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Joseph Tcherkezian-CARTaGENE
Treena McDonald-BC Generations Project
CASE STUDY: Interoperability in the Context of a Federated Biobanking Project
Chronic diseases
The Global Burden of Disease Study
Demographic change in Canada
Source: CIHI
Precision medicine
Source: Paving the way for
personalized medicine, FDA 2013
Giving the same
medication to all patients
is expensive, not very
efficacious and causes
severe adverse effects.
CARTaGENE
Awadalla P., Boileau C., 2012
3294
5566
11703
8000
979
404
937
1655
4950
147
2245
648
3436
1058
2546
1042
2321
166 235 307 263
883
20712007
1114
289
5051
2604
102
3232
296
4782
217 44 96
3387
0
2000
4000
6000
8000
10000
12000
14000
Diabète
Désordrethyroidien
Hypercholestérolémie
Hypertension
Angine
AVC
IM
Bronchitechronique
Asthme
Insuffisancerénale
Calculsrénaux
Infectionsrénales
Ostéoarthrite
Arthriterhumatoide
Ostéoporose
Glaucome
Cataractes
Dégénérescencemaculaire
Cirhose
Hépatitechronique
Cholecystite
Ulcère/refluxacide
Syndromecôlonirritable
Polype
Diverticulite
MaladiedeCrohn
Eczéma
Psoriasis
Lupusérythémateuxdisséminé
Dépressionmajeure
Épilepsie
Migraine
Scléroseenplaques
MaladiedeParkinson
Schizophrénie
Cancers
Nombredeparticipants
Chronic diseases in CaG cohort
 Quantitative data with 7 000 variables per participants
 Prospective cohort
 Representative of the population (sick and healthy)
 Linkage with administrative medial records
 Genetically homogeneous population (founder effect)
Unique features
A genetic main effect, in a candidate gene study.
Paul R Burton et al. Int. J. Epidemiol. 2009;38:263-273
Published by Oxford University Press on behalf of the International Epidemiological Association ©
The Author 2008; all rights reserved.
Uncommon and Common G*E
interaction
Power calculation for genetic association
study of common complexe diseases
Canada’s Largest Population Health
Research Platform, 300 000 participants !
A Pan Canadian Genotyping project
within a federated cohort
CPTP: >300 000 participants
CPTP: Vision and Mission
Vision: Improve population health through a better
understanding of the causes of cancer and other chronic
diseases.
Mission: To create and sustain a pan-Canadian population
health platform that promotes and supports high quality,
innovative population and health research.
Data and biosamples
Core questionnaire
DNA containing
samples
Physical measures Urine samples
Toenail
clippings
• >300,000
• Demographics
• Lifestyle
• Risk factors
• Several others
• Venous blood
collection
(>143,000)
• Blood spots
(>28,000)
• Saliva
(>8,000)
• Up to 90,000
• Height/weight
• Waist/hip
circumference
• BMI
• Grip strength
• 101,000 • >30,000
Centralized vs Federated biobanking
Harmonization and interoperability
OHS
CaG
Atlantic PATH
Online
Computerized
Teleform
Teleform
BCGP
TTP
Online
Computerized Online
Paper
Version 1
Version 2
2 questionnaire versions
Isabel Fortier, Maelstrom Research Group
Computerized
Computerized
Computerized
Requirements for Operating a Federated
Biorepository
• Standard Operating Procedures (SOP)
• Harmonize biosample data (topic for another discussion)
• Administrative procedures for receiving and processing approved CPTP
sample requests to facilitate biosample release
The above takes longer to finalize than if operating a central biorepository
CPTP National Biosample SOP Development,
Review & Approval Procedure
Development by
Biosample Standing
Committee (BSSC)
Working Group
Review by BSSC
- Major changes may require
further work by SOP Working
Group
Regional Review of
BSSC Approved SOP
Regional Feedback
presented to BSSC
-major changes require 2nd
regional review
OSC Review & Approval
of Submitted Draft SOP
Sign-off by OSC
designate
Confirming DNA Quality
• Conducted a CPTP DNA QC experiment
• Buffy coat and whole blood samples were proven to provide high
quality DNA of good yield.
• Blood spots prove to provide high quality DNA in 95% of samples
with lower and more variable yields than buffy coat and whole blood.
Work Flow for Releasing Biosamples:
receiving and processing approved CPTP
sample requests
• Developed pictorials and text to describe how work flow would
occur
• Identified 5 areas: request initiation, sample retrieval, sample
processing, sample storage, sample documentation & release
• Regions identify limitations/challenges for each of the 5 areas
• Information presented to the CPTP Operational Steering Committee
for input
Resulted in the CPTP Genotyping Project
CPTP Genotyping Project Goals
• Inform workflows and SOPs by identifying strengths and limitations
• Develop a cost model using project obtain data on time, resource
and cost requirements
• Strengthen the resource by supplying a densely genotyped sub
cohort that can serve as a control group for future genomic
research projects
Genotyping project
• Genotype 5000 CPTP participants on the Affymetrix UK Biobank
Axiom array gene chip (836 727 SNPs)
• Participant eligibility criteria included:
– Stored buffy coat or whole blood
– Age 40-69 years at baseline
– Completed all aspects of the study (questionnaires, physical
measures)
– Cancer free at baseline
– Excluded participants who already had extracted DNA or were
of non-European ancestry
– 50% female, 50% male
– Regional specific criteria (e.g. if other data were available on the
participants)
Request Initiation
• Confirm study requirements
– Participant selection criteria
– Regional requirements resulted in additional considerations
when insufficient numbers of participants per sub-group were
identified.
– >5,000 participants were selected in case insufficient DNA was
available.
• Decide where the work will be performed
• Arrange service contracts
Federated Biorepository and Contracts
• You may need more than you think!
– Service agreement(s)
– Material Transfer Agreement(s)
– Data Transfer Agreement(s)
• Consider the time requirement
• Designate a study administrative/laboratory lead to help move the
process along
One Federated
agreement
Federated Biorepository and Contracts
• Service contract
– Re-engaging previously used service contractor
• Can be quicker to initiate service contract
• Don’t assume same service contract terms are applicable if the
dollar amount of work increases
– Engaging a new service contractor
• New territory so expect some time to complete contract
– If a federated agreement not available then MTA may also be required
• Material Transfer Agreements and Data Transfer Agreements
– Harmonize on work description
– Harmonize, whenever possible or required, the legal text
Sample Retrieval
• Opportunity for each cohort to create a sample retrieval list
involving a large number of samples
– List are regional specific and therefore allowed each cohort to
test their processes and format
– Identified the need to not only include sample ID but also
sample type
• Opportunity to performed sample location QA checks – i.e. was the
sample in the place you intended it to be
• Cost modeling data was obtained for personnel and supplies
Sample Processing: Federated Biorepository
using a central laboratory
• Advantages of a central laboratory
– Fewer technicians involved so less personnel inter-variability
– Access to robotics
– Frees up time in the regions to perform other duties
– Standardized data format
• Disadvantages of a central laboratory
– May require administrative time to finalize legal agreements
– Less control
– Need to consider all possible processing factors upfront (could also be
an advantage!)
– The processing rate may be slower as fewer technicians involved
– Requires uploading of external data into regional LIMS
Sample Storage
• Processing samples almost always will result in progeny that
stay in the biorepository. Need to plan for storage
Biosample Documentation & Release
• Shipping SOP
• Genotyping was performed by a 2nd service provider. Initial
step was to perform sample QA on 8% of samples – benefit as
it confirms input sample quality.
Genotype Data Analysis
• Genotyping Files are large (2.7Gb/plate) - prearrange a sFTP site with
sufficient data capacity to allow for file transfer
• Define your QC approach prior to obtaining the results
• Confirm sex, ethnicity & identify relatedness between samples
• In 960 BC samples analyzed on the UK Biobank Array:
– >98% of samples had a call rate >99%
– 6% of sites were monomorphic, 2.5% of sites were out of HWE, and 11% of sites
had a MAF <1%.
– One pair of siblings was identified
– All samples were of western European ethnicity
Cost Modeling
• Developed a detailed time and resource spreadsheet, along with
instructions for how to complete
• Although much time and effort had been put into the spreadsheet it
wasn’t always clear for personnel where and if something was to be
recorded
• Feedback overwhelmingly indicated that the time data is an estimate
• Regional time differences were identified, although this was less
pronounce when multiple steps were grouped
Summary
• Inform workflows and SOPs
• Able to test the administrative component of providing samples for approved
requests
• Better insight into the required legal agreements
• Provides guidance for how best to provide samples for approved requests
• Develop a cost model
• Better understanding of the time and cost requirements
• Strengthen the resource
– DNA available on a subset of CPTP participants
– Extracted DNA is of high quality as demonstrated by the ability to meet the
Axiom gene chip requirements
– Will soon have genotype data on 5000 CPTP “healthy” Caucasian individuals
Acknowledgement
Philip Awadalla Jason Hicks
John Spinelli Melissa Moore
Mark Purdue Kelly McDonald
Trevor Dummer Catherine Boileau
Paula Robson Wendy Powell
Sebastien Jacquemont Heather Whelan
Anne Monique Nuyt Linda Greenhorn
Louise Parker Will Rosner
Alexandra Obadia Genevieve David
Anne-Marie Mes-Masson Jason Xu
Isabel Fortier Brenda Hahn
Bartha Knoppers Vanessa Bruat
Funding provided by Canadian Partnership Against Cancer
CPTP Portal: Single Point of Access
https://portal.partnershipfortomorrow.ca/
32

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CARTaGENE: Challenges and benefits of a federated biorepository model - October 6, 2016

  • 1. Joseph Tcherkezian-CARTaGENE Treena McDonald-BC Generations Project CASE STUDY: Interoperability in the Context of a Federated Biobanking Project
  • 2. Chronic diseases The Global Burden of Disease Study
  • 3. Demographic change in Canada Source: CIHI
  • 4. Precision medicine Source: Paving the way for personalized medicine, FDA 2013 Giving the same medication to all patients is expensive, not very efficacious and causes severe adverse effects.
  • 6. Awadalla P., Boileau C., 2012 3294 5566 11703 8000 979 404 937 1655 4950 147 2245 648 3436 1058 2546 1042 2321 166 235 307 263 883 20712007 1114 289 5051 2604 102 3232 296 4782 217 44 96 3387 0 2000 4000 6000 8000 10000 12000 14000 Diabète Désordrethyroidien Hypercholestérolémie Hypertension Angine AVC IM Bronchitechronique Asthme Insuffisancerénale Calculsrénaux Infectionsrénales Ostéoarthrite Arthriterhumatoide Ostéoporose Glaucome Cataractes Dégénérescencemaculaire Cirhose Hépatitechronique Cholecystite Ulcère/refluxacide Syndromecôlonirritable Polype Diverticulite MaladiedeCrohn Eczéma Psoriasis Lupusérythémateuxdisséminé Dépressionmajeure Épilepsie Migraine Scléroseenplaques MaladiedeParkinson Schizophrénie Cancers Nombredeparticipants Chronic diseases in CaG cohort
  • 7.  Quantitative data with 7 000 variables per participants  Prospective cohort  Representative of the population (sick and healthy)  Linkage with administrative medial records  Genetically homogeneous population (founder effect) Unique features
  • 8. A genetic main effect, in a candidate gene study. Paul R Burton et al. Int. J. Epidemiol. 2009;38:263-273 Published by Oxford University Press on behalf of the International Epidemiological Association © The Author 2008; all rights reserved. Uncommon and Common G*E interaction Power calculation for genetic association study of common complexe diseases
  • 9. Canada’s Largest Population Health Research Platform, 300 000 participants ! A Pan Canadian Genotyping project within a federated cohort
  • 10. CPTP: >300 000 participants
  • 11. CPTP: Vision and Mission Vision: Improve population health through a better understanding of the causes of cancer and other chronic diseases. Mission: To create and sustain a pan-Canadian population health platform that promotes and supports high quality, innovative population and health research.
  • 12. Data and biosamples Core questionnaire DNA containing samples Physical measures Urine samples Toenail clippings • >300,000 • Demographics • Lifestyle • Risk factors • Several others • Venous blood collection (>143,000) • Blood spots (>28,000) • Saliva (>8,000) • Up to 90,000 • Height/weight • Waist/hip circumference • BMI • Grip strength • 101,000 • >30,000
  • 14. Harmonization and interoperability OHS CaG Atlantic PATH Online Computerized Teleform Teleform BCGP TTP Online Computerized Online Paper Version 1 Version 2 2 questionnaire versions Isabel Fortier, Maelstrom Research Group Computerized Computerized Computerized
  • 15. Requirements for Operating a Federated Biorepository • Standard Operating Procedures (SOP) • Harmonize biosample data (topic for another discussion) • Administrative procedures for receiving and processing approved CPTP sample requests to facilitate biosample release The above takes longer to finalize than if operating a central biorepository
  • 16. CPTP National Biosample SOP Development, Review & Approval Procedure Development by Biosample Standing Committee (BSSC) Working Group Review by BSSC - Major changes may require further work by SOP Working Group Regional Review of BSSC Approved SOP Regional Feedback presented to BSSC -major changes require 2nd regional review OSC Review & Approval of Submitted Draft SOP Sign-off by OSC designate
  • 17. Confirming DNA Quality • Conducted a CPTP DNA QC experiment • Buffy coat and whole blood samples were proven to provide high quality DNA of good yield. • Blood spots prove to provide high quality DNA in 95% of samples with lower and more variable yields than buffy coat and whole blood.
  • 18. Work Flow for Releasing Biosamples: receiving and processing approved CPTP sample requests • Developed pictorials and text to describe how work flow would occur • Identified 5 areas: request initiation, sample retrieval, sample processing, sample storage, sample documentation & release • Regions identify limitations/challenges for each of the 5 areas • Information presented to the CPTP Operational Steering Committee for input Resulted in the CPTP Genotyping Project
  • 19. CPTP Genotyping Project Goals • Inform workflows and SOPs by identifying strengths and limitations • Develop a cost model using project obtain data on time, resource and cost requirements • Strengthen the resource by supplying a densely genotyped sub cohort that can serve as a control group for future genomic research projects
  • 20. Genotyping project • Genotype 5000 CPTP participants on the Affymetrix UK Biobank Axiom array gene chip (836 727 SNPs) • Participant eligibility criteria included: – Stored buffy coat or whole blood – Age 40-69 years at baseline – Completed all aspects of the study (questionnaires, physical measures) – Cancer free at baseline – Excluded participants who already had extracted DNA or were of non-European ancestry – 50% female, 50% male – Regional specific criteria (e.g. if other data were available on the participants)
  • 21. Request Initiation • Confirm study requirements – Participant selection criteria – Regional requirements resulted in additional considerations when insufficient numbers of participants per sub-group were identified. – >5,000 participants were selected in case insufficient DNA was available. • Decide where the work will be performed • Arrange service contracts
  • 22. Federated Biorepository and Contracts • You may need more than you think! – Service agreement(s) – Material Transfer Agreement(s) – Data Transfer Agreement(s) • Consider the time requirement • Designate a study administrative/laboratory lead to help move the process along One Federated agreement
  • 23. Federated Biorepository and Contracts • Service contract – Re-engaging previously used service contractor • Can be quicker to initiate service contract • Don’t assume same service contract terms are applicable if the dollar amount of work increases – Engaging a new service contractor • New territory so expect some time to complete contract – If a federated agreement not available then MTA may also be required • Material Transfer Agreements and Data Transfer Agreements – Harmonize on work description – Harmonize, whenever possible or required, the legal text
  • 24. Sample Retrieval • Opportunity for each cohort to create a sample retrieval list involving a large number of samples – List are regional specific and therefore allowed each cohort to test their processes and format – Identified the need to not only include sample ID but also sample type • Opportunity to performed sample location QA checks – i.e. was the sample in the place you intended it to be • Cost modeling data was obtained for personnel and supplies
  • 25. Sample Processing: Federated Biorepository using a central laboratory • Advantages of a central laboratory – Fewer technicians involved so less personnel inter-variability – Access to robotics – Frees up time in the regions to perform other duties – Standardized data format • Disadvantages of a central laboratory – May require administrative time to finalize legal agreements – Less control – Need to consider all possible processing factors upfront (could also be an advantage!) – The processing rate may be slower as fewer technicians involved – Requires uploading of external data into regional LIMS
  • 26. Sample Storage • Processing samples almost always will result in progeny that stay in the biorepository. Need to plan for storage
  • 27. Biosample Documentation & Release • Shipping SOP • Genotyping was performed by a 2nd service provider. Initial step was to perform sample QA on 8% of samples – benefit as it confirms input sample quality.
  • 28. Genotype Data Analysis • Genotyping Files are large (2.7Gb/plate) - prearrange a sFTP site with sufficient data capacity to allow for file transfer • Define your QC approach prior to obtaining the results • Confirm sex, ethnicity & identify relatedness between samples • In 960 BC samples analyzed on the UK Biobank Array: – >98% of samples had a call rate >99% – 6% of sites were monomorphic, 2.5% of sites were out of HWE, and 11% of sites had a MAF <1%. – One pair of siblings was identified – All samples were of western European ethnicity
  • 29. Cost Modeling • Developed a detailed time and resource spreadsheet, along with instructions for how to complete • Although much time and effort had been put into the spreadsheet it wasn’t always clear for personnel where and if something was to be recorded • Feedback overwhelmingly indicated that the time data is an estimate • Regional time differences were identified, although this was less pronounce when multiple steps were grouped
  • 30. Summary • Inform workflows and SOPs • Able to test the administrative component of providing samples for approved requests • Better insight into the required legal agreements • Provides guidance for how best to provide samples for approved requests • Develop a cost model • Better understanding of the time and cost requirements • Strengthen the resource – DNA available on a subset of CPTP participants – Extracted DNA is of high quality as demonstrated by the ability to meet the Axiom gene chip requirements – Will soon have genotype data on 5000 CPTP “healthy” Caucasian individuals
  • 31. Acknowledgement Philip Awadalla Jason Hicks John Spinelli Melissa Moore Mark Purdue Kelly McDonald Trevor Dummer Catherine Boileau Paula Robson Wendy Powell Sebastien Jacquemont Heather Whelan Anne Monique Nuyt Linda Greenhorn Louise Parker Will Rosner Alexandra Obadia Genevieve David Anne-Marie Mes-Masson Jason Xu Isabel Fortier Brenda Hahn Bartha Knoppers Vanessa Bruat Funding provided by Canadian Partnership Against Cancer
  • 32. CPTP Portal: Single Point of Access https://portal.partnershipfortomorrow.ca/ 32