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Interdisciplinary Center for Aquaculture Research (INCAR), Concepción, Chile Interdisciplinary Center for Aquaculture Research (INCAR), Concepción, Chile Taxonomic and toxicogenic potential derived from whole genome sequencing (WGS) information Reus, Spain Arcobacter Aeromonas Prof. Maria José Figueras Unit of Microbiology Faculty of Medicine

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Page 1: Interdisciplinary Center for Aquacultu re Research (INCAR ... Figueras.pdf · mix hibridization % of hybridization fragments The GGDC is in silico method for genome-to-genome comparison,

Interdisciplinary Center for Aquaculture Research (INCAR), Concepción, ChileInterdisciplinary Center for Aquaculture Research (INCAR), Concepción, ChileTaxonomic and toxicogenic potential

derived from whole genome sequencing (WGS) information

Reus, Spain

Arcobacter

Aeromonas

Prof. Maria José FiguerasUnit of MicrobiologyFaculty of Medicine

Prof. Maria José FiguerasUnit of MicrobiologyFaculty of Medicine

Page 2: Interdisciplinary Center for Aquacultu re Research (INCAR ... Figueras.pdf · mix hibridization % of hybridization fragments The GGDC is in silico method for genome-to-genome comparison,

To underline additional information such antibiotic resistance and virulence genes that can be found in the genomes

OBJECTIVES

To present the strategies to determine the species and strain identity using the genome information

Page 3: Interdisciplinary Center for Aquacultu re Research (INCAR ... Figueras.pdf · mix hibridization % of hybridization fragments The GGDC is in silico method for genome-to-genome comparison,

3. Sequences of the 16S rRNA gene (>1300bp, <5% ambiguity)3. Sequences of the 16S rRNA gene (>1300bp, <5% ambiguity)

2. Phenotypic characterisation2. Phenotypic characterisation

DNA-DNA hybridizationDNA-DNA hybridization

1. As many strains as possible (different numbers proposed i.e. 5, 10, 25)1. As many strains as possible (different numbers proposed i.e. 5, 10, 25)

similarity > 97%similarity > 97%

> 70% DNA corresponded to the same species > 70% DNA corresponded to the same species

(Stackebrandt & Goebel 1994)

(Stackebrandt et al., 2002)

Standard requirements for defining new bacteria species

Standard requirements for defining new bacteria species

DNA extraction denaturalization

mix hibridization

% of hybridization fragments

Page 4: Interdisciplinary Center for Aquacultu re Research (INCAR ... Figueras.pdf · mix hibridization % of hybridization fragments The GGDC is in silico method for genome-to-genome comparison,

http://www.seimc.org/documentos/protocolos/microbiologia/cap37.asp

Vibrio V. harveyi, V. campbelli

Genus Species

Genera and species of bacteria in which the 16S rRNA posses a poor resolution for their discrimination

100% similarity100% similarity

100% similarity100% similarity

Page 5: Interdisciplinary Center for Aquacultu re Research (INCAR ... Figueras.pdf · mix hibridization % of hybridization fragments The GGDC is in silico method for genome-to-genome comparison,

3. Sequences of the 16S rRNA gene (>1300bp, <5% ambiguity)3. Sequences of the 16S rRNA gene (>1300bp, <5% ambiguity)

6. Genotyping (ERIC-PCR, AFLP..)6. Genotyping (ERIC-PCR, AFLP..)

2. Phenotypic characterisation2. Phenotypic characterisation

DNA-DNA hybridizationDNA-DNA hybridization

1. As many strains as possible (different numbers proposed i.e. 5, 10, 25)1. As many strains as possible (different numbers proposed i.e. 5, 10, 25)

similarity > 97%similarity > 97%

> 70% > 70%

7. Chemotaxonomic properties (cell wall composition, lipids, fatty acids …)7. Chemotaxonomic properties (cell wall composition, lipids, fatty acids …)

5. Multilocus sequence analysis (MLSA) or phylogenetic analysis (MLPA) of a minimum of 5 housekeeping genes

5. Multilocus sequence analysis (MLSA) or phylogenetic analysis (MLPA) of a minimum of 5 housekeeping genes

(Stackebrandt & Goebel 1994)

(Stackebrandt et al., 2002)

Standard requirements for defining new bacteria species

Standard requirements for defining new bacteria species

(Stackebrandt & Ebers 2006)98.7-99%98.7-99%

DNA extraction

denaturalization

mix

hibridization

% of hybridization fragments

Page 6: Interdisciplinary Center for Aquacultu re Research (INCAR ... Figueras.pdf · mix hibridization % of hybridization fragments The GGDC is in silico method for genome-to-genome comparison,

3 new species

5 new species

16S rRNA

99.6%99.6%

Page 7: Interdisciplinary Center for Aquacultu re Research (INCAR ... Figueras.pdf · mix hibridization % of hybridization fragments The GGDC is in silico method for genome-to-genome comparison,

A. halophilus LA31BT

A. marinus CECT7727T

A. molluscorum F101-1A. molluscorum F98-3T

A. mytili CECT7385A. mytili CECT7386T

F118-4F118-4F4TF4T

A. nitrofigilis CECT7204T

A. nitrofigilis F40F26F26

SW28-13TSW28-13T

F41TF41T

F67-11T

A. defluvii SW28-11T

A. defluvii SW30-2F79-2F79-2F79-6TF79-6T

A. butzleri CECT10828T

A. butzleri F46A. cibarius CECT7203T

A. cibarius HOUF746A. cryaerophilus LMG9865

A. cryaerophilus LMG9904T

A. skirrowii HOUF989A. skirrowii LMG6621T

A. thereius LMG24486T

A. thereius LMG24487A. trophiarum CECT7650

A. trophiarum LMG25534T100

100

100

100

100

100

100

100

100

100

100

100

100

94

100

85

99

100

84

100

97

92

95

73

99

0.02

A. bivalviorumA. bivalviorum

A. suisA. suis

A. ellisiiA. ellisii

A. venerupisA. venerupis

A. cloacaeA. cloacae

gyrA, atpA, rpoB, gyrB and hsp60 (3134 bp)MLPAMLPANeighbour joining tree based on the concatenated sequences of 5 genes:

. Bar, 2 substitutions per 100 nt. Levican et al., 2013 Syst Appl Microbiol

Page 8: Interdisciplinary Center for Aquacultu re Research (INCAR ... Figueras.pdf · mix hibridization % of hybridization fragments The GGDC is in silico method for genome-to-genome comparison,

A. halophilus LA31BT

A. marinus CECT7727T

A. molluscorum F101-1A. molluscorum F98-3T

A. mytili CECT7385A. mytili CECT7386T

F118-4F118-4F4TF4T

A. nitrofigilis CECT7204T

A. nitrofigilis F40F26F26

SW28-13TSW28-13T

F41TF41T

F67-11T

A. defluvii SW28-11T

A. defluvii SW30-2F79-2F79-2F79-6TF79-6T

A. butzleri CECT10828T

A. butzleri F46A. cibarius CECT7203T

A. cibarius HOUF746A. cryaerophilus LMG9865

A. cryaerophilus LMG9904T

A. skirrowii HOUF989A. skirrowii LMG6621T

A. thereius LMG24486T

A. thereius LMG24487A. trophiarum CECT7650

A. trophiarum LMG25534T100

100

100

100

100

100

100

100

100

100

100

100

100

94

100

85

99

100

84

100

97

92

95

73

99

0.02

A. bivalviorumA. bivalviorum

A. suisA. suis

A. ellisiiA. ellisii

A. venerupisA. venerupis

A. cloacaeA. cloacae

gyrA, atpA, rpoB, gyrB and hsp60 (3134 bp)MLPAMLPANeighbour joining tree based on the concatenated sequences of 5 genes:

. Bar, 2 substitutions per 100 nt. Levican et al., 2013 Syst Appl Microbiol

= 16S rRNA gene

DDH MLPA

Phenotypic MALDI-TOF

Page 9: Interdisciplinary Center for Aquacultu re Research (INCAR ... Figueras.pdf · mix hibridization % of hybridization fragments The GGDC is in silico method for genome-to-genome comparison,

>Meier-Kolthoff et al., 2013

DNA-DNA hybridization (DDH)

The species concept for Bacteria and Archaea is based on the 16S rRNA gene and on DNA-DNA hybridization (DDH), a method known to be tedious.

DNA extraction denaturalization

mix hibridization

% of hybridization fragments

The GGDC is in silico method for genome-to-genome comparison, thus reliably mimicking conventional DDH

isDDH= in silico or digital= dDDHPrecisionPrecision

in silico method

DDH = digital DDH >70%

Page 10: Interdisciplinary Center for Aquacultu re Research (INCAR ... Figueras.pdf · mix hibridization % of hybridization fragments The GGDC is in silico method for genome-to-genome comparison,
Page 11: Interdisciplinary Center for Aquacultu re Research (INCAR ... Figueras.pdf · mix hibridization % of hybridization fragments The GGDC is in silico method for genome-to-genome comparison,

It takes 30 minutes for two genomes

Page 12: Interdisciplinary Center for Aquacultu re Research (INCAR ... Figueras.pdf · mix hibridization % of hybridization fragments The GGDC is in silico method for genome-to-genome comparison,

ANI = Average Nucleotide Identity is considered an overall genome related index (OGRI) that provides a % of relatedness between the genomes compared

Tools to compare genomes to determine their taxonomic relatedness

Page 13: Interdisciplinary Center for Aquacultu re Research (INCAR ... Figueras.pdf · mix hibridization % of hybridization fragments The GGDC is in silico method for genome-to-genome comparison,

Results of the comparison of the different available platforms that calculate the

Average Nucleotide Identity (ANI)Caracteristics Jspecies ANI

calculator EzGenome OrthoANI

Web server

Does not need internet connection

Alert when task is finished

Easy to handle

Construct Matrix comparisons

Direct results

+2 genomes/analysis <12Mb 10 gen.

> > >OAT-ANI is currently the best

Yoon et al., 2017

ANIu

Page 14: Interdisciplinary Center for Aquacultu re Research (INCAR ... Figueras.pdf · mix hibridization % of hybridization fragments The GGDC is in silico method for genome-to-genome comparison,

Liver Spleen

Prof. Mark Liles

Average nucleotide identity of A. hydrophila genomes vs. genome of the epidemic strain ML09-119

88.48 - 93.84%

Goris et al., 2007

Aeromonas hydrophila

Richter & Rosselló-Mora, 2009Richter & Rosselló-Mora, 2009

99.99%

ANI < 96% different species

>97%

Aeromonas hydrophila

Page 15: Interdisciplinary Center for Aquacultu re Research (INCAR ... Figueras.pdf · mix hibridization % of hybridization fragments The GGDC is in silico method for genome-to-genome comparison,

ANI with A. hydrophila89.94%

ANI with A. hydrophila88.48%

ANI with A. hydrophila93.71-93.84%

ANI values

MLPA (gyrB, rpoD, recA, dnaJ, gyrA, dnaX, 3882 bp)

55% of the A. hydrophilastrains whose genomes

were available at the NCBI were erroneously named

MLPA = Multilocus Phylogenetic Analysis

Page 16: Interdisciplinary Center for Aquacultu re Research (INCAR ... Figueras.pdf · mix hibridization % of hybridization fragments The GGDC is in silico method for genome-to-genome comparison,

T

2014

2015

Prof. Mark Liles, Dr. Jahangir Hossain

1. The closest neighbours can be determined with a Multilocus Phylogenetic Analysis (MLPA) extracting the genes from the genomes.

2. Then the genome (of the type or another) of these closest neighbour species should be used for the Average Nucleotide Identity (ANI) and in silico DNA-DNA (isDDH) hybridization calculations to determine the final identity.

If ANI is < 96% = different species

Page 17: Interdisciplinary Center for Aquacultu re Research (INCAR ... Figueras.pdf · mix hibridization % of hybridization fragments The GGDC is in silico method for genome-to-genome comparison,

MLPA 15 genes (cpn60, dnaK, gltA, mdh, radA, rpoB, tsf, zipA, gyrA, gyrB,rpoD, recA, dnaJ, atpD and dnaX, 8751 bp)

MLPA 7 genes (gyrB, rpoD, recA, dnaJ, gyrA, dnaX and atpD; 4093 bp)

A. lacus ≠ A. jandaei ANI < 96% and isDDH < 70%

ANI values seems to be more objective

Aeromonas

How close is close?

MLPA = Multilocus Phylogenetic Analysis

Page 18: Interdisciplinary Center for Aquacultu re Research (INCAR ... Figueras.pdf · mix hibridization % of hybridization fragments The GGDC is in silico method for genome-to-genome comparison,

ANI and Proxytype (= genome designated by NCBI to serve as a proxy for the type, for species that do not yet have a

genome from type)

2016

Page 19: Interdisciplinary Center for Aquacultu re Research (INCAR ... Figueras.pdf · mix hibridization % of hybridization fragments The GGDC is in silico method for genome-to-genome comparison,

This is a wrong conclusion derived from considering that some wrongly-labelled strains belong to those species

WRONG CONCLUSION

genus

Page 20: Interdisciplinary Center for Aquacultu re Research (INCAR ... Figueras.pdf · mix hibridization % of hybridization fragments The GGDC is in silico method for genome-to-genome comparison,

January 2018

Web-services and standalone software tools for taxonomic purposes

Page 21: Interdisciplinary Center for Aquacultu re Research (INCAR ... Figueras.pdf · mix hibridization % of hybridization fragments The GGDC is in silico method for genome-to-genome comparison,

January 2018

Make sure that the quality of a genome sequence is suitable for taxonomic purposes and include:

1. Genome size = is defined as the length sum of all contigs.

2. Number of contigs and N50.

3. Sequencing depth of coverage. 50X for the currently available NGS platforms (Illumina, Ion Torrent, and Pacific Biosciences) is recommended. BBMap estimate the sequencing depth of coverage.

Page 22: Interdisciplinary Center for Aquacultu re Research (INCAR ... Figueras.pdf · mix hibridization % of hybridization fragments The GGDC is in silico method for genome-to-genome comparison,

Workflow of genome based classification at the species level.

Different species with equal or highly similar sequences

Other genes rpoD, rpoB, gyrB…..

MLSA or MLPA of 31?-400 core genes

Page 23: Interdisciplinary Center for Aquacultu re Research (INCAR ... Figueras.pdf · mix hibridization % of hybridization fragments The GGDC is in silico method for genome-to-genome comparison,

16S rRNA gene NJ tree (1503 bp)

Evaluation of the 16S rRNA gene copies in genomes of Aeromonas

Sequenced mistakes or true variability????

A consensus, high quality 16S rRNA gen sequence(1300-1550 bp), when describing new bacteriaspecies using genomes should be required

Page 24: Interdisciplinary Center for Aquacultu re Research (INCAR ... Figueras.pdf · mix hibridization % of hybridization fragments The GGDC is in silico method for genome-to-genome comparison,

Fadua Latif

November 2015

3 new species with complete genomes3 new species with complete genomes

Prof. Mark Liles

2014

2015

MLPA = Multilocus Phylogenetic Analysis

Page 25: Interdisciplinary Center for Aquacultu re Research (INCAR ... Figueras.pdf · mix hibridization % of hybridization fragments The GGDC is in silico method for genome-to-genome comparison,

To underline additional information such antibiotic resistance and virulence genes that can be found in the genomes

OBJECTIVES

To present the strategies to determine the species and strain identity using the genome information

Page 26: Interdisciplinary Center for Aquacultu re Research (INCAR ... Figueras.pdf · mix hibridization % of hybridization fragments The GGDC is in silico method for genome-to-genome comparison,

==

Environmental strains

Clinical strains

Equal genotypes for unrelated strains

Limitations of the epidemiological typing methods

Pulsed-Field Gel Electrophoresis

(PFGE)

Sequence Base Typing database (v3.0)

GOLD STANDARD

http://www.ewgli.org

housekeeping

Multilocus Sequence Typing (MLST) - 7 genes virulence

Equal ST in unrelated strains

ST1

Gaia et al., 2005; Ratzow et al., 2007; Qin et al., 2014; David et al., 2016

Page 27: Interdisciplinary Center for Aquacultu re Research (INCAR ... Figueras.pdf · mix hibridization % of hybridization fragments The GGDC is in silico method for genome-to-genome comparison,

Whole-Genome Sequencing (WGS) (WGS)

Salipante et al., 2015; Raphael et al., 2016; David et al., 2016; 2017;

WGS is more discriminatory than SBT and PFGE

Extended MLST scheme with ± 50 genes provides optimal epidemiological concordance

Phylogenetic analyses of whole genome (wg) or core genome (cg) Single-Nucleotide Polymorphism (SNP)

There is a need for efficient, easy to handle and to interpret bioinformatic tools

Core genome = shared genome

Page 28: Interdisciplinary Center for Aquacultu re Research (INCAR ... Figueras.pdf · mix hibridization % of hybridization fragments The GGDC is in silico method for genome-to-genome comparison,

ANI can provide a similar resolution as other tools based on the WGS for recognizing strains involved in outbreaks

Page 29: Interdisciplinary Center for Aquacultu re Research (INCAR ... Figueras.pdf · mix hibridization % of hybridization fragments The GGDC is in silico method for genome-to-genome comparison,

Liver Spleen

Prof. Mark Liles

Average Nucleotide Identity of A. hydrophila genomes vs. genome of the epidemic strain ML09-119

88.48 - 93.84%

Goris et al., 2007

Aeromonas hydrophila

Richter & Rosselló-Mora, 2009Richter & Rosselló-Mora, 2009

99.99%

ANI < 96% different species

>97%

Aeromonas hydrophila99.99% clone

20162016

Page 30: Interdisciplinary Center for Aquacultu re Research (INCAR ... Figueras.pdf · mix hibridization % of hybridization fragments The GGDC is in silico method for genome-to-genome comparison,

Lee et al., (2015) http://www.ezbiocloud.net/tools/orthoani

Orthologous Average Nucleotide Identity Tool

Page 31: Interdisciplinary Center for Aquacultu re Research (INCAR ... Figueras.pdf · mix hibridization % of hybridization fragments The GGDC is in silico method for genome-to-genome comparison,

Lee et al., (2015) http://www.ezbiocloud.net/tools/orthoaniOrthologous Average Nucleotide Identity

Tool 2. Table

3. Matrix

https://youtu.be/4L2d-7uzz4Q

4. Heatmap

Page 32: Interdisciplinary Center for Aquacultu re Research (INCAR ... Figueras.pdf · mix hibridization % of hybridization fragments The GGDC is in silico method for genome-to-genome comparison,

Lee et al., (2015) http://www.ezbiocloud.net/tools/orthoani

Orthologous Average Nucleotide Identity Tool

Matrix

Heatmap

ANI < 96% different species

> 99% clone

% and a clustering

> 96% same species

Page 33: Interdisciplinary Center for Aquacultu re Research (INCAR ... Figueras.pdf · mix hibridization % of hybridization fragments The GGDC is in silico method for genome-to-genome comparison,

Outbreak Philadelphia ST36Mercante et al., 2016

OrthoANI

Maximum-likelihood tree based on 11,356 core SNPs

CDC genome set apart from the historical outbreak Philadelphia 2, 3 and 4 genomes

ANI results could distinguish the small genetic differences among ST36 Philadelphia

outbreak strains > 99%

ST36

Page 34: Interdisciplinary Center for Aquacultu re Research (INCAR ... Figueras.pdf · mix hibridization % of hybridization fragments The GGDC is in silico method for genome-to-genome comparison,

Phylogenetic tree based on SNP differences from selected patient isolates and the lettuce reference isolate*

Lee et al., (2015)

Page 35: Interdisciplinary Center for Aquacultu re Research (INCAR ... Figueras.pdf · mix hibridization % of hybridization fragments The GGDC is in silico method for genome-to-genome comparison,

CHIMERIC OR CONTAMINATED GENOMES

Page 36: Interdisciplinary Center for Aquacultu re Research (INCAR ... Figueras.pdf · mix hibridization % of hybridization fragments The GGDC is in silico method for genome-to-genome comparison,

Genome Analysis

FastQ

MSR

SPAdes

RAST server/sftw

Prokka

Assembly Annotation

Search for HK genes for a MLPA (BLASTn)Comparison with the previously sequenced genes

Quality control of identity and possible contamination

Alba Pérez-Cataluña

WGSHK = housekeeping genes

MLPA = Multilocus Phylogenetic Analysis

Page 37: Interdisciplinary Center for Aquacultu re Research (INCAR ... Figueras.pdf · mix hibridization % of hybridization fragments The GGDC is in silico method for genome-to-genome comparison,

2016

2017

2017

2017

Page 38: Interdisciplinary Center for Aquacultu re Research (INCAR ... Figueras.pdf · mix hibridization % of hybridization fragments The GGDC is in silico method for genome-to-genome comparison,

1

3

Genome: Arcobacter anaerophilus DSM24636T

2

Contamination with Bacillus

Alba Pérez-Cataluña

WGS

Technical Univeristy of Denmark

Page 39: Interdisciplinary Center for Aquacultu re Research (INCAR ... Figueras.pdf · mix hibridization % of hybridization fragments The GGDC is in silico method for genome-to-genome comparison,

Dr. J Chun Seoul National UniversitySeoul, South Korea

Page 40: Interdisciplinary Center for Aquacultu re Research (INCAR ... Figueras.pdf · mix hibridization % of hybridization fragments The GGDC is in silico method for genome-to-genome comparison,

Probable contamination with a closely related species or

potential new species

142-34

151-37

Page 41: Interdisciplinary Center for Aquacultu re Research (INCAR ... Figueras.pdf · mix hibridization % of hybridization fragments The GGDC is in silico method for genome-to-genome comparison,

Genome 1 Genome 2 ANI isDDH

Contaminated Type strain 97.9% 81.7%

Correct Type strain 97.8% 81.7%

Tools to compare genomes to determine their taxonomic relatedness

ANI and isDDH produce consistent results

Page 42: Interdisciplinary Center for Aquacultu re Research (INCAR ... Figueras.pdf · mix hibridization % of hybridization fragments The GGDC is in silico method for genome-to-genome comparison,

To underline additional information such antibiotic resistance and virulence genes that can be found in the genomes

OBJECTIVES

To present the strategies to determine the species and strain identity using the genome information

Page 43: Interdisciplinary Center for Aquacultu re Research (INCAR ... Figueras.pdf · mix hibridization % of hybridization fragments The GGDC is in silico method for genome-to-genome comparison,

Genome AnalysisVirulence genes were searched by BLASTn: - Virulence Factors of Pathogenic Bacteria Database (VFDB) (Chen et al., 2005)

- Victors Database (University of Michigan, USA)

Antibiotic resistance genes:- Antibiotic Resistance Database (ARDB) (Liu and Pop, 2009)

- Comprehensive Antibiotic Resistance Database (CARD) (Jia et al., 2017).

- Antibiotic Resistance Gene-Annotation database (ARG-ANNOT) (Gupta et al., 2014)

- PATRIC_VF (Wattam et al., 2017).

- Search for specific genes by BLASTp analysis

Page 44: Interdisciplinary Center for Aquacultu re Research (INCAR ... Figueras.pdf · mix hibridization % of hybridization fragments The GGDC is in silico method for genome-to-genome comparison,

a) RAST/PATRIC results, b) ARG–ANNOT results, c) BLASTn of virulence genesresults, d,b)-lactamase class D, e) Phospholipase A and C.

Page 45: Interdisciplinary Center for Aquacultu re Research (INCAR ... Figueras.pdf · mix hibridization % of hybridization fragments The GGDC is in silico method for genome-to-genome comparison,

http://www.pulsenetinternational.org/

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Page 47: Interdisciplinary Center for Aquacultu re Research (INCAR ... Figueras.pdf · mix hibridization % of hybridization fragments The GGDC is in silico method for genome-to-genome comparison,

http://www.genomicepidemiology.org/

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1. Absence of genomes of many  type strains                         Missing in  ca. 50% of the bacteria species with  validly published names (Chun et al., 2018)

2. Presence of  mislabeled genomes                                  27% (16701/62362)  of the  Whole Genome Assemblies (WGAs) studied by Yoon et al. (2017)

3. Absence of  16S rRNA genes  in 6% (4285/69745) of the WGAs  (Lee et al., 2017)

4. Contaminated genomes or chimeras                              0.9% (597/69745) detected using the ContEst16 (Lee et al., 2017)    

Main limitations of  WGS

Page 54: Interdisciplinary Center for Aquacultu re Research (INCAR ... Figueras.pdf · mix hibridization % of hybridization fragments The GGDC is in silico method for genome-to-genome comparison,

The isDDH, ANI and the MLPA are excellent tools to verify the identity of existing genomes and are extremely useful for defining new species and for recognizing strains.

The isDDH, ANI and the MLPA are excellent tools to verify the identity of existing genomes and are extremely useful for defining new species and for recognizing strains.

The Orto ANI seems to be the best platform. The Orto ANI seems to be the best platform.

The 16S rRNA gene should be sequence ca. 1500 bp using conventional sequencing approaches.

The 16S rRNA gene should be sequence ca. 1500 bp using conventional sequencing approaches.

The use of several methodologies in parallel show their individual limitations and help to determine with more precision the similarity of the genomes.

The use of several methodologies in parallel show their individual limitations and help to determine with more precision the similarity of the genomes.

Quality control measure for genomes are essential. Quality control measure for genomes are essential.

Conclusions

Update databases of virulence genes and ARG are needed. Update databases of virulence genes and ARG are needed.

Page 55: Interdisciplinary Center for Aquacultu re Research (INCAR ... Figueras.pdf · mix hibridization % of hybridization fragments The GGDC is in silico method for genome-to-genome comparison,

2013-172013-172012-16

2015-2018