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WGS SERIES: Whole Genome Sequencing in the Industry Case Studies April 29, 2020

WGS SERIES: Whole Genome Sequencing in the …...• 16S and metagenomics: microbial ecology • Transcriptomics: what genes are being up or down regulated Integration with other NGS

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Page 1: WGS SERIES: Whole Genome Sequencing in the …...• 16S and metagenomics: microbial ecology • Transcriptomics: what genes are being up or down regulated Integration with other NGS

WGS SERIES:Whole Genome Sequencing in the Industry

Case Studies

April 29, 2020

Page 2: WGS SERIES: Whole Genome Sequencing in the …...• 16S and metagenomics: microbial ecology • Transcriptomics: what genes are being up or down regulated Integration with other NGS

Brought To You By:

Page 3: WGS SERIES: Whole Genome Sequencing in the …...• 16S and metagenomics: microbial ecology • Transcriptomics: what genes are being up or down regulated Integration with other NGS

Webinar Logistics

• Everyone is muted• Questions will be addressed during the Q&A session at the end of the

presentation• The presentation is being recorded• The recording/slides will be distributed following the presentation• Adjourn (60 minutes)• There will be 3 important survey questions at the conclusion of this

webinar. Your response is appreciated

Page 4: WGS SERIES: Whole Genome Sequencing in the …...• 16S and metagenomics: microbial ecology • Transcriptomics: what genes are being up or down regulated Integration with other NGS

Speaker

Dr. Maggie WeinrothDr. Weinroth is currently a postdoctoral researcher at the USDA ARS US

Meat Animal Research Center focusing on the integration of big data and sequencing technologies in meat safety. Her work encompasses the use of metagenomics to describe novel animal associated microbiomes

and the effect of management practices on microbiomes and resistomes of food animals.

Page 5: WGS SERIES: Whole Genome Sequencing in the …...• 16S and metagenomics: microbial ecology • Transcriptomics: what genes are being up or down regulated Integration with other NGS

Non-regulatory uses of Whole Genome

Sequencing (WGS) in the meat industry

Maggie Weinroth, Ph.D. USMARC ARS USDA

[email protected]

Page 6: WGS SERIES: Whole Genome Sequencing in the …...• 16S and metagenomics: microbial ecology • Transcriptomics: what genes are being up or down regulated Integration with other NGS

Outside of regulation, what can WGS be used for in the meat industry?

Characterization

Traceability

Integration with other NGS technologies

…monitoring programs rely on classical microbiological methods but may be complemented by molecular-based methods to obtain a more precise view of the hygienic state of the environment and a much more extended view of the ecological richness…

https://doi.org/10.1016/j.ijfoodmicro.2017.11.007

-Rantsiou et al. 2018

Page 7: WGS SERIES: Whole Genome Sequencing in the …...• 16S and metagenomics: microbial ecology • Transcriptomics: what genes are being up or down regulated Integration with other NGS

Characterization

• The nucleotide level of resolution afforded by WGS is unparalleled

• As more industries and stakeholders partake in WGS, more information on gene annotation and function can be gathered

• Once a genome is subjected to WGS, gene presence and absence can be assessed:

• Heat / Sanitizer resistance• Antibiotic Resistance • Virulence factors

Page 8: WGS SERIES: Whole Genome Sequencing in the …...• 16S and metagenomics: microbial ecology • Transcriptomics: what genes are being up or down regulated Integration with other NGS

Characterization: Heat Resistance1. Classified heat resistance vs. not

2. Find differences between groups

3. Put suspected heat resistance genes in susceptible E. coli

Page 9: WGS SERIES: Whole Genome Sequencing in the …...• 16S and metagenomics: microbial ecology • Transcriptomics: what genes are being up or down regulated Integration with other NGS

Traceability

• In facility traceability vs. traceability within a food system

• Persistence vs. new arrivals • Forward and backward

source determination

Page 10: WGS SERIES: Whole Genome Sequencing in the …...• 16S and metagenomics: microbial ecology • Transcriptomics: what genes are being up or down regulated Integration with other NGS

Traceability: looking to other industries

Page 11: WGS SERIES: Whole Genome Sequencing in the …...• 16S and metagenomics: microbial ecology • Transcriptomics: what genes are being up or down regulated Integration with other NGS

Integration with other NGS technologies

• WGS can be paired with other technologies to give an even more clear picture of what is happening

• 16S and metagenomics: microbial ecology

• Transcriptomics: what genes are being up or down regulated

Page 12: WGS SERIES: Whole Genome Sequencing in the …...• 16S and metagenomics: microbial ecology • Transcriptomics: what genes are being up or down regulated Integration with other NGS

Integration with other NGS

Page 13: WGS SERIES: Whole Genome Sequencing in the …...• 16S and metagenomics: microbial ecology • Transcriptomics: what genes are being up or down regulated Integration with other NGS

WGS looking forward

You can not manage what you don’t measure

Transition from characterization to intervention

Page 14: WGS SERIES: Whole Genome Sequencing in the …...• 16S and metagenomics: microbial ecology • Transcriptomics: what genes are being up or down regulated Integration with other NGS

Speaker

Dr. Scott HoodDr. Hood is the Director of Food Safety for the General Mills Global Scientific & Regulatory Affairs team. Dr. Hood has been an active leader in initiatives related to the microbiological safety of food,

including; the National Advisory Committee on the Microbiological Criteria for Food, the GMA Microbiological Safety Committee and

the University of Georgia Center for Food Safety.

Page 15: WGS SERIES: Whole Genome Sequencing in the …...• 16S and metagenomics: microbial ecology • Transcriptomics: what genes are being up or down regulated Integration with other NGS

15

Whole Genome Sequencing

Case Studies – Dry Products

April 2020

Scott Hood

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16

Disclaimer

• General Mills does not use routinely whole genome sequencing (WGS).

• The case studies presented today includes investigations initiated to better understand the use of WGS and how it might be applied in the future.

• We operate with standards that require the area is cleaned and sanitized when environmental monitoring detects Salmonella or Listeria sp,. In addition, vector sampling is used to determine if Salmonella or Listeria can be found in adjacent areas. An escalation plan is in place if Salmonella or Listeria sp is found again.

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17

Case Study Salmonella in environment of Dry, NRTE Product

Retrospective Analysis

Environmental Monitoring• Repeat

findings of Salmonella

Strain Characterization

• Serotyping• Ribotyping

Accelerate Remediation• Cleaning• Sanitizing• Capital

Improvements

WGS• Confirmed

persistent strain

Remediation

Page 18: WGS SERIES: Whole Genome Sequencing in the …...• 16S and metagenomics: microbial ecology • Transcriptomics: what genes are being up or down regulated Integration with other NGS

18

Case StudyListeria in environment of Dry, RTE product

Investigation

Environmental Monitoring• Repeat

findings of Listeria sp

Escalate • Test for Lm• Confirmed Lm

WGS• Confirm

persistent strain

Accelerate Remediation• Increased

sampling• Capital

Improvements

Remediation

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19

1

2

3

Key Questions

Is the methodology and interpretation of the data sufficiently validated?

Methodology

Other Methods for Strain

CharacterizationDoes WGS data change the way we react?

Regulatory Risk

Does WGS data have to potential increase regulatory risk?

Page 20: WGS SERIES: Whole Genome Sequencing in the …...• 16S and metagenomics: microbial ecology • Transcriptomics: what genes are being up or down regulated Integration with other NGS

20

Thank You

Page 21: WGS SERIES: Whole Genome Sequencing in the …...• 16S and metagenomics: microbial ecology • Transcriptomics: what genes are being up or down regulated Integration with other NGS

Speaker

Dr. Martin WiedmannDr. Wiedmann is a Professor of Food Safety at Cornell University and

the Co-director of the New York State Integrated Food Safety Center of Excellence. He’s received 4 awards over the years for his work from

different well renowned organization such as the American Academy of Microbiology and International Life Science Institute.

Page 22: WGS SERIES: Whole Genome Sequencing in the …...• 16S and metagenomics: microbial ecology • Transcriptomics: what genes are being up or down regulated Integration with other NGS

Whole genome sequencing (WGS) applications to seafood, produce, and dairy

Martin Wiedmann, Dr. med. vet., Ph.D.Gellert Family Professor of Food Safety

Department of Food ScienceCornell University, Ithaca, NYE-mail: [email protected]

Phone: 607-254-2838

Page 23: WGS SERIES: Whole Genome Sequencing in the …...• 16S and metagenomics: microbial ecology • Transcriptomics: what genes are being up or down regulated Integration with other NGS

Take home messages

• Make sure someone in your organization knows how to use the NCBI Pathogen Detection database

• Have a serious discussion about use of subtyping as part of your environmental monitoring programs

• Can be WGS or another reliable approach • Consider WGS for root cause analysis of microbial pathogens

(beyond Listeria, Salmonella, and E. coli) and spoilage issues• Do a WGS pilot to test potential partners (labs etc.)

Page 24: WGS SERIES: Whole Genome Sequencing in the …...• 16S and metagenomics: microbial ecology • Transcriptomics: what genes are being up or down regulated Integration with other NGS

Outline

• NCBI Pathogen Detection database• WGS applications to seafood

• Listeria tracking• WGS applications to produce

• Listeria tracking• WGS applications to dairy

• Listeria tracking (just kidding)• B. cereus• Pseudomonas spoilage

Page 25: WGS SERIES: Whole Genome Sequencing in the …...• 16S and metagenomics: microbial ecology • Transcriptomics: what genes are being up or down regulated Integration with other NGS

https://www.ncbi.nlm.nih.gov/pathogens

Page 26: WGS SERIES: Whole Genome Sequencing in the …...• 16S and metagenomics: microbial ecology • Transcriptomics: what genes are being up or down regulated Integration with other NGS
Page 27: WGS SERIES: Whole Genome Sequencing in the …...• 16S and metagenomics: microbial ecology • Transcriptomics: what genes are being up or down regulated Integration with other NGS

Summary of L. monocytogenes data on NCBI (release 1382, August 16,2019)

Total number of isolates Number of clusters

Number of unclustered isolates

(> 50 SNPs to any other isolate in the

DB)Number of human

clinical isolates

Number of environmental/food

isolates

28,285 2,492 5,508 9,857 18,428

Isolates in the same SNP cluster differ from at least one other isolate in the cluster by at most 50 SNPs.

Page 28: WGS SERIES: Whole Genome Sequencing in the …...• 16S and metagenomics: microbial ecology • Transcriptomics: what genes are being up or down regulated Integration with other NGS

Outline

• NCBI Pathogen Detection database• WGS applications to seafood

• Listeria tracking• WGS applications to produce

• Listeria tracking• WGS applications to dairy

• Listeria tracking (just kidding)• B. cereus• Pseudomonas spoilage

Page 29: WGS SERIES: Whole Genome Sequencing in the …...• 16S and metagenomics: microbial ecology • Transcriptomics: what genes are being up or down regulated Integration with other NGS

20.0

1750 1760 1770 1780 1790 1800 1810 1820 1830 1840 1850 1860 1870 1880 1890 1900 1910 1920 1930 1940 1950 1960 1970 1980 1990 2000 2010 2020

H1-0258 D

T1-0029 A

N1-0110 L

M6-1133 I

H1-0081 A

M6-0810 A

T1-0261 I

M6-0150 A

R9-4438 P

M6-0755 E

H6-0175 F

M6-0306 A

H1-0328 AM6-0594 H

N1-0051* A

N1-0254 M

H1-0221 C

N1-0400 C

R6-0909 N

N1-0255 C

R9-4443 J

V1-0142 A

L4-0166 E

H1-0193 AT1-0077 A

T1-0938 I

M6-0296 A

M6-1145 J

M6-0958 A

V1-0034 A

N1-0256 C

T1-0027 Q

N1-0053 A

1987

1983

1832

2004

1987

1991

1998

2001

1991

1981

1976

2006

1981

1986

1983

1982

20001985

1996

1985

1990

1976

19991970

1974 1984

1983

1958

1980

1992

1980

2008

Company starts productionin the new facility

Company expandsto an adjacent building

The same prophage is found in FSL N1-0256, FSL N1-0400, FSL H1-0221 and FSL N1-0255

Loss of prophage

Replacement of original prophage by a new prophage

Acquision of prophage

Legend key

(II)

(II)

(I, II)

WGS-based characterization of isolates obtained from a single facility over 17 years

Page 30: WGS SERIES: Whole Genome Sequencing in the …...• 16S and metagenomics: microbial ecology • Transcriptomics: what genes are being up or down regulated Integration with other NGS

Reduced quat sensitivity in L. monocytogenes strains obtained from a seafood processing plant

Strains Cluster“Quatresistance” genes (based on WGS

MIC* for

BC BZT CPC Weiquat

FSL H1-0506 1 None 1 mg/L 2 mg/L 1mg/L 0.001%

FSL M6-0204 1 qacH 3 mg/L 4 mg/L 3mg/L 0.004%

FSL H1-0322 2 bcrABC 4 mg/L 7 mg/L 3mg/L 0.004%

FSL T1-0027 3a bcrABC 3 mg/L 5 mg/L 2mg/L 0.004%

FSL T1-0077 3b bcrABC 3 mg/L 6 mg/L 2mg/L 0.004%

BC= benzalkonium chloride, BZT= benzethonium chloride, CPC= cetylpyridinium chloride; MIC value indicates conditions for which no growth was detected (at the detection threshold OD600nm 0.15) after 24 h of incubation.

Page 31: WGS SERIES: Whole Genome Sequencing in the …...• 16S and metagenomics: microbial ecology • Transcriptomics: what genes are being up or down regulated Integration with other NGS

Outline

• NCBI Pathogen Detection database• WGS applications to seafood

• Listeria tracking• WGS applications to produce

• Listeria tracking• WGS applications to dairy

• Listeria tracking (just kidding)• B. cereus• Pseudomonas spoilage

Page 32: WGS SERIES: Whole Genome Sequencing in the …...• 16S and metagenomics: microbial ecology • Transcriptomics: what genes are being up or down regulated Integration with other NGS

Use of WGS to understand L. monocytogenes transmission in produce chain

• Longitudinal sampling of produce packing houses• Packing houses typically receive intact produce items (apples, pears,

peaches, tomatoes, cucumbers, etc.), perform minimal manipulations (e.g., washing, sorting etc.) and than pack them

• Products may be received directly from fields or orchards or from storage facilities

Page 33: WGS SERIES: Whole Genome Sequencing in the …...• 16S and metagenomics: microbial ecology • Transcriptomics: what genes are being up or down regulated Integration with other NGS

Other LMEmpty bins

Full bin in

Brush bed

Dra

in b

y flu

me

Sort

Drain by dryer

Dryer

Totes

Tray pack4 lane sizer

Break Room

Walk ways

Drain

Overhead door

Flume

West Dock

East Dock

Palletize

3 lane sizer

Drain

AT 61

AT 67

Drain w/ PVC

Visit 1

Page 34: WGS SERIES: Whole Genome Sequencing in the …...• 16S and metagenomics: microbial ecology • Transcriptomics: what genes are being up or down regulated Integration with other NGS

Other LMEmpty bins

Full bin in

Brush bed

Dra

in b

y flu

me

Sort

Drain by dryer

Dryer

Totes

Tray pack4 lane sizer

Break Room

Walk ways

Drain

Overhead door

Flume

West Dock

East Dock

Palletize

3 lane sizer

AT 61

AT 67

Drain w/ PVC

Drain

Visit 2

Page 35: WGS SERIES: Whole Genome Sequencing in the …...• 16S and metagenomics: microbial ecology • Transcriptomics: what genes are being up or down regulated Integration with other NGS

Other LMEmpty bins

Full bin in

Brush bed

Dra

in b

y flu

me

Sort

Drain by dryer

Dryer

Totes

Tray pack4 lane sizer

Break Room

Walk ways

Drain

Overhead door

Flume

West Dock

East Dock

Palletize

3 lane sizer

AT 61

AT 67

Drain w/ PVC

Visit 3

Drain

Page 36: WGS SERIES: Whole Genome Sequencing in the …...• 16S and metagenomics: microbial ecology • Transcriptomics: what genes are being up or down regulated Integration with other NGS

Other LMEmpty bins

Full bin in

Brush bed

Dra

in b

y flu

me

Sort

Drain by dryer

Dryer

Totes

Tray pack4 lane sizer

Break Room

Walk ways

Drain

Overhead door

Flume

West Dock

East Dock

Palletize

3 lane sizer

AT 61

AT 67

Drain w/ PVC

Visit 4

Drain

Page 37: WGS SERIES: Whole Genome Sequencing in the …...• 16S and metagenomics: microbial ecology • Transcriptomics: what genes are being up or down regulated Integration with other NGS

Other LMEmpty bins

Full bin in

Brush bed

Dra

in b

y flu

me

Sort

Drain by dryer

Dryer

Totes

Tray pack4 lane sizer

Break Room

Walk ways

Drain

Overhead door

Flume

West Dock

East Dock

Palletize

3 lane sizer

AT 61

AT 67

Drain w/ PVC

Visit 5-7

Drain

Page 38: WGS SERIES: Whole Genome Sequencing in the …...• 16S and metagenomics: microbial ecology • Transcriptomics: what genes are being up or down regulated Integration with other NGS

LM-1 Visit 1 Pan on south end of brush bed

LM-2 Visit 2 Outlet of PVC pipe NW corner

LM-3 Visit 2 Inside of end pan by dryer

LM-4 Visit 3 Trench leading to square drain by dryer

LM-5 Visit 1 Square drain by flume of bin dumper

LM-6 Visit 2 Square drain by flume of bin dumper

LM-7 Visit 2 Trench leading to square drain

LM-8 Visit 3 – Pre-production Square drain by flume of bin dumper

0.0005

LM-1

LM-2

LM-3

LM-4

LM-5

LM-6

LM-7

LM-8

100

100

Cluster 3(0-5 SNPs)

Page 39: WGS SERIES: Whole Genome Sequencing in the …...• 16S and metagenomics: microbial ecology • Transcriptomics: what genes are being up or down regulated Integration with other NGS

AT 67LM-1 5 Visit 7 DrainLM-2 20c Visit 3 Catch PanLM-3 20c Visit 4 Catch PanLM-4 20 Visit 1 PVC PipeLM-5 20c Visit 2 Catch Pan

LM-1 LM-2 LM-3 LM-4 LM-5

LM-1 0 18 17 17 17

LM-2 18 0 1 1 1

LM-3 17 1 0 0 0

LM-4 17 1 0 0 0

LM-5 17 1 0 0 0

From a different operation!

Other studies also found evidence for re-introduction events when isolates from multiple facilities were investigated using WGS (e.g., Hurley et al., 2019. mSphere 4 (4))

Page 40: WGS SERIES: Whole Genome Sequencing in the …...• 16S and metagenomics: microbial ecology • Transcriptomics: what genes are being up or down regulated Integration with other NGS
Page 41: WGS SERIES: Whole Genome Sequencing in the …...• 16S and metagenomics: microbial ecology • Transcriptomics: what genes are being up or down regulated Integration with other NGS

In one case, isolates with < 3 SNP differences were found in retail delis in 3 different states

A cautionary tale

Page 42: WGS SERIES: Whole Genome Sequencing in the …...• 16S and metagenomics: microbial ecology • Transcriptomics: what genes are being up or down regulated Integration with other NGS
Page 43: WGS SERIES: Whole Genome Sequencing in the …...• 16S and metagenomics: microbial ecology • Transcriptomics: what genes are being up or down regulated Integration with other NGS
Page 44: WGS SERIES: Whole Genome Sequencing in the …...• 16S and metagenomics: microbial ecology • Transcriptomics: what genes are being up or down regulated Integration with other NGS

Outline

• NCBI Pathogen Detection database• WGS applications to seafood

• Listeria tracking• WGS applications to produce

• Listeria tracking• WGS applications to dairy

• Listeria tracking (just kidding)• B. cereus• Pseudomonas spoilage

Page 45: WGS SERIES: Whole Genome Sequencing in the …...• 16S and metagenomics: microbial ecology • Transcriptomics: what genes are being up or down regulated Integration with other NGS
Page 46: WGS SERIES: Whole Genome Sequencing in the …...• 16S and metagenomics: microbial ecology • Transcriptomics: what genes are being up or down regulated Integration with other NGS

50 shades of gray: Pseudomonas causes gray discoloration in HTST milk

Page 47: WGS SERIES: Whole Genome Sequencing in the …...• 16S and metagenomics: microbial ecology • Transcriptomics: what genes are being up or down regulated Integration with other NGS

Gene name Annotation

trpD Anthranilate phosphoribosyltransferase

trpF N-(5'-phosphoribosyl)anthranilate isomerase

trpA Tryptophan synthase alpha chain

trpB Tryptophan synthase beta chain

iolG Inositol 2-dehydrogenase/D-chiro-inositol 3-dehydrogenase

mdh Malate dehydrogenase

Peptidase M

Xylose Isomerase Domain-Containing Protein

degT Pleiotropic regulatory protein

Oxidoreductase Domain Protein

trpC Indole-3-glycerol phosphate synthase

solR Transcriptional activator protein solR

rhtB Homoserine/homoserine lactone efflux protein

Key gene unique to Pseudomonas causing gray (and blue) color defects

This reaction requires 3 oxygens!!

Page 48: WGS SERIES: Whole Genome Sequencing in the …...• 16S and metagenomics: microbial ecology • Transcriptomics: what genes are being up or down regulated Integration with other NGS

Take home messages

• Make sure someone in your organization knows how to use the NCBI Pathogen Detection database

• Have a serious discussion about use of subtyping as part of your environmental monitoring programs

• Can be WGS or another reliable approach • Consider WGS for root cause analysis of microbial pathogens

(beyond Listeria, Salmonella, and E. coli) and spoilage issues• Do a WGS pilot to test potential partners (labs etc.)

Page 49: WGS SERIES: Whole Genome Sequencing in the …...• 16S and metagenomics: microbial ecology • Transcriptomics: what genes are being up or down regulated Integration with other NGS

Q & A

Page 50: WGS SERIES: Whole Genome Sequencing in the …...• 16S and metagenomics: microbial ecology • Transcriptomics: what genes are being up or down regulated Integration with other NGS

If your question wasn’t answered…

Please contact Scott Nichols at [email protected] or one of the trade organization representatives and we would be

happy to respond.

Thank you.

Page 51: WGS SERIES: Whole Genome Sequencing in the …...• 16S and metagenomics: microbial ecology • Transcriptomics: what genes are being up or down regulated Integration with other NGS

Brought To You By:

Page 52: WGS SERIES: Whole Genome Sequencing in the …...• 16S and metagenomics: microbial ecology • Transcriptomics: what genes are being up or down regulated Integration with other NGS

COVID-19 Resources

Cornell: https://instituteforfoodsafety.cornell.edu/coronavirus-covid-19/food-industry-resources/Food and Beverage Issue Alliance: https://www.feedingus.org/US Poultry: https://www.uspoultry.org/COVID-19/Western Growers: https://www.wga.com/covid-19-resources-page

Cornell Food Industry Virtual Office HoursThursday, April 30, 2020 | 4:00 to 5:00 pm (EDT)Join Zoom Meeting: https://cornell.zoom.us/j/98541351453?status=successMeeting ID: 985 4135 1453Dial by your location:

877 369 0926 US Toll-free855 880 1246 US Toll-free

Page 53: WGS SERIES: Whole Genome Sequencing in the …...• 16S and metagenomics: microbial ecology • Transcriptomics: what genes are being up or down regulated Integration with other NGS

Whole Genome

Sequencing in the

IndustryCase Studies

April 29, 2020