SlideShare a Scribd company logo
1 of 27
Revolutionising Public Health
Reference Microbiology Using
Whole Genome Sequencing:
A Case Study with Salmonella
Philip Ashton
Bioinformatician, Gastrointestinal Bacteria Reference Unit
2 Salmonella WGS for Public Health
PHE are using WGS as the
routine test for Salmonella
reference microbiology.
All Salmonella isolates are being
sequenced.
No routine serotyping.
Why?
How?
What?
Salmonella WGS for Public Health3
4 Salmonella WGS for Public Health
Why do we want to
implement WGS
for Salmonella
reference micro?
5 Salmonella WGS for Public Health
> 38000 cases of
Salmonella
gastroenteritis in
the UK per year, of
which > 11000
report to their GP.
Tam et al, 2011, Gut
gut.2011.238386
Typhoidal
Salmonella as well.
77 deaths in UK 2008,
FSA Foodborne
Disease Strategy
6 Salmonella WGS for Public Health
Tom Innes & PT14b OCT
‘protecting and
improving the nation’s
health’.
7 Salmonella WGS for Public Health
Previous typing method - serotyping
Satheesh Nair
8 Salmonella WGS for Public Health
David Powell
9 Salmonella WGS for Public Health
PHE Salmonella surveillance data - http://bit.ly/1CdEOe0
10 Salmonella WGS for Public Health
PHE Salmonella surveillance data - http://bit.ly/1CdEOe0
Salmonella is a major public health issue.
Existing typing/subtyping has limited phylogenetic
insight.
Need higher resolution typing methods (WGS) for
monitoring trends and detecting outbreaks.
Unique opportunity for global data sharing
11
Summary – why WGS?
Salmonella WGS for Public Health
12 Salmonella WGS for Public Health
How will WGS based
Salmonella reference
microbiology work?
WGS implementation at PHE
2011- 2015
2 MiSeq machines 2 HiSeq 2500 high-throughput machines
Capacity > 3,000 genomes per week
+
PHE investment in WGS: financial,
laboratory, bioinformatics, data
handling, staff training
=
Salmonella WGS for Public Health13
Identification / Mixed – kmer
gateway
K-mer Gateway
14
Acetobacter
Acinetobacter
Actinomyces
Aeromonas
Aggregatibacter
Bacillus
Bacteroides
Bartonella
Bifidobacterium
Bordetella
Borrelia
Brucella
Burkholderia
Campylobacter
Chlamydia
Chlamydophila
Clostridium
Corynebacterium
Desulfovibrio
Enterobacter
Enterococcus
Escherichia
Francisella
Fusobacterium
Gardnerella
Gordonia
Haemophilus
Helicobacter
Klebsiella
Lactobacillus
Legionella
Leptospira
Leuconostoc
Listeria
Morganella
Mycobacterium
Mycoplasma
Neisseria
Nocardia
Paenibacillus
Prevotella
Propionibacterium
Pseudomonas
Rhizobium
Rhodococcus
Rickettsia
Salmonella
Shewanella
Shigella
Staphylococcus
Streptococcus
Streptomyces
Treponema
Ureaplasma
Vibrio
Yersinia
Off all the k-mers of length 18
in each reference genome
what percentage are in our
sequencing reads?
Can be used to identify cross
species contamination.
Salmonella WGS for Public Health
99.7% accurate
subspeciation
15 Salmonella WGS for Public Health
Serotype inferred
via MLST
Satheesh Nair
Achtman et al., 2012
MLST to infer serotype
16
Method
Short Read
Sequence Typing
ST (and eburst
group)
Serotype
Result
Inouye et al., 2012
6887 strains with
WGS and pheno
6616 (96%) results
matched
Salmonella WGS for Public Health
2 serotypes – 1 ST/EBG
Lab error
No ST/serotype lookup
Novel Sequence Types
17 Salmonella WGS for Public Health
SISTR/SeqSero
18 Salmonella WGS for Public Health
Challenges:
• Many different eburst groups (of STs) – have to be analysed separately
• Hundreds of strains a week
• Rapid, hands-off analysis
Solution – SnapperDB:
Most common serotypes – SNP typing
Sample
FASTQs
(with ST)
EBG 1 - Typhimuriumdb
db
db
db
db
EBG 4 - Enteritidis
EBG 13 - Typhi
EBG 3 - Newport
EBG 11 – Paratyphi A
…
30 mins - parallel 5 min – 1 hour
19 Salmonella WGS for Public Health
What will be the output
of WGS for Salmonella
reference micro?
• Example of use in outbreak – PT14b
• Strain characterisation – antibiotic
resistance profile
• Future perspectives
20 Salmonella WGS for Public Health
Salmonella NGS at PHE
Salmonella Enteritidis Phage Type 14b
International outbreak
Tom Inns/PT14b Outbreak Control Team – Inns et al., Eurosurveillance, 2015
22 Salmonella WGS for Public Health
0.02
*
*
*
OUTBREAK 4
OUTBREAK 2
*
OUTBREAK 3
OUTBREAK 3
OUTBREAK 2
OUTBREAK 3
OUTBREAK 5
*
OUTBREAK 2
OUTBREAK 3
OUTBREAK 3
OUTBREAK 1
OUTBREAK 4
*
*
*
OUTBREAK 3
OUTBREAK 3
OUTBREAK 3
OUTBREAK 1
*
OUTBREAK 4
OUTBREAK 3
OUTBREAK 3
OUTBREAK 3
*
*
OUTBREAK 1
OUTBREAK 2
OUTBREAK 1
OUTBREAK 4
*
OUTBREAK 1
OUTBREAK 3
OUTBREAK 4
OUTBREAK 2
OUTBREAK 4
*
OUTBREAK 3
OUTBREAK 3
OUTBREAK 1
OUTBREAK 3
OUTBREAK 3
OUTBREAK 5
*
OUTBREAK 3
OUTBREAK 3
OUTBREAK 1
OUTBREAK 4
OUTBREAK 3
OUTBREAK 2
*
OUTBREAK 2
OUTBREAK 3
OUTBREAK 2
OUTBREAK 4
*
OUTBREAK 3
*
*
OUTBREAK 3
*
OUTBREAK 3
OUTBREAK 3
*
*
OUTBREAK 3
OUTBREAK 3
OUTBREAK 3
OUTBREAK 4
OUTBREAK 3
OUTBREAK 3
OUTBREAK 2
OUTBREAK 2
OUTBREAK 3
*
OUTBREAK 2
OUTBREAK 5
*
OUTBREAK 2
*
*
OUTBREAK 1
OUTBREAK 1
OUTBREAK 3
OUTBREAK 2
*
OUTBREAK 2
OUTBREAK 1
OUTBREAK 3
*
OUTBREAK 2
*
OUTBREAK 2
OUTBREAK 1
*
OUTBREAK 3
*
OUTBREAK 1
*
*
OUTBREAK 1
OUTBREAK 3
OUTBREAK 3
*
*
OUTBREAK 3
OUTBREAK 3
*
OUTBREAK 1
OUTBREAK 3
*
OUTBREAK 4
*
OUTBREAK 3
OUTBREAK 3
OUTBREAK 1
*
OUTBREAK 4
*
OUTBREAK 3
*
OUTBREAK 3
*
OUTBREAK 3
*
*
*
OUTBREAK 1
OUTBREAK 2
OUTBREAK 3
OUTBREAK 3
OUTBREAK 2
*
OUTBREAK 4
OUTBREAK 1
*
OUTBREAK 1
*
*
*
OUTBREAK 3
*
*
*
OUTBREAK 2
*
OUTBREAK 3
OUTBREAK 3
OUTBREAK 3
OUTBREAK 3
*
*
OUTBREAK 4
*
OUTBREAK 3
OUTBREAK 3
OUTBREAK 3
OUTBREAK 1
OUTBREAK 3
OUTBREAK 1
OUTBREAK 4
*
OUTBREAK 5
OUTBREAK 1
OUTBREAK 3
*
OUTBREAK 4
*
*
*
*
OUTBREAK 1
OUTBREAK 3
OUTBREAK 3
OUTBREAK 4
OUTBREAK 2
OUTBREAK 2
*
*
*
OUTBREAK 3
OUTBREAK 3
OUTBREAK 3
OUTBREAK 3
*
OUTBREAK 3
*
OUTBREAK 4
*
*
OUTBREAK 5
OUTBREAK 4
*
*
OUTBREAK 2
*
OUTBREAK 3
*
OUTBREAK 2
*
OUTBREAK 2
OUTBREAK 4
OUTBREAK 4
OUTBREAK 5
*
OUTBREAK 5
OUTBREAK 3
*
OUTBREAK 4
OUTBREAK 1
*
OUTBREAK 4
OUTBREAK 4
OUTBREAK 1
*
*
*
OUTBREAK 5
OUTBREAK 2
*
OUTBREAK 1
*
*
OUTBREAK 3
OUTBREAK 1
OUTBREAK 3
OUTBREAK 3
OUTBREAK 3
*
OUTBREAK 3
*
*
OUTBREAK 1
OUTBREAK 1
*
*
OUTBREAK 1
*
*
OUTBREAK 1
OUTBREAK 4
*
*
OUTBREAK 3
OUTBREAK 4
*
*
*
*
OUTBREAK 2
*
*
OUTBREAK 4
OUTBREAK 3
*
*
OUTBREAK 1
OUTBREAK 1
*
*
OUTBREAK 4
OUTBREAK 3
*
OUTBREAK 4
OUTBREAK 3
*
OUTBREAK 3
OUTBREAK 4
OUTBREAK 2
OUTBREAK 1
*
*
OUTBREAK 4
*
*
OUTBREAK 4
OUTBREAK 4
OUTBREAK 4
OUTBREAK 1
OUTBREAK 3
*
OUTBREAK 1
OUTBREAK 1
*
*
*
OUTBREAK 2
*
*
OUTBREAK 3
OUTBREAK 2
*
*
OUTBREAK 3
OUTBREAK 1
OUTBREAK 4
*
*
OUTBREAK 2
OUTBREAK 2
*
OUTBREAK 3
OUTBREAK 3
OUTBREAK 3
OUTBREAK 2
*
*
*
OUTBREAK 1
OUTBREAK 3
*
OUTBREAK 3
*
OUTBREAK 4
OUTBREAK 5
OUTBREAK 1
OUTBREAK 1
*
*
*
*
OUTBREAK 3
OUTBREAK 3
OUTBREAK 1
*
*
OUTBREAK 3
*
OUTBREAK 4
OUTBREAK 1
OUTBREAK 2
OUTBREAK 3
*
OUTBREAK 3
OUTBREAK 1
OUTBREAK 3
*
*
*
OUTBREAK 4
OUTBREAK 1
OUTBREAK 1
OUTBREAK 1
OUTBREAK 3
*
OUTBREAK 4
OUTBREAK 4
OUTBREAK 3
OUTBREAK 1
*
*
*
OUTBREAK 3
*
*
*
OUTBREAK 2
*
OUTBREAK 4
OUTBREAK 1
81094_H14372077201-1
OUTBREAK 2
OUTBREAK 2
OUTBREAK 3
*
*
OUTBREAK 1
OUTBREAK 2
*
OUTBREAK 3
OUTBREAK 3
*
OUTBREAK 3
OUTBREAK 3
OUTBREAK 2
OUTBREAK 1
*
OUTBREAK 2
OUTBREAK 3
*
OUTBREAK 3
OUTBREAK 3
OUTBREAK 3
OUTBREAK 1
OUTBREAK 4
OUTBREAK 3
*
OUTBREAK 1
OUTBREAK 3
*
*
*
*
OUTBREAK 4
OUTBREAK 3
*
OUTBREAK 1
*
*
OUTBREAK 3
OUTBREAK 4
*
*
OUTBREAK 3
*
*
OUTBREAK 1
*
*
OUTBREAK 1
OUTBREAK 2
OUTBREAK 4
OUTBREAK 4
OUTBREAK 2
OUTBREAK 3
OUTBREAK 1
*
OUTBREAK 3
OUTBREAK 3
OUTBREAK 3
OUTBREAK 2
*
OUTBREAK 1
OUTBREAK 3
OUTBREAK 3
OUTBREAK 2
0.02
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
**
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
**
*
*
*
*
*
*
*
*
*
*
*
*
**
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
*
Hospital – W.Mids
Kebab Grill - London
Chinese Restaurant - Wessex
Chinese Restaurant - Cheshire
Chinese Restaurant - Lancashire
Tim Dallman, Tom Inns, Thibaut Jombart
Hierarchical clustering and
Geography
23
Alison Waldram & Gayle Dolan
24
Phenotype S Phenotype R Error%
Genotype S Genotype R Genotype R Genotype S
CHL 580 2 39 3 0.78
SUL 466 1 149 8 1.40
TET 467 3 151 3 0.93
TMP 562 3 57 2 0.78
AMP 484 5 134 1 0.93
CTX/CAZ 618 1 5 0 0.16
CPR 619 1 4 0 0.16
FOX 612 0 7 5 0.78
CIP 478 4 138 4 1.25
NAL 485 2 127 10 1.87
GEN 608 1 14 1 0.31
TOB 613 2 8 1 0.47
AMK 622 0 1 1 0.16
STR 486 18 119 1 2.96
7700 43 953 40 0.95
AMS: Genotype vs phenotype
Major errors Very major errors
Michel Doumith/Martin Day
Validation : 642 Salmonella strains
Resistance : 57.5 % susceptible
24.7 % multi-resistant (> 2 classes)
Salmonella WGS for Public Health
Future perspectives
25 Salmonella WGS for Public Health
• Move from MLST to kmer/phylogenetic placement for
sorting before SNP analysis, especially for Enteritidis.
• MinION sequencing:
• Outbreak investigation (Quick, Ashton et al., Genome
Biology, 2015, v16, p114),
• Solving complex + interesting regions of the genome
(Ashton, Nair et al., Nature Biotech, 2015, v33, p296)
• Live streaming of sequencing data – google ‘Loman
labs’
• National (One Health) and international (GenomeTrakr)
real-time collaborations
Summary
• WGS is a single test – multiple assays
• Better quality information than existing
tests
• Evolutionary and phylogentic insight
Salmonella WGS for Public Health26
Acknowledgements
27 Salmonella WGS for Public Health
Microbiology
Elizabeth de Pinna, Tansy Peters, Satheesh Nair, Martin Day,
Anna Lewis, Tim Dallman, Kathie Grant and other staff in the
Salmonella lab
Epidemiology
Alison Waldram (FETP), Richard Elson, Chris Lane, Tom Inns
Genomic Services Unit
Cath Arnold and team
Bioinformatics Unit
Jonathon Green, Anthony Underwood, Rediat Tewolde, et al.

More Related Content

What's hot

Cera ( consortium of e resources in agriculture )
Cera ( consortium of e resources in agriculture )Cera ( consortium of e resources in agriculture )
Cera ( consortium of e resources in agriculture )Santosh Kumar Kori
 
Synopsis writing....important instructions
Synopsis writing....important instructionsSynopsis writing....important instructions
Synopsis writing....important instructionssajjad mughal
 
Marker assisted selection in legume crops
Marker assisted selection in legume cropsMarker assisted selection in legume crops
Marker assisted selection in legume cropsBasavaraj Panjagal
 
Comparative evaluation study on different brands of lisinopril tablet using h...
Comparative evaluation study on different brands of lisinopril tablet using h...Comparative evaluation study on different brands of lisinopril tablet using h...
Comparative evaluation study on different brands of lisinopril tablet using h...Alexander Decker
 
02 designing of experiments and analysis of data in plant genetic resource ma...
02 designing of experiments and analysis of data in plant genetic resource ma...02 designing of experiments and analysis of data in plant genetic resource ma...
02 designing of experiments and analysis of data in plant genetic resource ma...Indranil Bhattacharjee
 
Scientific writing
Scientific writingScientific writing
Scientific writingLAKSHMANAN S
 
20100515 bioinformatics kapushesky_lecture06
20100515 bioinformatics kapushesky_lecture0620100515 bioinformatics kapushesky_lecture06
20100515 bioinformatics kapushesky_lecture06Computer Science Club
 
How to write a manuscript
How to write  a manuscriptHow to write  a manuscript
How to write a manuscriptranatahan
 
Seminario 13-Patogénesis de las infecciones agudas con ingreso por vía GI y R...
Seminario 13-Patogénesis de las infecciones agudas con ingreso por vía GI y R...Seminario 13-Patogénesis de las infecciones agudas con ingreso por vía GI y R...
Seminario 13-Patogénesis de las infecciones agudas con ingreso por vía GI y R...RamirezChoqueRonaldE
 
Base Editing in Crops: Current Advances, Limitations and Future Implications
Base Editing in Crops: Current Advances, Limitations and Future ImplicationsBase Editing in Crops: Current Advances, Limitations and Future Implications
Base Editing in Crops: Current Advances, Limitations and Future Implicationsharikantyadav6
 
Prof. sp singh.ph d.course work.2020-21.citation index, journal impact factor...
Prof. sp singh.ph d.course work.2020-21.citation index, journal impact factor...Prof. sp singh.ph d.course work.2020-21.citation index, journal impact factor...
Prof. sp singh.ph d.course work.2020-21.citation index, journal impact factor...Saurashtra University
 
Varietal characteristics seed and odv testing of seeds ppt
Varietal characteristics seed  and odv testing of seeds pptVarietal characteristics seed  and odv testing of seeds ppt
Varietal characteristics seed and odv testing of seeds pptKannan Kannan
 
Balantidiosis y blastocistosis
Balantidiosis y blastocistosisBalantidiosis y blastocistosis
Balantidiosis y blastocistosisCindy Rivera
 
Whole Genome Sequencing (WGS) for surveillance of foodborne infections in Den...
Whole Genome Sequencing (WGS) for surveillance of foodborne infections in Den...Whole Genome Sequencing (WGS) for surveillance of foodborne infections in Den...
Whole Genome Sequencing (WGS) for surveillance of foodborne infections in Den...ExternalEvents
 

What's hot (20)

Cera ( consortium of e resources in agriculture )
Cera ( consortium of e resources in agriculture )Cera ( consortium of e resources in agriculture )
Cera ( consortium of e resources in agriculture )
 
HPLC Detectors
HPLC DetectorsHPLC Detectors
HPLC Detectors
 
Synopsis writing....important instructions
Synopsis writing....important instructionsSynopsis writing....important instructions
Synopsis writing....important instructions
 
Marker assisted selection in legume crops
Marker assisted selection in legume cropsMarker assisted selection in legume crops
Marker assisted selection in legume crops
 
Comparative evaluation study on different brands of lisinopril tablet using h...
Comparative evaluation study on different brands of lisinopril tablet using h...Comparative evaluation study on different brands of lisinopril tablet using h...
Comparative evaluation study on different brands of lisinopril tablet using h...
 
02 designing of experiments and analysis of data in plant genetic resource ma...
02 designing of experiments and analysis of data in plant genetic resource ma...02 designing of experiments and analysis of data in plant genetic resource ma...
02 designing of experiments and analysis of data in plant genetic resource ma...
 
Scientific writing
Scientific writingScientific writing
Scientific writing
 
Analysis of Plant Genomes Using Flow Cytometry
Analysis of Plant Genomes Using Flow CytometryAnalysis of Plant Genomes Using Flow Cytometry
Analysis of Plant Genomes Using Flow Cytometry
 
Gramene
GrameneGramene
Gramene
 
Integrantes.pdf
Integrantes.pdfIntegrantes.pdf
Integrantes.pdf
 
Gene mapping
Gene mappingGene mapping
Gene mapping
 
20100515 bioinformatics kapushesky_lecture06
20100515 bioinformatics kapushesky_lecture0620100515 bioinformatics kapushesky_lecture06
20100515 bioinformatics kapushesky_lecture06
 
How to write a manuscript
How to write  a manuscriptHow to write  a manuscript
How to write a manuscript
 
Seminario 13-Patogénesis de las infecciones agudas con ingreso por vía GI y R...
Seminario 13-Patogénesis de las infecciones agudas con ingreso por vía GI y R...Seminario 13-Patogénesis de las infecciones agudas con ingreso por vía GI y R...
Seminario 13-Patogénesis de las infecciones agudas con ingreso por vía GI y R...
 
Base Editing in Crops: Current Advances, Limitations and Future Implications
Base Editing in Crops: Current Advances, Limitations and Future ImplicationsBase Editing in Crops: Current Advances, Limitations and Future Implications
Base Editing in Crops: Current Advances, Limitations and Future Implications
 
Bioinformatics grain genes
Bioinformatics grain genesBioinformatics grain genes
Bioinformatics grain genes
 
Prof. sp singh.ph d.course work.2020-21.citation index, journal impact factor...
Prof. sp singh.ph d.course work.2020-21.citation index, journal impact factor...Prof. sp singh.ph d.course work.2020-21.citation index, journal impact factor...
Prof. sp singh.ph d.course work.2020-21.citation index, journal impact factor...
 
Varietal characteristics seed and odv testing of seeds ppt
Varietal characteristics seed  and odv testing of seeds pptVarietal characteristics seed  and odv testing of seeds ppt
Varietal characteristics seed and odv testing of seeds ppt
 
Balantidiosis y blastocistosis
Balantidiosis y blastocistosisBalantidiosis y blastocistosis
Balantidiosis y blastocistosis
 
Whole Genome Sequencing (WGS) for surveillance of foodborne infections in Den...
Whole Genome Sequencing (WGS) for surveillance of foodborne infections in Den...Whole Genome Sequencing (WGS) for surveillance of foodborne infections in Den...
Whole Genome Sequencing (WGS) for surveillance of foodborne infections in Den...
 

Viewers also liked

WGS in public health microbiology - MDU/VIDRL Seminar - wed 17 jun 2015
WGS in public health microbiology - MDU/VIDRL Seminar - wed 17 jun 2015WGS in public health microbiology - MDU/VIDRL Seminar - wed 17 jun 2015
WGS in public health microbiology - MDU/VIDRL Seminar - wed 17 jun 2015Torsten Seemann
 
Aug2015 deanna church analytical validation
Aug2015 deanna church analytical validationAug2015 deanna church analytical validation
Aug2015 deanna church analytical validationGenomeInABottle
 
The Global Micorbial Identifier (GMI) initiative - and its working groups
The Global Micorbial Identifier (GMI) initiative - and its working groupsThe Global Micorbial Identifier (GMI) initiative - and its working groups
The Global Micorbial Identifier (GMI) initiative - and its working groupsExternalEvents
 
Making Use of NGS Data: From Reads to Trees and Annotations
Making Use of NGS Data: From Reads to Trees and AnnotationsMaking Use of NGS Data: From Reads to Trees and Annotations
Making Use of NGS Data: From Reads to Trees and AnnotationsJoão André Carriço
 
Metagenomics sequencing
Metagenomics sequencingMetagenomics sequencing
Metagenomics sequencingcdgenomics525
 
Genome Wide Methodologies and Future Perspectives
 Genome Wide Methodologies and Future Perspectives Genome Wide Methodologies and Future Perspectives
Genome Wide Methodologies and Future PerspectivesBrian Krueger
 
Whole Genome Sequencing (WGS): How significant is it for food safety?
Whole Genome Sequencing (WGS): How significant is it for food safety? Whole Genome Sequencing (WGS): How significant is it for food safety?
Whole Genome Sequencing (WGS): How significant is it for food safety? FAO
 
The Chills and Thrills of Whole Genome Sequencing
The Chills and Thrills of Whole Genome SequencingThe Chills and Thrills of Whole Genome Sequencing
The Chills and Thrills of Whole Genome SequencingEmiliano De Cristofaro
 
Toolbox for bacterial population analysis using NGS
Toolbox for bacterial population analysis using NGSToolbox for bacterial population analysis using NGS
Toolbox for bacterial population analysis using NGSMirko Rossi
 
Innovative NGS Library Construction Technology
Innovative NGS Library Construction TechnologyInnovative NGS Library Construction Technology
Innovative NGS Library Construction TechnologyQIAGEN
 
DNA Sequencing from Single Cell
DNA Sequencing from Single CellDNA Sequencing from Single Cell
DNA Sequencing from Single CellQIAGEN
 
Aug2013 Heidi Rehm integrating large scale sequencing into clinical practice
Aug2013 Heidi Rehm integrating large scale sequencing into clinical practiceAug2013 Heidi Rehm integrating large scale sequencing into clinical practice
Aug2013 Heidi Rehm integrating large scale sequencing into clinical practiceGenomeInABottle
 
Building bioinformatics resources for the global community
Building bioinformatics resources for the global communityBuilding bioinformatics resources for the global community
Building bioinformatics resources for the global communityExternalEvents
 
Next Generation Sequencing for Identification and Subtyping of Foodborne Pat...
Next Generation Sequencing for Identification and Subtyping of Foodborne Pat...Next Generation Sequencing for Identification and Subtyping of Foodborne Pat...
Next Generation Sequencing for Identification and Subtyping of Foodborne Pat...nist-spin
 
Tools for Metagenomics with 16S/ITS and Whole Genome Shotgun Sequences
Tools for Metagenomics with 16S/ITS and Whole Genome Shotgun SequencesTools for Metagenomics with 16S/ITS and Whole Genome Shotgun Sequences
Tools for Metagenomics with 16S/ITS and Whole Genome Shotgun SequencesSurya Saha
 
Plant genome sequencing and crop improvement
Plant genome sequencing and crop improvementPlant genome sequencing and crop improvement
Plant genome sequencing and crop improvementRagavendran Abbai
 
20170209 ngs for_cancer_genomics_101
20170209 ngs for_cancer_genomics_10120170209 ngs for_cancer_genomics_101
20170209 ngs for_cancer_genomics_101Ino de Bruijn
 

Viewers also liked (20)

WGS in public health microbiology - MDU/VIDRL Seminar - wed 17 jun 2015
WGS in public health microbiology - MDU/VIDRL Seminar - wed 17 jun 2015WGS in public health microbiology - MDU/VIDRL Seminar - wed 17 jun 2015
WGS in public health microbiology - MDU/VIDRL Seminar - wed 17 jun 2015
 
Aug2015 deanna church analytical validation
Aug2015 deanna church analytical validationAug2015 deanna church analytical validation
Aug2015 deanna church analytical validation
 
The Global Micorbial Identifier (GMI) initiative - and its working groups
The Global Micorbial Identifier (GMI) initiative - and its working groupsThe Global Micorbial Identifier (GMI) initiative - and its working groups
The Global Micorbial Identifier (GMI) initiative - and its working groups
 
Poster ESHG
Poster ESHGPoster ESHG
Poster ESHG
 
Making Use of NGS Data: From Reads to Trees and Annotations
Making Use of NGS Data: From Reads to Trees and AnnotationsMaking Use of NGS Data: From Reads to Trees and Annotations
Making Use of NGS Data: From Reads to Trees and Annotations
 
Proposal for 2016 survey of WGS capacity in EU/EEA Member States
Proposal for 2016 survey of WGS capacity in EU/EEA Member StatesProposal for 2016 survey of WGS capacity in EU/EEA Member States
Proposal for 2016 survey of WGS capacity in EU/EEA Member States
 
Metagenomics sequencing
Metagenomics sequencingMetagenomics sequencing
Metagenomics sequencing
 
Genome Wide Methodologies and Future Perspectives
 Genome Wide Methodologies and Future Perspectives Genome Wide Methodologies and Future Perspectives
Genome Wide Methodologies and Future Perspectives
 
Whole Genome Sequencing (WGS): How significant is it for food safety?
Whole Genome Sequencing (WGS): How significant is it for food safety? Whole Genome Sequencing (WGS): How significant is it for food safety?
Whole Genome Sequencing (WGS): How significant is it for food safety?
 
The Chills and Thrills of Whole Genome Sequencing
The Chills and Thrills of Whole Genome SequencingThe Chills and Thrills of Whole Genome Sequencing
The Chills and Thrills of Whole Genome Sequencing
 
Toolbox for bacterial population analysis using NGS
Toolbox for bacterial population analysis using NGSToolbox for bacterial population analysis using NGS
Toolbox for bacterial population analysis using NGS
 
Innovative NGS Library Construction Technology
Innovative NGS Library Construction TechnologyInnovative NGS Library Construction Technology
Innovative NGS Library Construction Technology
 
DNA Sequencing from Single Cell
DNA Sequencing from Single CellDNA Sequencing from Single Cell
DNA Sequencing from Single Cell
 
Aug2013 Heidi Rehm integrating large scale sequencing into clinical practice
Aug2013 Heidi Rehm integrating large scale sequencing into clinical practiceAug2013 Heidi Rehm integrating large scale sequencing into clinical practice
Aug2013 Heidi Rehm integrating large scale sequencing into clinical practice
 
Building bioinformatics resources for the global community
Building bioinformatics resources for the global communityBuilding bioinformatics resources for the global community
Building bioinformatics resources for the global community
 
EU PathoNGenTraceConsortium:cgMLST Evolvement and Challenges for Harmonization
EU PathoNGenTraceConsortium:cgMLST Evolvement and Challenges for HarmonizationEU PathoNGenTraceConsortium:cgMLST Evolvement and Challenges for Harmonization
EU PathoNGenTraceConsortium:cgMLST Evolvement and Challenges for Harmonization
 
Next Generation Sequencing for Identification and Subtyping of Foodborne Pat...
Next Generation Sequencing for Identification and Subtyping of Foodborne Pat...Next Generation Sequencing for Identification and Subtyping of Foodborne Pat...
Next Generation Sequencing for Identification and Subtyping of Foodborne Pat...
 
Tools for Metagenomics with 16S/ITS and Whole Genome Shotgun Sequences
Tools for Metagenomics with 16S/ITS and Whole Genome Shotgun SequencesTools for Metagenomics with 16S/ITS and Whole Genome Shotgun Sequences
Tools for Metagenomics with 16S/ITS and Whole Genome Shotgun Sequences
 
Plant genome sequencing and crop improvement
Plant genome sequencing and crop improvementPlant genome sequencing and crop improvement
Plant genome sequencing and crop improvement
 
20170209 ngs for_cancer_genomics_101
20170209 ngs for_cancer_genomics_10120170209 ngs for_cancer_genomics_101
20170209 ngs for_cancer_genomics_101
 

Similar to Whole genome microbiology for Salmonella public health microbiology

4.4 M. Ángeles Rol
4.4 M. Ángeles Rol4.4 M. Ángeles Rol
4.4 M. Ángeles Rolbrnmomentum
 
(November 30, 2022) Webinar: Molecular Mechanisms Behind Lameness in Meat Chi...
(November 30, 2022) Webinar: Molecular Mechanisms Behind Lameness in Meat Chi...(November 30, 2022) Webinar: Molecular Mechanisms Behind Lameness in Meat Chi...
(November 30, 2022) Webinar: Molecular Mechanisms Behind Lameness in Meat Chi...Scintica Instrumentation
 
Turn Away from Traditional Tethering and Towards a Better Method for Data Col...
Turn Away from Traditional Tethering and Towards a Better Method for Data Col...Turn Away from Traditional Tethering and Towards a Better Method for Data Col...
Turn Away from Traditional Tethering and Towards a Better Method for Data Col...InsideScientific
 
Mapping and QTL
Mapping and QTLMapping and QTL
Mapping and QTLFAO
 
Applications of Whole Genome Sequencing (WGS) to Food Safety – Perspective fr...
Applications of Whole Genome Sequencing (WGS) to Food Safety – Perspective fr...Applications of Whole Genome Sequencing (WGS) to Food Safety – Perspective fr...
Applications of Whole Genome Sequencing (WGS) to Food Safety – Perspective fr...ExternalEvents
 
1 s2.0-s0169409 x14001690-main
1 s2.0-s0169409 x14001690-main1 s2.0-s0169409 x14001690-main
1 s2.0-s0169409 x14001690-mainmicrobiologia.dad
 
Personalized Medicine and the Omics Revolution by Professor Mike Snyder
Personalized Medicine and the Omics Revolution by Professor Mike SnyderPersonalized Medicine and the Omics Revolution by Professor Mike Snyder
Personalized Medicine and the Omics Revolution by Professor Mike SnyderThe Hive
 
dkn520.pdf
dkn520.pdfdkn520.pdf
dkn520.pdfImeneFl
 
Priorities of breeding approaches in bt cottons.dr. yanal alkuddsi
Priorities of breeding approaches in bt cottons.dr. yanal alkuddsiPriorities of breeding approaches in bt cottons.dr. yanal alkuddsi
Priorities of breeding approaches in bt cottons.dr. yanal alkuddsiDr. Yanal A. Alkuddsi
 
Bio 240 Education Redefined-snaptutorial.com
Bio 240 Education Redefined-snaptutorial.comBio 240 Education Redefined-snaptutorial.com
Bio 240 Education Redefined-snaptutorial.comrobertledwes30
 
IRJET- Regeneration studies in chickpea genotypes (Cicer arietinum L.)
IRJET- Regeneration studies in chickpea genotypes (Cicer arietinum L.)IRJET- Regeneration studies in chickpea genotypes (Cicer arietinum L.)
IRJET- Regeneration studies in chickpea genotypes (Cicer arietinum L.)IRJET Journal
 
BIO 240 Education Organization -- snaptutorial.com
BIO 240   Education Organization -- snaptutorial.comBIO 240   Education Organization -- snaptutorial.com
BIO 240 Education Organization -- snaptutorial.comDavisMurphyB94
 
A REPORT OF THE STUDENTS INDUSTRIAL WORK EXPERIENCE SCHEME(SIWES)
A REPORT OF THE STUDENTS  INDUSTRIAL WORK EXPERIENCE SCHEME(SIWES)A REPORT OF THE STUDENTS  INDUSTRIAL WORK EXPERIENCE SCHEME(SIWES)
A REPORT OF THE STUDENTS INDUSTRIAL WORK EXPERIENCE SCHEME(SIWES)Valerie Felton
 
Aphidophaga13 bruce
Aphidophaga13 bruceAphidophaga13 bruce
Aphidophaga13 bruceToby Bruce
 
Gua Sha Treatment
Gua Sha TreatmentGua Sha Treatment
Gua Sha TreatmentTim Vukan
 
Theme 2: Yield and nutrition quality stability of orange-fleshed sweetpotato ...
Theme 2: Yield and nutrition quality stability of orange-fleshed sweetpotato ...Theme 2: Yield and nutrition quality stability of orange-fleshed sweetpotato ...
Theme 2: Yield and nutrition quality stability of orange-fleshed sweetpotato ...African Potato Association (APA)
 
MSc Thesis Ciaran Lyne 14203766
MSc Thesis Ciaran Lyne 14203766MSc Thesis Ciaran Lyne 14203766
MSc Thesis Ciaran Lyne 14203766Ciarán Lyne
 

Similar to Whole genome microbiology for Salmonella public health microbiology (20)

4.4 M. Ángeles Rol
4.4 M. Ángeles Rol4.4 M. Ángeles Rol
4.4 M. Ángeles Rol
 
(November 30, 2022) Webinar: Molecular Mechanisms Behind Lameness in Meat Chi...
(November 30, 2022) Webinar: Molecular Mechanisms Behind Lameness in Meat Chi...(November 30, 2022) Webinar: Molecular Mechanisms Behind Lameness in Meat Chi...
(November 30, 2022) Webinar: Molecular Mechanisms Behind Lameness in Meat Chi...
 
Turn Away from Traditional Tethering and Towards a Better Method for Data Col...
Turn Away from Traditional Tethering and Towards a Better Method for Data Col...Turn Away from Traditional Tethering and Towards a Better Method for Data Col...
Turn Away from Traditional Tethering and Towards a Better Method for Data Col...
 
Mapping and QTL
Mapping and QTLMapping and QTL
Mapping and QTL
 
Applications of Whole Genome Sequencing (WGS) to Food Safety – Perspective fr...
Applications of Whole Genome Sequencing (WGS) to Food Safety – Perspective fr...Applications of Whole Genome Sequencing (WGS) to Food Safety – Perspective fr...
Applications of Whole Genome Sequencing (WGS) to Food Safety – Perspective fr...
 
1 s2.0-s0169409 x14001690-main
1 s2.0-s0169409 x14001690-main1 s2.0-s0169409 x14001690-main
1 s2.0-s0169409 x14001690-main
 
Personalized Medicine and the Omics Revolution by Professor Mike Snyder
Personalized Medicine and the Omics Revolution by Professor Mike SnyderPersonalized Medicine and the Omics Revolution by Professor Mike Snyder
Personalized Medicine and the Omics Revolution by Professor Mike Snyder
 
dkn520.pdf
dkn520.pdfdkn520.pdf
dkn520.pdf
 
Priorities of breeding approaches in bt cottons.dr. yanal alkuddsi
Priorities of breeding approaches in bt cottons.dr. yanal alkuddsiPriorities of breeding approaches in bt cottons.dr. yanal alkuddsi
Priorities of breeding approaches in bt cottons.dr. yanal alkuddsi
 
Bio 240 Education Redefined-snaptutorial.com
Bio 240 Education Redefined-snaptutorial.comBio 240 Education Redefined-snaptutorial.com
Bio 240 Education Redefined-snaptutorial.com
 
IRJET- Regeneration studies in chickpea genotypes (Cicer arietinum L.)
IRJET- Regeneration studies in chickpea genotypes (Cicer arietinum L.)IRJET- Regeneration studies in chickpea genotypes (Cicer arietinum L.)
IRJET- Regeneration studies in chickpea genotypes (Cicer arietinum L.)
 
BIO 240 Education Organization -- snaptutorial.com
BIO 240   Education Organization -- snaptutorial.comBIO 240   Education Organization -- snaptutorial.com
BIO 240 Education Organization -- snaptutorial.com
 
Plant parasitic-nematode-analysis
Plant parasitic-nematode-analysisPlant parasitic-nematode-analysis
Plant parasitic-nematode-analysis
 
A REPORT OF THE STUDENTS INDUSTRIAL WORK EXPERIENCE SCHEME(SIWES)
A REPORT OF THE STUDENTS  INDUSTRIAL WORK EXPERIENCE SCHEME(SIWES)A REPORT OF THE STUDENTS  INDUSTRIAL WORK EXPERIENCE SCHEME(SIWES)
A REPORT OF THE STUDENTS INDUSTRIAL WORK EXPERIENCE SCHEME(SIWES)
 
Aphidophaga13 bruce
Aphidophaga13 bruceAphidophaga13 bruce
Aphidophaga13 bruce
 
Gua Sha Treatment
Gua Sha TreatmentGua Sha Treatment
Gua Sha Treatment
 
Inside the Mind of the Marijuana User
Inside the Mind of the Marijuana UserInside the Mind of the Marijuana User
Inside the Mind of the Marijuana User
 
Theme 2: Yield and nutrition quality stability of orange-fleshed sweetpotato ...
Theme 2: Yield and nutrition quality stability of orange-fleshed sweetpotato ...Theme 2: Yield and nutrition quality stability of orange-fleshed sweetpotato ...
Theme 2: Yield and nutrition quality stability of orange-fleshed sweetpotato ...
 
Inferential stat tests samples discuss 4
Inferential stat tests samples discuss 4Inferential stat tests samples discuss 4
Inferential stat tests samples discuss 4
 
MSc Thesis Ciaran Lyne 14203766
MSc Thesis Ciaran Lyne 14203766MSc Thesis Ciaran Lyne 14203766
MSc Thesis Ciaran Lyne 14203766
 

More from Philip Ashton

2022.09.26 iNTS household survey.pptx
2022.09.26 iNTS household survey.pptx2022.09.26 iNTS household survey.pptx
2022.09.26 iNTS household survey.pptxPhilip Ashton
 
2022.03.24 Snakemake.pptx
2022.03.24 Snakemake.pptx2022.03.24 Snakemake.pptx
2022.03.24 Snakemake.pptxPhilip Ashton
 
2022.03.23 Conda and Conda environments.pptx
2022.03.23 Conda and Conda environments.pptx2022.03.23 Conda and Conda environments.pptx
2022.03.23 Conda and Conda environments.pptxPhilip Ashton
 
2016.11.08 doherty institute symposium
2016.11.08 doherty institute symposium2016.11.08 doherty institute symposium
2016.11.08 doherty institute symposiumPhilip Ashton
 
2016.03.08 immem talk salmonella outbreaks
2016.03.08 immem talk   salmonella outbreaks2016.03.08 immem talk   salmonella outbreaks
2016.03.08 immem talk salmonella outbreaksPhilip Ashton
 
SnapperDB ASM NGS conference
SnapperDB ASM NGS conferenceSnapperDB ASM NGS conference
SnapperDB ASM NGS conferencePhilip Ashton
 

More from Philip Ashton (6)

2022.09.26 iNTS household survey.pptx
2022.09.26 iNTS household survey.pptx2022.09.26 iNTS household survey.pptx
2022.09.26 iNTS household survey.pptx
 
2022.03.24 Snakemake.pptx
2022.03.24 Snakemake.pptx2022.03.24 Snakemake.pptx
2022.03.24 Snakemake.pptx
 
2022.03.23 Conda and Conda environments.pptx
2022.03.23 Conda and Conda environments.pptx2022.03.23 Conda and Conda environments.pptx
2022.03.23 Conda and Conda environments.pptx
 
2016.11.08 doherty institute symposium
2016.11.08 doherty institute symposium2016.11.08 doherty institute symposium
2016.11.08 doherty institute symposium
 
2016.03.08 immem talk salmonella outbreaks
2016.03.08 immem talk   salmonella outbreaks2016.03.08 immem talk   salmonella outbreaks
2016.03.08 immem talk salmonella outbreaks
 
SnapperDB ASM NGS conference
SnapperDB ASM NGS conferenceSnapperDB ASM NGS conference
SnapperDB ASM NGS conference
 

Recently uploaded

Loudspeaker- direct radiating type and horn type.pptx
Loudspeaker- direct radiating type and horn type.pptxLoudspeaker- direct radiating type and horn type.pptx
Loudspeaker- direct radiating type and horn type.pptxpriyankatabhane
 
办理麦克马斯特大学毕业证成绩单|购买加拿大文凭证书
办理麦克马斯特大学毕业证成绩单|购买加拿大文凭证书办理麦克马斯特大学毕业证成绩单|购买加拿大文凭证书
办理麦克马斯特大学毕业证成绩单|购买加拿大文凭证书zdzoqco
 
Immunoblott technique for protein detection.ppt
Immunoblott technique for protein detection.pptImmunoblott technique for protein detection.ppt
Immunoblott technique for protein detection.pptAmirRaziq1
 
DECOMPOSITION PATHWAYS of TM-alkyl complexes.pdf
DECOMPOSITION PATHWAYS of TM-alkyl complexes.pdfDECOMPOSITION PATHWAYS of TM-alkyl complexes.pdf
DECOMPOSITION PATHWAYS of TM-alkyl complexes.pdfDivyaK787011
 
GENERAL PHYSICS 2 REFRACTION OF LIGHT SENIOR HIGH SCHOOL GENPHYS2.pptx
GENERAL PHYSICS 2 REFRACTION OF LIGHT SENIOR HIGH SCHOOL GENPHYS2.pptxGENERAL PHYSICS 2 REFRACTION OF LIGHT SENIOR HIGH SCHOOL GENPHYS2.pptx
GENERAL PHYSICS 2 REFRACTION OF LIGHT SENIOR HIGH SCHOOL GENPHYS2.pptxRitchAndruAgustin
 
Quarter 4_Grade 8_Digestive System Structure and Functions
Quarter 4_Grade 8_Digestive System Structure and FunctionsQuarter 4_Grade 8_Digestive System Structure and Functions
Quarter 4_Grade 8_Digestive System Structure and FunctionsCharlene Llagas
 
The Sensory Organs, Anatomy and Function
The Sensory Organs, Anatomy and FunctionThe Sensory Organs, Anatomy and Function
The Sensory Organs, Anatomy and FunctionJadeNovelo1
 
whole genome sequencing new and its types including shortgun and clone by clone
whole genome sequencing new  and its types including shortgun and clone by clonewhole genome sequencing new  and its types including shortgun and clone by clone
whole genome sequencing new and its types including shortgun and clone by clonechaudhary charan shingh university
 
Forensic limnology of diatoms by Sanjai.pptx
Forensic limnology of diatoms by Sanjai.pptxForensic limnology of diatoms by Sanjai.pptx
Forensic limnology of diatoms by Sanjai.pptxkumarsanjai28051
 
DNA isolation molecular biology practical.pptx
DNA isolation molecular biology practical.pptxDNA isolation molecular biology practical.pptx
DNA isolation molecular biology practical.pptxGiDMOh
 
well logging & petrophysical analysis.pptx
well logging & petrophysical analysis.pptxwell logging & petrophysical analysis.pptx
well logging & petrophysical analysis.pptxzaydmeerab121
 
Introduction of Human Body & Structure of cell.pptx
Introduction of Human Body & Structure of cell.pptxIntroduction of Human Body & Structure of cell.pptx
Introduction of Human Body & Structure of cell.pptxMedical College
 
Science (Communication) and Wikipedia - Potentials and Pitfalls
Science (Communication) and Wikipedia - Potentials and PitfallsScience (Communication) and Wikipedia - Potentials and Pitfalls
Science (Communication) and Wikipedia - Potentials and PitfallsDobusch Leonhard
 
final waves properties grade 7 - third quarter
final waves properties grade 7 - third quarterfinal waves properties grade 7 - third quarter
final waves properties grade 7 - third quarterHanHyoKim
 
Replisome-Cohesin Interfacing A Molecular Perspective.pdf
Replisome-Cohesin Interfacing A Molecular Perspective.pdfReplisome-Cohesin Interfacing A Molecular Perspective.pdf
Replisome-Cohesin Interfacing A Molecular Perspective.pdfAtiaGohar1
 
Explainable AI for distinguishing future climate change scenarios
Explainable AI for distinguishing future climate change scenariosExplainable AI for distinguishing future climate change scenarios
Explainable AI for distinguishing future climate change scenariosZachary Labe
 
6.1 Pests of Groundnut_Binomics_Identification_Dr.UPR
6.1 Pests of Groundnut_Binomics_Identification_Dr.UPR6.1 Pests of Groundnut_Binomics_Identification_Dr.UPR
6.1 Pests of Groundnut_Binomics_Identification_Dr.UPRPirithiRaju
 
6.2 Pests of Sesame_Identification_Binomics_Dr.UPR
6.2 Pests of Sesame_Identification_Binomics_Dr.UPR6.2 Pests of Sesame_Identification_Binomics_Dr.UPR
6.2 Pests of Sesame_Identification_Binomics_Dr.UPRPirithiRaju
 
Observation of Gravitational Waves from the Coalescence of a 2.5–4.5 M⊙ Compa...
Observation of Gravitational Waves from the Coalescence of a 2.5–4.5 M⊙ Compa...Observation of Gravitational Waves from the Coalescence of a 2.5–4.5 M⊙ Compa...
Observation of Gravitational Waves from the Coalescence of a 2.5–4.5 M⊙ Compa...Sérgio Sacani
 

Recently uploaded (20)

Loudspeaker- direct radiating type and horn type.pptx
Loudspeaker- direct radiating type and horn type.pptxLoudspeaker- direct radiating type and horn type.pptx
Loudspeaker- direct radiating type and horn type.pptx
 
办理麦克马斯特大学毕业证成绩单|购买加拿大文凭证书
办理麦克马斯特大学毕业证成绩单|购买加拿大文凭证书办理麦克马斯特大学毕业证成绩单|购买加拿大文凭证书
办理麦克马斯特大学毕业证成绩单|购买加拿大文凭证书
 
Immunoblott technique for protein detection.ppt
Immunoblott technique for protein detection.pptImmunoblott technique for protein detection.ppt
Immunoblott technique for protein detection.ppt
 
DECOMPOSITION PATHWAYS of TM-alkyl complexes.pdf
DECOMPOSITION PATHWAYS of TM-alkyl complexes.pdfDECOMPOSITION PATHWAYS of TM-alkyl complexes.pdf
DECOMPOSITION PATHWAYS of TM-alkyl complexes.pdf
 
GENERAL PHYSICS 2 REFRACTION OF LIGHT SENIOR HIGH SCHOOL GENPHYS2.pptx
GENERAL PHYSICS 2 REFRACTION OF LIGHT SENIOR HIGH SCHOOL GENPHYS2.pptxGENERAL PHYSICS 2 REFRACTION OF LIGHT SENIOR HIGH SCHOOL GENPHYS2.pptx
GENERAL PHYSICS 2 REFRACTION OF LIGHT SENIOR HIGH SCHOOL GENPHYS2.pptx
 
Quarter 4_Grade 8_Digestive System Structure and Functions
Quarter 4_Grade 8_Digestive System Structure and FunctionsQuarter 4_Grade 8_Digestive System Structure and Functions
Quarter 4_Grade 8_Digestive System Structure and Functions
 
The Sensory Organs, Anatomy and Function
The Sensory Organs, Anatomy and FunctionThe Sensory Organs, Anatomy and Function
The Sensory Organs, Anatomy and Function
 
whole genome sequencing new and its types including shortgun and clone by clone
whole genome sequencing new  and its types including shortgun and clone by clonewhole genome sequencing new  and its types including shortgun and clone by clone
whole genome sequencing new and its types including shortgun and clone by clone
 
Forensic limnology of diatoms by Sanjai.pptx
Forensic limnology of diatoms by Sanjai.pptxForensic limnology of diatoms by Sanjai.pptx
Forensic limnology of diatoms by Sanjai.pptx
 
Interferons.pptx.
Interferons.pptx.Interferons.pptx.
Interferons.pptx.
 
DNA isolation molecular biology practical.pptx
DNA isolation molecular biology practical.pptxDNA isolation molecular biology practical.pptx
DNA isolation molecular biology practical.pptx
 
well logging & petrophysical analysis.pptx
well logging & petrophysical analysis.pptxwell logging & petrophysical analysis.pptx
well logging & petrophysical analysis.pptx
 
Introduction of Human Body & Structure of cell.pptx
Introduction of Human Body & Structure of cell.pptxIntroduction of Human Body & Structure of cell.pptx
Introduction of Human Body & Structure of cell.pptx
 
Science (Communication) and Wikipedia - Potentials and Pitfalls
Science (Communication) and Wikipedia - Potentials and PitfallsScience (Communication) and Wikipedia - Potentials and Pitfalls
Science (Communication) and Wikipedia - Potentials and Pitfalls
 
final waves properties grade 7 - third quarter
final waves properties grade 7 - third quarterfinal waves properties grade 7 - third quarter
final waves properties grade 7 - third quarter
 
Replisome-Cohesin Interfacing A Molecular Perspective.pdf
Replisome-Cohesin Interfacing A Molecular Perspective.pdfReplisome-Cohesin Interfacing A Molecular Perspective.pdf
Replisome-Cohesin Interfacing A Molecular Perspective.pdf
 
Explainable AI for distinguishing future climate change scenarios
Explainable AI for distinguishing future climate change scenariosExplainable AI for distinguishing future climate change scenarios
Explainable AI for distinguishing future climate change scenarios
 
6.1 Pests of Groundnut_Binomics_Identification_Dr.UPR
6.1 Pests of Groundnut_Binomics_Identification_Dr.UPR6.1 Pests of Groundnut_Binomics_Identification_Dr.UPR
6.1 Pests of Groundnut_Binomics_Identification_Dr.UPR
 
6.2 Pests of Sesame_Identification_Binomics_Dr.UPR
6.2 Pests of Sesame_Identification_Binomics_Dr.UPR6.2 Pests of Sesame_Identification_Binomics_Dr.UPR
6.2 Pests of Sesame_Identification_Binomics_Dr.UPR
 
Observation of Gravitational Waves from the Coalescence of a 2.5–4.5 M⊙ Compa...
Observation of Gravitational Waves from the Coalescence of a 2.5–4.5 M⊙ Compa...Observation of Gravitational Waves from the Coalescence of a 2.5–4.5 M⊙ Compa...
Observation of Gravitational Waves from the Coalescence of a 2.5–4.5 M⊙ Compa...
 

Whole genome microbiology for Salmonella public health microbiology

  • 1. Revolutionising Public Health Reference Microbiology Using Whole Genome Sequencing: A Case Study with Salmonella Philip Ashton Bioinformatician, Gastrointestinal Bacteria Reference Unit
  • 2. 2 Salmonella WGS for Public Health PHE are using WGS as the routine test for Salmonella reference microbiology. All Salmonella isolates are being sequenced. No routine serotyping.
  • 4. 4 Salmonella WGS for Public Health Why do we want to implement WGS for Salmonella reference micro?
  • 5. 5 Salmonella WGS for Public Health > 38000 cases of Salmonella gastroenteritis in the UK per year, of which > 11000 report to their GP. Tam et al, 2011, Gut gut.2011.238386 Typhoidal Salmonella as well. 77 deaths in UK 2008, FSA Foodborne Disease Strategy
  • 6. 6 Salmonella WGS for Public Health Tom Innes & PT14b OCT ‘protecting and improving the nation’s health’.
  • 7. 7 Salmonella WGS for Public Health Previous typing method - serotyping Satheesh Nair
  • 8. 8 Salmonella WGS for Public Health David Powell
  • 9. 9 Salmonella WGS for Public Health PHE Salmonella surveillance data - http://bit.ly/1CdEOe0
  • 10. 10 Salmonella WGS for Public Health PHE Salmonella surveillance data - http://bit.ly/1CdEOe0
  • 11. Salmonella is a major public health issue. Existing typing/subtyping has limited phylogenetic insight. Need higher resolution typing methods (WGS) for monitoring trends and detecting outbreaks. Unique opportunity for global data sharing 11 Summary – why WGS? Salmonella WGS for Public Health
  • 12. 12 Salmonella WGS for Public Health How will WGS based Salmonella reference microbiology work?
  • 13. WGS implementation at PHE 2011- 2015 2 MiSeq machines 2 HiSeq 2500 high-throughput machines Capacity > 3,000 genomes per week + PHE investment in WGS: financial, laboratory, bioinformatics, data handling, staff training = Salmonella WGS for Public Health13
  • 14. Identification / Mixed – kmer gateway K-mer Gateway 14 Acetobacter Acinetobacter Actinomyces Aeromonas Aggregatibacter Bacillus Bacteroides Bartonella Bifidobacterium Bordetella Borrelia Brucella Burkholderia Campylobacter Chlamydia Chlamydophila Clostridium Corynebacterium Desulfovibrio Enterobacter Enterococcus Escherichia Francisella Fusobacterium Gardnerella Gordonia Haemophilus Helicobacter Klebsiella Lactobacillus Legionella Leptospira Leuconostoc Listeria Morganella Mycobacterium Mycoplasma Neisseria Nocardia Paenibacillus Prevotella Propionibacterium Pseudomonas Rhizobium Rhodococcus Rickettsia Salmonella Shewanella Shigella Staphylococcus Streptococcus Streptomyces Treponema Ureaplasma Vibrio Yersinia Off all the k-mers of length 18 in each reference genome what percentage are in our sequencing reads? Can be used to identify cross species contamination. Salmonella WGS for Public Health 99.7% accurate subspeciation
  • 15. 15 Salmonella WGS for Public Health Serotype inferred via MLST Satheesh Nair Achtman et al., 2012
  • 16. MLST to infer serotype 16 Method Short Read Sequence Typing ST (and eburst group) Serotype Result Inouye et al., 2012 6887 strains with WGS and pheno 6616 (96%) results matched Salmonella WGS for Public Health 2 serotypes – 1 ST/EBG Lab error No ST/serotype lookup
  • 17. Novel Sequence Types 17 Salmonella WGS for Public Health SISTR/SeqSero
  • 18. 18 Salmonella WGS for Public Health Challenges: • Many different eburst groups (of STs) – have to be analysed separately • Hundreds of strains a week • Rapid, hands-off analysis Solution – SnapperDB: Most common serotypes – SNP typing Sample FASTQs (with ST) EBG 1 - Typhimuriumdb db db db db EBG 4 - Enteritidis EBG 13 - Typhi EBG 3 - Newport EBG 11 – Paratyphi A … 30 mins - parallel 5 min – 1 hour
  • 19. 19 Salmonella WGS for Public Health What will be the output of WGS for Salmonella reference micro?
  • 20. • Example of use in outbreak – PT14b • Strain characterisation – antibiotic resistance profile • Future perspectives 20 Salmonella WGS for Public Health
  • 21. Salmonella NGS at PHE Salmonella Enteritidis Phage Type 14b International outbreak Tom Inns/PT14b Outbreak Control Team – Inns et al., Eurosurveillance, 2015
  • 22. 22 Salmonella WGS for Public Health 0.02 * * * OUTBREAK 4 OUTBREAK 2 * OUTBREAK 3 OUTBREAK 3 OUTBREAK 2 OUTBREAK 3 OUTBREAK 5 * OUTBREAK 2 OUTBREAK 3 OUTBREAK 3 OUTBREAK 1 OUTBREAK 4 * * * OUTBREAK 3 OUTBREAK 3 OUTBREAK 3 OUTBREAK 1 * OUTBREAK 4 OUTBREAK 3 OUTBREAK 3 OUTBREAK 3 * * OUTBREAK 1 OUTBREAK 2 OUTBREAK 1 OUTBREAK 4 * OUTBREAK 1 OUTBREAK 3 OUTBREAK 4 OUTBREAK 2 OUTBREAK 4 * OUTBREAK 3 OUTBREAK 3 OUTBREAK 1 OUTBREAK 3 OUTBREAK 3 OUTBREAK 5 * OUTBREAK 3 OUTBREAK 3 OUTBREAK 1 OUTBREAK 4 OUTBREAK 3 OUTBREAK 2 * OUTBREAK 2 OUTBREAK 3 OUTBREAK 2 OUTBREAK 4 * OUTBREAK 3 * * OUTBREAK 3 * OUTBREAK 3 OUTBREAK 3 * * OUTBREAK 3 OUTBREAK 3 OUTBREAK 3 OUTBREAK 4 OUTBREAK 3 OUTBREAK 3 OUTBREAK 2 OUTBREAK 2 OUTBREAK 3 * OUTBREAK 2 OUTBREAK 5 * OUTBREAK 2 * * OUTBREAK 1 OUTBREAK 1 OUTBREAK 3 OUTBREAK 2 * OUTBREAK 2 OUTBREAK 1 OUTBREAK 3 * OUTBREAK 2 * OUTBREAK 2 OUTBREAK 1 * OUTBREAK 3 * OUTBREAK 1 * * OUTBREAK 1 OUTBREAK 3 OUTBREAK 3 * * OUTBREAK 3 OUTBREAK 3 * OUTBREAK 1 OUTBREAK 3 * OUTBREAK 4 * OUTBREAK 3 OUTBREAK 3 OUTBREAK 1 * OUTBREAK 4 * OUTBREAK 3 * OUTBREAK 3 * OUTBREAK 3 * * * OUTBREAK 1 OUTBREAK 2 OUTBREAK 3 OUTBREAK 3 OUTBREAK 2 * OUTBREAK 4 OUTBREAK 1 * OUTBREAK 1 * * * OUTBREAK 3 * * * OUTBREAK 2 * OUTBREAK 3 OUTBREAK 3 OUTBREAK 3 OUTBREAK 3 * * OUTBREAK 4 * OUTBREAK 3 OUTBREAK 3 OUTBREAK 3 OUTBREAK 1 OUTBREAK 3 OUTBREAK 1 OUTBREAK 4 * OUTBREAK 5 OUTBREAK 1 OUTBREAK 3 * OUTBREAK 4 * * * * OUTBREAK 1 OUTBREAK 3 OUTBREAK 3 OUTBREAK 4 OUTBREAK 2 OUTBREAK 2 * * * OUTBREAK 3 OUTBREAK 3 OUTBREAK 3 OUTBREAK 3 * OUTBREAK 3 * OUTBREAK 4 * * OUTBREAK 5 OUTBREAK 4 * * OUTBREAK 2 * OUTBREAK 3 * OUTBREAK 2 * OUTBREAK 2 OUTBREAK 4 OUTBREAK 4 OUTBREAK 5 * OUTBREAK 5 OUTBREAK 3 * OUTBREAK 4 OUTBREAK 1 * OUTBREAK 4 OUTBREAK 4 OUTBREAK 1 * * * OUTBREAK 5 OUTBREAK 2 * OUTBREAK 1 * * OUTBREAK 3 OUTBREAK 1 OUTBREAK 3 OUTBREAK 3 OUTBREAK 3 * OUTBREAK 3 * * OUTBREAK 1 OUTBREAK 1 * * OUTBREAK 1 * * OUTBREAK 1 OUTBREAK 4 * * OUTBREAK 3 OUTBREAK 4 * * * * OUTBREAK 2 * * OUTBREAK 4 OUTBREAK 3 * * OUTBREAK 1 OUTBREAK 1 * * OUTBREAK 4 OUTBREAK 3 * OUTBREAK 4 OUTBREAK 3 * OUTBREAK 3 OUTBREAK 4 OUTBREAK 2 OUTBREAK 1 * * OUTBREAK 4 * * OUTBREAK 4 OUTBREAK 4 OUTBREAK 4 OUTBREAK 1 OUTBREAK 3 * OUTBREAK 1 OUTBREAK 1 * * * OUTBREAK 2 * * OUTBREAK 3 OUTBREAK 2 * * OUTBREAK 3 OUTBREAK 1 OUTBREAK 4 * * OUTBREAK 2 OUTBREAK 2 * OUTBREAK 3 OUTBREAK 3 OUTBREAK 3 OUTBREAK 2 * * * OUTBREAK 1 OUTBREAK 3 * OUTBREAK 3 * OUTBREAK 4 OUTBREAK 5 OUTBREAK 1 OUTBREAK 1 * * * * OUTBREAK 3 OUTBREAK 3 OUTBREAK 1 * * OUTBREAK 3 * OUTBREAK 4 OUTBREAK 1 OUTBREAK 2 OUTBREAK 3 * OUTBREAK 3 OUTBREAK 1 OUTBREAK 3 * * * OUTBREAK 4 OUTBREAK 1 OUTBREAK 1 OUTBREAK 1 OUTBREAK 3 * OUTBREAK 4 OUTBREAK 4 OUTBREAK 3 OUTBREAK 1 * * * OUTBREAK 3 * * * OUTBREAK 2 * OUTBREAK 4 OUTBREAK 1 81094_H14372077201-1 OUTBREAK 2 OUTBREAK 2 OUTBREAK 3 * * OUTBREAK 1 OUTBREAK 2 * OUTBREAK 3 OUTBREAK 3 * OUTBREAK 3 OUTBREAK 3 OUTBREAK 2 OUTBREAK 1 * OUTBREAK 2 OUTBREAK 3 * OUTBREAK 3 OUTBREAK 3 OUTBREAK 3 OUTBREAK 1 OUTBREAK 4 OUTBREAK 3 * OUTBREAK 1 OUTBREAK 3 * * * * OUTBREAK 4 OUTBREAK 3 * OUTBREAK 1 * * OUTBREAK 3 OUTBREAK 4 * * OUTBREAK 3 * * OUTBREAK 1 * * OUTBREAK 1 OUTBREAK 2 OUTBREAK 4 OUTBREAK 4 OUTBREAK 2 OUTBREAK 3 OUTBREAK 1 * OUTBREAK 3 OUTBREAK 3 OUTBREAK 3 OUTBREAK 2 * OUTBREAK 1 OUTBREAK 3 OUTBREAK 3 OUTBREAK 2 0.02 * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * ** * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * ** * * * * * * * * * * * * ** * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * Hospital – W.Mids Kebab Grill - London Chinese Restaurant - Wessex Chinese Restaurant - Cheshire Chinese Restaurant - Lancashire Tim Dallman, Tom Inns, Thibaut Jombart
  • 24. 24 Phenotype S Phenotype R Error% Genotype S Genotype R Genotype R Genotype S CHL 580 2 39 3 0.78 SUL 466 1 149 8 1.40 TET 467 3 151 3 0.93 TMP 562 3 57 2 0.78 AMP 484 5 134 1 0.93 CTX/CAZ 618 1 5 0 0.16 CPR 619 1 4 0 0.16 FOX 612 0 7 5 0.78 CIP 478 4 138 4 1.25 NAL 485 2 127 10 1.87 GEN 608 1 14 1 0.31 TOB 613 2 8 1 0.47 AMK 622 0 1 1 0.16 STR 486 18 119 1 2.96 7700 43 953 40 0.95 AMS: Genotype vs phenotype Major errors Very major errors Michel Doumith/Martin Day Validation : 642 Salmonella strains Resistance : 57.5 % susceptible 24.7 % multi-resistant (> 2 classes) Salmonella WGS for Public Health
  • 25. Future perspectives 25 Salmonella WGS for Public Health • Move from MLST to kmer/phylogenetic placement for sorting before SNP analysis, especially for Enteritidis. • MinION sequencing: • Outbreak investigation (Quick, Ashton et al., Genome Biology, 2015, v16, p114), • Solving complex + interesting regions of the genome (Ashton, Nair et al., Nature Biotech, 2015, v33, p296) • Live streaming of sequencing data – google ‘Loman labs’ • National (One Health) and international (GenomeTrakr) real-time collaborations
  • 26. Summary • WGS is a single test – multiple assays • Better quality information than existing tests • Evolutionary and phylogentic insight Salmonella WGS for Public Health26
  • 27. Acknowledgements 27 Salmonella WGS for Public Health Microbiology Elizabeth de Pinna, Tansy Peters, Satheesh Nair, Martin Day, Anna Lewis, Tim Dallman, Kathie Grant and other staff in the Salmonella lab Epidemiology Alison Waldram (FETP), Richard Elson, Chris Lane, Tom Inns Genomic Services Unit Cath Arnold and team Bioinformatics Unit Jonathon Green, Anthony Underwood, Rediat Tewolde, et al.

Editor's Notes

  1. Reporting ratio higher than Campy, Noro or Rota – more serious disease?
  2. Investigate outbreaks and look at underlying epidemiology. How do we currently do the outbreaks – exceedence based on phage typing, problems with these. The underlying epi is also examined using the same level of resolution, that got us this far (big decrease), but this decrease is now flattening out, WGS can help us decrease further.
  3. 50% of salmonella received are enteritidis or typhimurium
  4. The reason why we need WGS for Salmonella control, is that, although over the past 20 years Salmonella control has been a great success, largely due to control in egg layers and breeder flocks. This has been a remarkable success.
  5. However, If we look in more detail at the last few years, the rate of decrease is flattening out. Perhaps if we want to keep decreasing Salmonella in the UK, we need to employ new tools to help us speed up the rate of decrease. Traditional typing has got us this far, need something with higher resolution to help us speed up this downward trend. I will give a couple of examples of how I think WGS will help us do this later on.
  6. Serotype is the lingua franca of the salmonella world, backwards compatibility is important.