosch M, Caugant DA: Molecular basis for distinction of the ET-15 clone within the ET-37 complex of Neisseria meningitidis. J Clin Microbiol. 2000, 38: 941-PubMedPubMedCentral Vogel U, Claus H, Frosch M, Caugant DA: Molecular basis for distinction of the ET-15 clone within the ET-37 complex of Neisseria meningitidis. J Clin Microbiol. 2000, 38: 941-PubMedPubMedCentral
22.
go back to reference Jolley KA, Wilson DJ, Kriz P, McVean G, Maiden MC: The influence of mutation, recombination, population history, and selection on patterns of genetic diversity in Neisseria meningitidis. Mol Biol Evol. 2005, 22: 562-569.CrossRefPubMed Jolley KA, Wilson DJ, Kriz P, McVean G, Maiden MC: The influence of mutation, recombination, population history, and selection on patterns of genetic diversity in Neisseria meningitidis. Mol Biol Evol. 2005, 22: 562-569.CrossRefPubMed
24.
go back to reference Swartley JS, Marfin AA, Edupugnanti S, Liu LJ, Cieslak P, Perkins B, Wenger JD, Stephens DS: Capsule switching of Neisseria meningitidis. Proc Natl Acad Sci USA. 1997, 94: 271-276. 10.1073/pnas.94.1.271.CrossRefPubMedPubMedCentral Swartley JS, Marfin AA, Edupugnanti S, Liu LJ, Cieslak P, Perkins B, Wenger JD, Stephens DS: Capsule switching of Neisseria meningitidis. Proc Natl Acad Sci USA. 1997, 94: 271-276. 10.1073/pnas.94.1.271.CrossRefPubMedPubMedCentral
25.
go back to reference Hao W, Ma JH, Warren K, Tsang RS, Low DE, Jamieson FB, Alexander DC: Extensive genomic variation within clonal complexes of Neisseria meningitidis. Genome Biol Evol. 2011, 3: 1406-1418. 10.1093/gbe/evr119.CrossRefPubMedPubMedCentral Hao W, Ma JH, Warren K, Tsang RS, Low DE, Jamieson FB, Alexander DC: Extensive genomic variation within clonal complexes of Neisseria meningitidis. Genome Biol Evol. 2011, 3: 1406-1418. 10.1093/gbe/evr119.CrossRefPubMedPubMedCentral
26.
go back to reference Didelot X: Genomic analysis to improve the management of outbreaks of bacterial infections. Expert Rev Anti Infect Ther. 2013, 11: 335-337. 10.1586/eri.13.15.CrossRefPubMed Didelot X: Genomic analysis to improve the management of outbreaks of bacterial infections. Expert Rev Anti Infect Ther. 2013, 11: 335-337. 10.1586/eri.13.15.CrossRefPubMed
27.
go back to reference Vogel U, Szczepanowski R, Claus H, Jünemann S, Prior K, Harmsen D: Ion Torrent Personal Genome Machine sequencing for genomic typing of Neisseria meningitidis for rapid determination of multiple layers of typing information. J Clin Microbiol. 2012, 50: 1889-1894. 10.1128/JCM.00038-12.CrossRefPubMedPubMedCentral Vogel U, Szczepanowski R, Claus H, Jünemann S, Prior K, Harmsen D: Ion Torrent Personal Genome Machine sequencing for genomic typing of Neisseria meningitidis for rapid determination of multiple layers of typing information. J Clin Microbiol. 2012, 50: 1889-1894. 10.1128/JCM.00038-12.CrossRefPubMedPubMedCentral
28.
go back to reference Jolley KA, Maiden MC: Automated extraction of typing information for bacterial pathogens from whole genome sequence data: Neisseria meningitidis as an exemplar. Euro Surveill. 2013, 18: 20379-PubMedPubMedCentral Jolley KA, Maiden MC: Automated extraction of typing information for bacterial pathogens from whole genome sequence data: Neisseria meningitidis as an exemplar. Euro Surveill. 2013, 18: 20379-PubMedPubMedCentral
29.
go back to reference Jolley KA, Hill DM, Bratcher HB, Harrison OB, Feavers IM, Parkhill J, Maiden MC: Resolution of a meningococcal disease outbreak from whole-genome sequence data with rapid Web-based analysis methods. J Clin Microbiol. 2012, 50: 3046-3453. 10.1128/JCM.01312-12.CrossRefPubMedPubMedCentral Jolley KA, Hill DM, Bratcher HB, Harrison OB, Feavers IM, Parkhill J, Maiden MC: Resolution of a meningococcal disease outbreak from whole-genome sequence data with rapid Web-based analysis methods. J Clin Microbiol. 2012, 50: 3046-3453. 10.1128/JCM.01312-12.CrossRefPubMedPubMedCentral
Metadata
Title
Genomic comparative analysis and gene function prediction in infectious diseases: application to the investigation of a meningitis outbreak
Authors
Enrico Lavezzo
Stefano Toppo
Elisa Franchin
Barbara Di Camillo
Francesca Finotello
Marco Falda
Riccardo Manganelli
Giorgio Palù
Luisa Barzon
Publication date
01-12-2013
Publisher
BioMed Central
Published in
BMC Infectious Diseases / Issue 1/2013
Electronic ISSN: 1471-2334
DOI
https://doi.org/10.1186/1471-2334-13-554

Other articles of this Issue 1/2013

BMC Infectious Diseases 1/2013 Go to the issue
Live Webinar | 27-06-2024 | 18:00 (CEST)

Keynote webinar | Spotlight on medication adherence

Live: Thursday 27th June 2024, 18:00-19:30 (CEST)

WHO estimates that half of all patients worldwide are non-adherent to their prescribed medication. The consequences of poor adherence can be catastrophic, on both the individual and population level.

Join our expert panel to discover why you need to understand the drivers of non-adherence in your patients, and how you can optimize medication adherence in your clinics to drastically improve patient outcomes.

Prof. Kevin Dolgin
Prof. Florian Limbourg
Prof. Anoop Chauhan
Developed by: Springer Medicine
Obesity Clinical Trial Summary

At a glance: The STEP trials

A round-up of the STEP phase 3 clinical trials evaluating semaglutide for weight loss in people with overweight or obesity.

Developed by: Springer Medicine

Highlights from the ACC 2024 Congress

Year in Review: Pediatric cardiology

Watch Dr. Anne Marie Valente present the last year's highlights in pediatric and congenital heart disease in the official ACC.24 Year in Review session.

Year in Review: Pulmonary vascular disease

The last year's highlights in pulmonary vascular disease are presented by Dr. Jane Leopold in this official video from ACC.24.

Year in Review: Valvular heart disease

Watch Prof. William Zoghbi present the last year's highlights in valvular heart disease from the official ACC.24 Year in Review session.

Year in Review: Heart failure and cardiomyopathies

Watch this official video from ACC.24. Dr. Biykem Bozkurt discusses last year's major advances in heart failure and cardiomyopathies.