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GenomeTrakr: A Pathogen Database Marc W. Allard, PhD Senior Biomedical Research Services Officer Division of Microbiology FAO Expert workshop to develop case studies on the use of Whole Genome Sequencing (WGS) on food safety managment. Nov. 12, 2015 Eric W. Brown, PhD Director Division of Microbiology
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GenomeTrakr: A Pathogen Database - ICMSF · GenomeTrakr: A Pathogen Database. Marc W. Allard, PhD. Senior Biomedical Research . Services Officer. Division of Microbiology. FAO Expert

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Page 1: GenomeTrakr: A Pathogen Database - ICMSF · GenomeTrakr: A Pathogen Database. Marc W. Allard, PhD. Senior Biomedical Research . Services Officer. Division of Microbiology. FAO Expert

GenomeTrakr: A Pathogen Database

Marc W. Allard, PhDSenior Biomedical Research Services OfficerDivision of Microbiology

FAO Expert workshop to develop case studies on the use of Whole Genome Sequencing (WGS) on food safety managment. Nov. 12, 2015

Eric W. Brown, PhDDirector Division of Microbiology

Page 2: GenomeTrakr: A Pathogen Database - ICMSF · GenomeTrakr: A Pathogen Database. Marc W. Allard, PhD. Senior Biomedical Research . Services Officer. Division of Microbiology. FAO Expert

Outline

• Technology shift

• GenomeTrakr: Reference database and pathogen detection pipeline

• Benefits to industry, growers, and distributers.

2

Page 3: GenomeTrakr: A Pathogen Database - ICMSF · GenomeTrakr: A Pathogen Database. Marc W. Allard, PhD. Senior Biomedical Research . Services Officer. Division of Microbiology. FAO Expert

Outline

• Technology shift

• GenomeTrakr: Reference database and pathogen detection pipeline

• Benefits to industry, growers, and distributers.

3

Page 4: GenomeTrakr: A Pathogen Database - ICMSF · GenomeTrakr: A Pathogen Database. Marc W. Allard, PhD. Senior Biomedical Research . Services Officer. Division of Microbiology. FAO Expert

Current method for pathogen identification

1. antigens are screened to identify serovar2. PFGE: genome is cut into pieces. Sizes of these pieces and

the banding patterns they determine discrimination within serovar.

4

PulseNethttp://www.cdc.gov/pulsenet/

Page 5: GenomeTrakr: A Pathogen Database - ICMSF · GenomeTrakr: A Pathogen Database. Marc W. Allard, PhD. Senior Biomedical Research . Services Officer. Division of Microbiology. FAO Expert

• WGS is high resolution 3-5 million data points are collected for each isolate

• WGS analyses are statistically robust Unlike PFGE patterns, WGS data can be analyzed in its

evolutionary context. Accurate and stable genetic changes within pathogen genomes enable us to pin point specific common sources of outbreak strains (farms, processing plants, food types, and geographic regions).

Source Tracking is Key Application

PFGE v/s WGS

Page 6: GenomeTrakr: A Pathogen Database - ICMSF · GenomeTrakr: A Pathogen Database. Marc W. Allard, PhD. Senior Biomedical Research . Services Officer. Division of Microbiology. FAO Expert

PFGE identical in red

NGS distinguishes geographical structure among closely related Salmonella Bareilly strains

Page 7: GenomeTrakr: A Pathogen Database - ICMSF · GenomeTrakr: A Pathogen Database. Marc W. Allard, PhD. Senior Biomedical Research . Services Officer. Division of Microbiology. FAO Expert

Same PFGEbut not part of the outbreak

Outbreak Isolates2-5 SNPs

SNP phylogeny for S. Bareilly strains

Page 8: GenomeTrakr: A Pathogen Database - ICMSF · GenomeTrakr: A Pathogen Database. Marc W. Allard, PhD. Senior Biomedical Research . Services Officer. Division of Microbiology. FAO Expert

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Page 9: GenomeTrakr: A Pathogen Database - ICMSF · GenomeTrakr: A Pathogen Database. Marc W. Allard, PhD. Senior Biomedical Research . Services Officer. Division of Microbiology. FAO Expert

S. Braenderup

Page 10: GenomeTrakr: A Pathogen Database - ICMSF · GenomeTrakr: A Pathogen Database. Marc W. Allard, PhD. Senior Biomedical Research . Services Officer. Division of Microbiology. FAO Expert

Outline

• Technology shift

• GenomeTrakr: reference database and pathogen detection pipeline

• Benefits to industry, growers, and distributers.

10

Page 11: GenomeTrakr: A Pathogen Database - ICMSF · GenomeTrakr: A Pathogen Database. Marc W. Allard, PhD. Senior Biomedical Research . Services Officer. Division of Microbiology. FAO Expert

• Bases of DNA (ATGC) are sequentially identified from a DNA template strand

• Next Generation Sequencing (NGS) extends this process across millions of reactions in a massive parallel fashion

• NGS involves rapid sequencing of large DNA stretches spanning entire genomes

– Technology shift– 3-5 million data points for each isolate

• Increasing availability and affordability of NGS is rapidly changing the face of microbiology

DNA Sequencing

$0

$500

$1,000

$1,500

$2,000

$2,500

$3,000

$3,500

2007 2008 2009 2010 2011 2012 2013

Cost per bacterial genome

Desk-top

FDA 1st

$70/genomein 2014

$40/genomein 2015 w/

Higher througputTechnology

Page 12: GenomeTrakr: A Pathogen Database - ICMSF · GenomeTrakr: A Pathogen Database. Marc W. Allard, PhD. Senior Biomedical Research . Services Officer. Division of Microbiology. FAO Expert
Page 13: GenomeTrakr: A Pathogen Database - ICMSF · GenomeTrakr: A Pathogen Database. Marc W. Allard, PhD. Senior Biomedical Research . Services Officer. Division of Microbiology. FAO Expert

GenomeTrakr Fast Facts• First distributed network of labs to utilize WGS

for pathogen identification

• GenomeTrakr network has sequenced more than 40,000 isolates, and closed more than 100 genomes through November 12, 2015.

• Currently sequencing more than 1,000 isolates a month

• The need for increased number of well characterized environmental (food, water, facility, etc.) sequences may outweigh the need for extensive clinical samples

Page 14: GenomeTrakr: A Pathogen Database - ICMSF · GenomeTrakr: A Pathogen Database. Marc W. Allard, PhD. Senior Biomedical Research . Services Officer. Division of Microbiology. FAO Expert

GenomeTrakr Labs• 14 federal labs

• 14 state and university labs

• 1 U.S. hospital lab

• 5 labs outside of the U.S.

• Collaborations with independent academic researchers

• More GenomeTrakr labs coming on-line

Page 15: GenomeTrakr: A Pathogen Database - ICMSF · GenomeTrakr: A Pathogen Database. Marc W. Allard, PhD. Senior Biomedical Research . Services Officer. Division of Microbiology. FAO Expert

15

Num

ber o

f Seq

uenc

es(a

s of

the

last

day

of t

he q

uarte

r)

Total Number of Sequences in the GenomeTrakr Database

2013 2014 2015

Average Number of SequencesAdded Per Month in 2013 = 184

Average Number of SequencesAdded Per Month in 2014 = 1,049

First sequences uploaded in Feb 2013

Public Health Englanduploads more than 8,000 Salmonella sequences

Page 16: GenomeTrakr: A Pathogen Database - ICMSF · GenomeTrakr: A Pathogen Database. Marc W. Allard, PhD. Senior Biomedical Research . Services Officer. Division of Microbiology. FAO Expert
Page 17: GenomeTrakr: A Pathogen Database - ICMSF · GenomeTrakr: A Pathogen Database. Marc W. Allard, PhD. Senior Biomedical Research . Services Officer. Division of Microbiology. FAO Expert

0

5

10

15

20

25

30

35

40

4 8 12 16 20 24 28 32 36 40 44 48 52 56 60 64 68

Timeline for Foodborne Illness InvestigationUsing Whole Genome Sequencing

Contaminated food enterscommerce

FDA, CDC, FSIS, and States use WGS in real-time and in parallel on clinical, food,

and environmental samples

Source of contaminationidentified early through WGS combined database queries

Averted Illnesses

Num

ber o

f Cas

es

Days

Page 18: GenomeTrakr: A Pathogen Database - ICMSF · GenomeTrakr: A Pathogen Database. Marc W. Allard, PhD. Senior Biomedical Research . Services Officer. Division of Microbiology. FAO Expert

MINIMAL PATHOGEN METADATA (FOODBORNE OUTBREAKS)

sample_nameorganismstrain/isolate

Category (attribute_package)1a) Clinical/Host-associated

1a1) specific_host1a2) isolation_source1a3) host-diseaseOR

1b) Environmental/Food/Other1b1) isolation_source

Food Industry can hold confidential metadata linked to public records

collection_date

Geographic location

6a) geo_loc_nameOR6b) lat_lon

collected by

Where

When

Who

What

Page 19: GenomeTrakr: A Pathogen Database - ICMSF · GenomeTrakr: A Pathogen Database. Marc W. Allard, PhD. Senior Biomedical Research . Services Officer. Division of Microbiology. FAO Expert

Immediate impacts of WGS to industry, growers, and distributers, countries, states.• Earlier intervention means: 1) Reduced amount of recalled product; 2) fewer sick patients which means fewer lawsuits; 3) less impact overall and minimal damage to

brand recognition.

Page 20: GenomeTrakr: A Pathogen Database - ICMSF · GenomeTrakr: A Pathogen Database. Marc W. Allard, PhD. Senior Biomedical Research . Services Officer. Division of Microbiology. FAO Expert
Page 21: GenomeTrakr: A Pathogen Database - ICMSF · GenomeTrakr: A Pathogen Database. Marc W. Allard, PhD. Senior Biomedical Research . Services Officer. Division of Microbiology. FAO Expert

Impacts to industry, growers, and distributers (continued).•Regular testing throughout network: 1) identifies specific suppliers that are introducing contaminants; 2) identifies whether contaminant is resident to a facility or

transient; 3) knowledge of where contaminant is coming from allows industry

to fix the problem based on scientific evidence.–Shift costs to the supplier who has introduced the contaminant.–How often is the root cause of the problem left unresolved

to occur again at a later date?

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Page 22: GenomeTrakr: A Pathogen Database - ICMSF · GenomeTrakr: A Pathogen Database. Marc W. Allard, PhD. Senior Biomedical Research . Services Officer. Division of Microbiology. FAO Expert

Background: CFSAN SNP PipelineDocumentation: http://snp-

pipeline.rtfd.org

Source Code: https://github.com/CFSAN-Biostatistics/snp-pipeline

PyPI Distribution: https://pypi.python.org/pypi/snp-

pipelinePettengill JB, Luo Y, Davis S, Chen Y, Gonzalez-Escalona N, Ottesen A, Rand H, Allard MW, Strain E. (2014) An evaluation of alternative methods for constructing phylogenies from whole genome sequence data: a case study with Salmonella. PeerJ 2:e620 http://dx.doi.org/10.7717/peerj.620

Intended for use by bioinformaticists (Linux)

Page 23: GenomeTrakr: A Pathogen Database - ICMSF · GenomeTrakr: A Pathogen Database. Marc W. Allard, PhD. Senior Biomedical Research . Services Officer. Division of Microbiology. FAO Expert

Molecular Epidemiology and Ecology of Multi-drug Resistance (MDR) Salmonella

in Tanzania

•Julius Medardus•Sokoine University of agriculture

•Wondwossen A. Gebreyes•[email protected]

Page 24: GenomeTrakr: A Pathogen Database - ICMSF · GenomeTrakr: A Pathogen Database. Marc W. Allard, PhD. Senior Biomedical Research . Services Officer. Division of Microbiology. FAO Expert

ICOPHAI GenomeTrakr partnership

Page 25: GenomeTrakr: A Pathogen Database - ICMSF · GenomeTrakr: A Pathogen Database. Marc W. Allard, PhD. Senior Biomedical Research . Services Officer. Division of Microbiology. FAO Expert

Salmonella lose or gain resistance depending on the ecosystem.

Environment- SSu(Gebreyes and Altier, 2002Gebreyes et al., 2004, 2009)

GIT- ACSSuT (Briggs and Fratamico, 1999)

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?

Page 26: GenomeTrakr: A Pathogen Database - ICMSF · GenomeTrakr: A Pathogen Database. Marc W. Allard, PhD. Senior Biomedical Research . Services Officer. Division of Microbiology. FAO Expert

What triggers the recombination?Interaction between bacterial factors and and

chemical intervention in pig production

ImportantElementIn MDR

CommonIn the

EnvironmentQAC

Quaternary ammonium compoundsqacE on integrons and Quats are commonly used as

disinfectants.

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Page 27: GenomeTrakr: A Pathogen Database - ICMSF · GenomeTrakr: A Pathogen Database. Marc W. Allard, PhD. Senior Biomedical Research . Services Officer. Division of Microbiology. FAO Expert

Co-selection: Heavy metal v. MDR

• Heavy metals in the ecosystem- Cu and Zn;• Assoc. b/n AMR-type and HM- MIC;• Co-selection with MDR; • Association with Invasive NTS strains?;• Efflux pump genes- pcoA and czcD;

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Page 28: GenomeTrakr: A Pathogen Database - ICMSF · GenomeTrakr: A Pathogen Database. Marc W. Allard, PhD. Senior Biomedical Research . Services Officer. Division of Microbiology. FAO Expert

Association- Heavy Metal tolerance and MDRSalmonella

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Odds ratio between copper tolerance (<20mM) and MDR AmStTeKm was 4.6 (Chi-square=17.9; P<0.05)

The odds of having a high Zn MIC (>8mM) were 14.66 times higher in isolates with R-type AmClStSuTe than in those with R-type AmStTeKm(P<0.05).

[Medardus et al., 2014]

Page 29: GenomeTrakr: A Pathogen Database - ICMSF · GenomeTrakr: A Pathogen Database. Marc W. Allard, PhD. Senior Biomedical Research . Services Officer. Division of Microbiology. FAO Expert

FDA GenomeTrakr partnership

924 isolates submittedto FDA-CFSAN • Brazil (4)• Ethiopia (401)• Kenya (86)• Mexico (63)• Tanzania (64)• Thailand (60)• U.S. –OSU (247)

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Page 30: GenomeTrakr: A Pathogen Database - ICMSF · GenomeTrakr: A Pathogen Database. Marc W. Allard, PhD. Senior Biomedical Research . Services Officer. Division of Microbiology. FAO Expert

Tanzania

• WGS- 45 food animal isolates completed • All Unknown STs• Plasmid types- ColRNAI, IncI1, IncI2, IncFII, ColpV2

(total 10)- Others?• Kentucky (16/ 45) and Not conforming with any

known type (n=8)• Pending- HM and biocide tolerance genes/ efflux

system…• Comparison with isolates of human origin?

Page 31: GenomeTrakr: A Pathogen Database - ICMSF · GenomeTrakr: A Pathogen Database. Marc W. Allard, PhD. Senior Biomedical Research . Services Officer. Division of Microbiology. FAO Expert

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COMPARE is a large EU project with the intention to speed up the detection of and response to disease outbreaks among humans and animals worldwide through the use of new genome technology.The above figure represents genomic information as the pathogen-independent language across locations, sectors and time.

http://www.compare-europe.eu/

CoordinatorFrank M. AarestrupTechnical University of DenmarkNational Food [email protected]: +45 35 88 62 81

Co-CoordinatorMarion KoopmansErasmus Medical CentreDepartment of [email protected]: +31 10 70 44 066

Page 32: GenomeTrakr: A Pathogen Database - ICMSF · GenomeTrakr: A Pathogen Database. Marc W. Allard, PhD. Senior Biomedical Research . Services Officer. Division of Microbiology. FAO Expert

Whole Genome Sequencing Program (WGS)

http://www.fda.gov/Food/FoodScienceResearch/WholeGenomeSequencingProgramWGS/default.htm#trakr

GenomeTrakr• State and Federal laboratory network

collecting and sharing genomic data from foodborne pathogens

• Distributed sequencing based network• Partner with NIH • Open-access genomic reference

database• http://www.ncbi.nlm.nih.gov/bioproject/183844

• Can be used to find the contamination sources of current and future outbreaks

Page 33: GenomeTrakr: A Pathogen Database - ICMSF · GenomeTrakr: A Pathogen Database. Marc W. Allard, PhD. Senior Biomedical Research . Services Officer. Division of Microbiology. FAO Expert

For more information:• For information about joining the

GenomeTrakr network as a sequencing lab, providing isolates to a current member lab for sequencing, or using the GenomeTrakr database as a research tool, please contact FDA at [email protected]

Page 34: GenomeTrakr: A Pathogen Database - ICMSF · GenomeTrakr: A Pathogen Database. Marc W. Allard, PhD. Senior Biomedical Research . Services Officer. Division of Microbiology. FAO Expert

FDASteven Musser Patrick McDermott Ruth TimmeMarc Allard Peter Evans Eric BrownJustin Payne Charlie Wang Rebecca BellChristine Keys Errol Strain Yan LuoJames Pettengill Hugh Rand Darcy Hanes Gopal Gopinathrao Chis Grim Palmer OrlandiDavid Melka Cary Pirone Davies Justin PayneMaria Hoffman Eric Stevens Andrea OttesenTim McGrath Don Burr Jie ZhengCong Li George Kastanis Tim MuravundaShaohua Zhao

National Institutes of health (NCBI)David Lipman Jim Ostell William KlimkeMartin Shumway Richa Agarwala

State Health LabsBill Wolfgang (NY) Dave Boxrud (MN) Anita Wright (FL)Elizabeth Driebe (AZ) Angela Fritzinger (VA)Ailyn Perez-Osorio (WA) More to come…….

USDADavid Goldman Kristin Holt

IlluminaSusan Knowles Omayma Al-Awar Kelly Hoon

With Additional Thanks….

And a Growing Cast of Colleagues….

Page 35: GenomeTrakr: A Pathogen Database - ICMSF · GenomeTrakr: A Pathogen Database. Marc W. Allard, PhD. Senior Biomedical Research . Services Officer. Division of Microbiology. FAO Expert

ORA OCC OFS OC OAO OFVM/SRSC CFSAN CDERCBER CDRH CVM NCTR FDA CHIEF SCIENTIST OIP OARSASCIENCE BOARD IAS FFC FERN JIFSAN ADVISORY COMMITTEE IFSHMOFFETT CENTER CIO DAUPHIN ISLAND CFSAN-OCD CORE WESTERN CENTER

INTERNAL FDA STAKEHOLDERS

FDLIGMAVaFSTFCDCFBIPULSENET-LATIN AM.AM. ACAD MICROBIOLASMFSISARSUNIV VERMONTMINN DOHAZ DOHUNIV FLVA DOHWA DOHTX DOHNY AG LABIRISH FSANOVA SE UNIVIGS BALTIMOREINFORM MEETINGHONGKONG POLYT U

NISTITALIAN FSAEFSAWHO-FOOD SAFETT DIR.WHO-GFNCDC-EUEMERGING INFECTIOUS DIS CONFDANISH TECH UNIVNM STATE UNIV/ NM DOHCARLOS MALBRAN INST/ARGST COULD UNIV/FOOD MICROSENASICAGMINY DOH/WADSWORTH CENTUNIV HAMBURGCHINA CDCNESTLEFERA-UKMD DOHIAFPAPHLAFDOBELGIUM

VaTechUS ARMYUS NAVYMELBOURNE FSA (AUS)UNIV NEBRASKAPUBLIC HEALTH ENGLANDDHSDELMARVA TASKFORCEPENN STATE FOOD SCIENCEPROD MAN ASSOCILLUMINAUNIV IRELAND/DUBLIN COLLEGENCBI/NIHGSRS GLOBAL SUMMITFAO/OIEPUBLIC HEALTH CANADACFIAHEALTH CANADAINTL VTEC MEETINGCPS-GAAOACUNITED FRESHCOLUMBIA

HAWAII DOHCA DOHALASKA DOHSOUTH DAK UNIVUNIV GAUNIV IOWA/DOHUNIV CHILEBRAZILOSU VETNETTURKEYMEXICOIEHSILLAKERNEW ENG BIOLABPACIFIC BIOCLC-BIO/QIAGENCON-AGRADUPONTAGILENTUC-DAVISHARVARD MEDINFORM MEETINGTHAILAND

Page 36: GenomeTrakr: A Pathogen Database - ICMSF · GenomeTrakr: A Pathogen Database. Marc W. Allard, PhD. Senior Biomedical Research . Services Officer. Division of Microbiology. FAO Expert

FDA\CFSAN Validation Efforts1. Technical Performance

Accuracy: Salmonella LT2 and Agona SL4832. Intralaboratory variation, sequencing platform

Salmonella Montevideo (180+ runs)3. Interlaboratory variation

Salmonella Braenderup BAA-664 (PFGE control), ISO/CEN4. Bioinformatics Pipeline

Software ValidationCollaborations w/ Canada, CDC, NIH/NCBI

Page 37: GenomeTrakr: A Pathogen Database - ICMSF · GenomeTrakr: A Pathogen Database. Marc W. Allard, PhD. Senior Biomedical Research . Services Officer. Division of Microbiology. FAO Expert

Salmonella BraenderupInterlaboratory Study

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Page 38: GenomeTrakr: A Pathogen Database - ICMSF · GenomeTrakr: A Pathogen Database. Marc W. Allard, PhD. Senior Biomedical Research . Services Officer. Division of Microbiology. FAO Expert

Salmonella Braenderup

Page 39: GenomeTrakr: A Pathogen Database - ICMSF · GenomeTrakr: A Pathogen Database. Marc W. Allard, PhD. Senior Biomedical Research . Services Officer. Division of Microbiology. FAO Expert

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Salmonella BraenderupEnvironmental Samples from Florida

Contract Lab → FDA\CFSAN

FDA\CFSAN (454)