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Introduction           Open GWAS           Privacy & Implications   Discussion




               Crowdsourcing Genome Wide Association
                              Studies

                     Bastian Greshake and Philipp Bayer


                                   28.12.2011
Introduction                Open GWAS    Privacy & Implications   Discussion




Overview

       1       Introduction
                  Association studies?
       2       Open GWAS
                 In company vaults
                 Out of vaults
       3       Privacy & Implications
                 Some Implications
                 Consequences
       4       Discussion
                 Outlook
Introduction              Open GWAS         Privacy & Implications   Discussion

Association studies?


What are GWAS?




                Genome-wide Association Studies
Introduction               Open GWAS            Privacy & Implications       Discussion

Association studies?


What are GWAS?




                Genome-wide Association Studies
                Link genetic variants (SNPs) to certain traits like eye or
                hair colour or to diseases like Diabetes, types of cancer
Introduction           Open GWAS                         Privacy & Implications   Discussion

Association studies?


Single Nucleotide Polymorphism




                       Source: http://en.wikipedia.org/wiki/File:Dna-SNP.svg
Introduction           Open GWAS                          Privacy & Implications   Discussion

Association studies?


How to analyse SNPs?




                       Source: http://en.wikipedia.org/wiki/File:NA hybrid.svg
Introduction           Open GWAS   Privacy & Implications   Discussion

Association studies?


How do GWAS work?
Introduction           Open GWAS   Privacy & Implications   Discussion

Association studies?


How do GWAS work?
Introduction           Open GWAS   Privacy & Implications   Discussion

Association studies?


How do GWAS work?
Introduction           Open GWAS   Privacy & Implications   Discussion

Association studies?


How do GWAS work?
Introduction               Open GWAS           Privacy & Implications       Discussion

Association studies?


Some GWAS-examples



                Sladek et al. (2007) identified four gene locations linked
                to heightened type 2 diabetes risk
Introduction               Open GWAS           Privacy & Implications       Discussion

Association studies?


Some GWAS-examples



                Sladek et al. (2007) identified four gene locations linked
                to heightened type 2 diabetes risk
                Kogan et al. (2011) linked rs53576 (G:G) to pro-social
                behaviour
Introduction               Open GWAS           Privacy & Implications       Discussion

Association studies?


Some GWAS-examples



                Sladek et al. (2007) identified four gene locations linked
                to heightened type 2 diabetes risk
                Kogan et al. (2011) linked rs53576 (G:G) to pro-social
                behaviour
                The Wellcome Trust Case Control Consortium (2007)
                linked 24 locations to 7 major diseases
Introduction              Open GWAS        Privacy & Implications   Discussion

Association studies?


Problems with GWAS




                Large enough sample size
Introduction               Open GWAS              Privacy & Implications   Discussion

Association studies?


Problems with GWAS




                Large enough sample size
                Correcting for multiple testing
Introduction               Open GWAS              Privacy & Implications   Discussion

Association studies?


Problems with GWAS




                Large enough sample size
                Correcting for multiple testing
                Correlation != Causation
Introduction              Open GWAS         Privacy & Implications    Discussion

Association studies?


Putting GWAS to use
                Direct-To-Consumer genetic testing
                Analyse about 1 million SNPs and provide summary of
                disease risks & ancestry
                About $200 for a genotyping
Introduction              Open GWAS         Privacy & Implications    Discussion

Association studies?


Putting GWAS to use
                Direct-To-Consumer genetic testing
                Analyse about 1 million SNPs and provide summary of
                disease risks & ancestry
                About $200 for a genotyping
                Providers: 23andMe, deCODEme, FamilyTree DNA, ...
Introduction              Open GWAS         Privacy & Implications    Discussion

Association studies?


Putting GWAS to use
                Direct-To-Consumer genetic testing
                Analyse about 1 million SNPs and provide summary of
                disease risks & ancestry
                About $200 for a genotyping
                Providers: 23andMe, deCODEme, FamilyTree DNA, ...
                You get access to the raw data!
Introduction            Open GWAS          Privacy & Implications   Discussion

In company vaults


Numbers on DTC




               23andMe alone has over 100.000 customers
Introduction             Open GWAS            Privacy & Implications      Discussion

In company vaults


Numbers on DTC




               23andMe alone has over 100.000 customers
               76 % of their customers agree to participate in research
Introduction             Open GWAS          Privacy & Implications   Discussion

In company vaults


Numbers on DTC




               23andMe alone has over 100.000 customers
               76 % of their customers agree to participate in research
               59 % of them share phenotypic information with 23andMe
Introduction             Open GWAS           Privacy & Implications     Discussion

In company vaults


Research in company labs




               23andMe published results of studies with up to 30.000
               participants
Introduction             Open GWAS           Privacy & Implications     Discussion

In company vaults


Research in company labs




               23andMe published results of studies with up to 30.000
               participants
               Replication of older GWAS
Introduction             Open GWAS           Privacy & Implications     Discussion

In company vaults


Research in company labs




               23andMe published results of studies with up to 30.000
               participants
               Replication of older GWAS
               Finding new associations for Parkinsons disease
Introduction              Open GWAS           Privacy & Implications   Discussion

Out of vaults


Data sharing



                People are already sharing the raw data of DTC tests
Introduction              Open GWAS           Privacy & Implications   Discussion

Out of vaults


Data sharing



                People are already sharing the raw data of DTC tests
                1-5 % of 23andMe customers would be enough to
                perform simple GWAS
Introduction              Open GWAS          Privacy & Implications    Discussion

Out of vaults


Data sharing



                People are already sharing the raw data of DTC tests
                1-5 % of 23andMe customers would be enough to
                perform simple GWAS
                The Personal Genome Project: Open data, but closed
                participation
Introduction    Open GWAS   Privacy & Implications   Discussion

Out of vaults


Willing to share?
Introduction    Open GWAS   Privacy & Implications   Discussion

Out of vaults


Willing to share?
Introduction             Open GWAS          Privacy & Implications   Discussion

Some Implications


What can happen to your open data?




               Positive and negative consequences
Introduction              Open GWAS           Privacy & Implications   Discussion

Some Implications


What can happen to your open data?




               Positive and negative consequences
                    Possibly extremely bad consequences
Introduction              Open GWAS           Privacy & Implications   Discussion

Some Implications


What can happen to your open data?




               Positive and negative consequences
                    Possibly extremely bad consequences
               Up to you to decide whether you want to open your data
Introduction             Open GWAS         Privacy & Implications   Discussion

Consequences


Positive consequences




               More knowledge about yourself
Introduction             Open GWAS         Privacy & Implications   Discussion

Consequences


Positive consequences




               More knowledge about yourself
               Cheap, open science
Introduction              Open GWAS            Privacy & Implications   Discussion

Consequences


Positive consequences




               More knowledge about yourself
               Cheap, open science
               Great data-source for citizen scientists
Introduction             Open GWAS         Privacy & Implications   Discussion

Consequences


Negative consequences



               People know more about you than you might like
Introduction             Open GWAS            Privacy & Implications       Discussion

Consequences


Negative consequences



               People know more about you than you might like
                   Including your boss, insurance company, government...
Introduction             Open GWAS            Privacy & Implications       Discussion

Consequences


Negative consequences



               People know more about you than you might like
                   Including your boss, insurance company, government...
               Knowledge isn’t static: Future research could show new,
               negative (or positive) associations.
Introduction             Open GWAS            Privacy & Implications       Discussion

Consequences


Negative consequences



               People know more about you than you might like
                   Including your boss, insurance company, government...
               Knowledge isn’t static: Future research could show new,
               negative (or positive) associations.
               Personal SNPs very similar to parents and relatives
Introduction   Open GWAS   Privacy & Implications   Discussion

Consequences


Somebody Else’s Problem? A case study
Introduction   Open GWAS   Privacy & Implications   Discussion

Consequences


Somebody Else’s Problem? A case study
Introduction   Open GWAS   Privacy & Implications   Discussion

Consequences


Somebody Else’s Problem? A case study
Introduction            Open GWAS   Privacy & Implications   Discussion

Consequences


Possible Solutions




               What about laws?
Introduction             Open GWAS           Privacy & Implications   Discussion

Consequences


Possible Solutions




               What about laws?
                   US: Genetic Information Nondiscrimination Act (GINA,
                   2008)
Introduction             Open GWAS           Privacy & Implications   Discussion

Consequences


Possible Solutions




               What about laws?
                   US: Genetic Information Nondiscrimination Act (GINA,
                   2008)
                   Germany: Gendiagnostikgesetz (GenDG, 2010)
Introduction   Open GWAS   Privacy & Implications   Discussion




For those who still want to share: Open GWAS
Introduction             Open GWAS           Privacy & Implications   Discussion




openSNP




               No central repository for open genotypings!
Introduction             Open GWAS           Privacy & Implications   Discussion




openSNP




               No central repository for open genotypings!
               We’ve created openSNP.org
Introduction             Open GWAS          Privacy & Implications   Discussion




openSNP




               No central repository for open genotypings!
               We’ve created openSNP.org
               open source repository for CC0-genotypings from
               23andme, deCODEme and others
Introduction             Open GWAS           Privacy & Implications     Discussion




... continued




               Allows users to annotate with phenotypes (hair colour,
               nicotine dependence, SAT-scores...)
Introduction             Open GWAS           Privacy & Implications     Discussion




... continued




               Allows users to annotate with phenotypes (hair colour,
               nicotine dependence, SAT-scores...)
               Everybody can download everything
Introduction             Open GWAS           Privacy & Implications     Discussion




... continued




               Allows users to annotate with phenotypes (hair colour,
               nicotine dependence, SAT-scores...)
               Everybody can download everything
               So far: 81 genotypings and 207 users
Introduction             Open GWAS          Privacy & Implications   Discussion




Conclusions




               Open GWAS are the future of personalised medicine
Introduction              Open GWAS           Privacy & Implications       Discussion




Conclusions




               Open GWAS are the future of personalised medicine
               It’s in the hands of users to make or break the situation
Introduction              Open GWAS           Privacy & Implications       Discussion




Conclusions




               Open GWAS are the future of personalised medicine
               It’s in the hands of users to make or break the situation
               Chance to take science into our own hands
Introduction            Open GWAS         Privacy & Implications   Discussion

Outlook


Future of openSNP



               We’ve won the PLoS/Mendeley Binary Battle
Introduction             Open GWAS          Privacy & Implications   Discussion

Outlook


Future of openSNP



               We’ve won the PLoS/Mendeley Binary Battle
               Got some funding to get more people (who are willing to
               share) genotyped (around 5000EUR)
Introduction             Open GWAS              Privacy & Implications         Discussion

Outlook


Future of openSNP



               We’ve won the PLoS/Mendeley Binary Battle
               Got some funding to get more people (who are willing to
               share) genotyped (around 5000EUR)
                   Details on this will be released at the start of the next
                   year
Introduction             Open GWAS              Privacy & Implications         Discussion

Outlook


Future of openSNP



               We’ve won the PLoS/Mendeley Binary Battle
               Got some funding to get more people (who are willing to
               share) genotyped (around 5000EUR)
                   Details on this will be released at the start of the next
                   year
               Constantly improving the project (and are happy if
               somebody wants to help)
Introduction       Open GWAS          Privacy & Implications   Discussion

Outlook


The end




                 Thanks for listening. Any questions?
               For further questions: @gedankenstuecke
                           or @PhilippBayer
Introduction                       Open GWAS                          Privacy & Implications                        Discussion

Outlook


References



       Do et al. (2011) Web-Based Genome-Wide Association Study Identifies Two Novel Loci and a Substantial Genetic
       Component for Parkinson’s Disease. PLoS Genetics 7(6): e1002141. doi:10.1371/journal.pgen.1002141
       Eriksson et al. (2010) Web-Based, Participant-Driven Studies Yield Novel Genetic Associations for Common Traits.
       PLoS Genet 6(6): e1000993. doi:10.1371/journal.pgen.1000993
       Kogan, et al. (2011): Thin-slicing study of the oxytocin receptor (OXTR) gene and the evaluation and expression
       of the prosocial disposition. Proceedings of the National Academy of Sciences
       Sladek et al. (2007): A genome-wide association study identifies novel risk loci for type 2 diabetes. Nature 445
       (7130): 881-5.
       The Wellcome Trust Case Control Consortium (2007): Genome-wide association study of 14,000 cases of seven
       common diseases and 3,000 shared controls. Nature 447: 661-678.

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Crowdsourcing GWAS

  • 1. Introduction Open GWAS Privacy & Implications Discussion Crowdsourcing Genome Wide Association Studies Bastian Greshake and Philipp Bayer 28.12.2011
  • 2. Introduction Open GWAS Privacy & Implications Discussion Overview 1 Introduction Association studies? 2 Open GWAS In company vaults Out of vaults 3 Privacy & Implications Some Implications Consequences 4 Discussion Outlook
  • 3. Introduction Open GWAS Privacy & Implications Discussion Association studies? What are GWAS? Genome-wide Association Studies
  • 4. Introduction Open GWAS Privacy & Implications Discussion Association studies? What are GWAS? Genome-wide Association Studies Link genetic variants (SNPs) to certain traits like eye or hair colour or to diseases like Diabetes, types of cancer
  • 5. Introduction Open GWAS Privacy & Implications Discussion Association studies? Single Nucleotide Polymorphism Source: http://en.wikipedia.org/wiki/File:Dna-SNP.svg
  • 6. Introduction Open GWAS Privacy & Implications Discussion Association studies? How to analyse SNPs? Source: http://en.wikipedia.org/wiki/File:NA hybrid.svg
  • 7. Introduction Open GWAS Privacy & Implications Discussion Association studies? How do GWAS work?
  • 8. Introduction Open GWAS Privacy & Implications Discussion Association studies? How do GWAS work?
  • 9. Introduction Open GWAS Privacy & Implications Discussion Association studies? How do GWAS work?
  • 10. Introduction Open GWAS Privacy & Implications Discussion Association studies? How do GWAS work?
  • 11. Introduction Open GWAS Privacy & Implications Discussion Association studies? Some GWAS-examples Sladek et al. (2007) identified four gene locations linked to heightened type 2 diabetes risk
  • 12. Introduction Open GWAS Privacy & Implications Discussion Association studies? Some GWAS-examples Sladek et al. (2007) identified four gene locations linked to heightened type 2 diabetes risk Kogan et al. (2011) linked rs53576 (G:G) to pro-social behaviour
  • 13. Introduction Open GWAS Privacy & Implications Discussion Association studies? Some GWAS-examples Sladek et al. (2007) identified four gene locations linked to heightened type 2 diabetes risk Kogan et al. (2011) linked rs53576 (G:G) to pro-social behaviour The Wellcome Trust Case Control Consortium (2007) linked 24 locations to 7 major diseases
  • 14. Introduction Open GWAS Privacy & Implications Discussion Association studies? Problems with GWAS Large enough sample size
  • 15. Introduction Open GWAS Privacy & Implications Discussion Association studies? Problems with GWAS Large enough sample size Correcting for multiple testing
  • 16. Introduction Open GWAS Privacy & Implications Discussion Association studies? Problems with GWAS Large enough sample size Correcting for multiple testing Correlation != Causation
  • 17. Introduction Open GWAS Privacy & Implications Discussion Association studies? Putting GWAS to use Direct-To-Consumer genetic testing Analyse about 1 million SNPs and provide summary of disease risks & ancestry About $200 for a genotyping
  • 18. Introduction Open GWAS Privacy & Implications Discussion Association studies? Putting GWAS to use Direct-To-Consumer genetic testing Analyse about 1 million SNPs and provide summary of disease risks & ancestry About $200 for a genotyping Providers: 23andMe, deCODEme, FamilyTree DNA, ...
  • 19. Introduction Open GWAS Privacy & Implications Discussion Association studies? Putting GWAS to use Direct-To-Consumer genetic testing Analyse about 1 million SNPs and provide summary of disease risks & ancestry About $200 for a genotyping Providers: 23andMe, deCODEme, FamilyTree DNA, ... You get access to the raw data!
  • 20. Introduction Open GWAS Privacy & Implications Discussion In company vaults Numbers on DTC 23andMe alone has over 100.000 customers
  • 21. Introduction Open GWAS Privacy & Implications Discussion In company vaults Numbers on DTC 23andMe alone has over 100.000 customers 76 % of their customers agree to participate in research
  • 22. Introduction Open GWAS Privacy & Implications Discussion In company vaults Numbers on DTC 23andMe alone has over 100.000 customers 76 % of their customers agree to participate in research 59 % of them share phenotypic information with 23andMe
  • 23. Introduction Open GWAS Privacy & Implications Discussion In company vaults Research in company labs 23andMe published results of studies with up to 30.000 participants
  • 24. Introduction Open GWAS Privacy & Implications Discussion In company vaults Research in company labs 23andMe published results of studies with up to 30.000 participants Replication of older GWAS
  • 25. Introduction Open GWAS Privacy & Implications Discussion In company vaults Research in company labs 23andMe published results of studies with up to 30.000 participants Replication of older GWAS Finding new associations for Parkinsons disease
  • 26. Introduction Open GWAS Privacy & Implications Discussion Out of vaults Data sharing People are already sharing the raw data of DTC tests
  • 27. Introduction Open GWAS Privacy & Implications Discussion Out of vaults Data sharing People are already sharing the raw data of DTC tests 1-5 % of 23andMe customers would be enough to perform simple GWAS
  • 28. Introduction Open GWAS Privacy & Implications Discussion Out of vaults Data sharing People are already sharing the raw data of DTC tests 1-5 % of 23andMe customers would be enough to perform simple GWAS The Personal Genome Project: Open data, but closed participation
  • 29. Introduction Open GWAS Privacy & Implications Discussion Out of vaults Willing to share?
  • 30. Introduction Open GWAS Privacy & Implications Discussion Out of vaults Willing to share?
  • 31. Introduction Open GWAS Privacy & Implications Discussion Some Implications What can happen to your open data? Positive and negative consequences
  • 32. Introduction Open GWAS Privacy & Implications Discussion Some Implications What can happen to your open data? Positive and negative consequences Possibly extremely bad consequences
  • 33. Introduction Open GWAS Privacy & Implications Discussion Some Implications What can happen to your open data? Positive and negative consequences Possibly extremely bad consequences Up to you to decide whether you want to open your data
  • 34. Introduction Open GWAS Privacy & Implications Discussion Consequences Positive consequences More knowledge about yourself
  • 35. Introduction Open GWAS Privacy & Implications Discussion Consequences Positive consequences More knowledge about yourself Cheap, open science
  • 36. Introduction Open GWAS Privacy & Implications Discussion Consequences Positive consequences More knowledge about yourself Cheap, open science Great data-source for citizen scientists
  • 37. Introduction Open GWAS Privacy & Implications Discussion Consequences Negative consequences People know more about you than you might like
  • 38. Introduction Open GWAS Privacy & Implications Discussion Consequences Negative consequences People know more about you than you might like Including your boss, insurance company, government...
  • 39. Introduction Open GWAS Privacy & Implications Discussion Consequences Negative consequences People know more about you than you might like Including your boss, insurance company, government... Knowledge isn’t static: Future research could show new, negative (or positive) associations.
  • 40. Introduction Open GWAS Privacy & Implications Discussion Consequences Negative consequences People know more about you than you might like Including your boss, insurance company, government... Knowledge isn’t static: Future research could show new, negative (or positive) associations. Personal SNPs very similar to parents and relatives
  • 41. Introduction Open GWAS Privacy & Implications Discussion Consequences Somebody Else’s Problem? A case study
  • 42. Introduction Open GWAS Privacy & Implications Discussion Consequences Somebody Else’s Problem? A case study
  • 43. Introduction Open GWAS Privacy & Implications Discussion Consequences Somebody Else’s Problem? A case study
  • 44. Introduction Open GWAS Privacy & Implications Discussion Consequences Possible Solutions What about laws?
  • 45. Introduction Open GWAS Privacy & Implications Discussion Consequences Possible Solutions What about laws? US: Genetic Information Nondiscrimination Act (GINA, 2008)
  • 46. Introduction Open GWAS Privacy & Implications Discussion Consequences Possible Solutions What about laws? US: Genetic Information Nondiscrimination Act (GINA, 2008) Germany: Gendiagnostikgesetz (GenDG, 2010)
  • 47. Introduction Open GWAS Privacy & Implications Discussion For those who still want to share: Open GWAS
  • 48. Introduction Open GWAS Privacy & Implications Discussion openSNP No central repository for open genotypings!
  • 49. Introduction Open GWAS Privacy & Implications Discussion openSNP No central repository for open genotypings! We’ve created openSNP.org
  • 50. Introduction Open GWAS Privacy & Implications Discussion openSNP No central repository for open genotypings! We’ve created openSNP.org open source repository for CC0-genotypings from 23andme, deCODEme and others
  • 51. Introduction Open GWAS Privacy & Implications Discussion ... continued Allows users to annotate with phenotypes (hair colour, nicotine dependence, SAT-scores...)
  • 52. Introduction Open GWAS Privacy & Implications Discussion ... continued Allows users to annotate with phenotypes (hair colour, nicotine dependence, SAT-scores...) Everybody can download everything
  • 53. Introduction Open GWAS Privacy & Implications Discussion ... continued Allows users to annotate with phenotypes (hair colour, nicotine dependence, SAT-scores...) Everybody can download everything So far: 81 genotypings and 207 users
  • 54. Introduction Open GWAS Privacy & Implications Discussion Conclusions Open GWAS are the future of personalised medicine
  • 55. Introduction Open GWAS Privacy & Implications Discussion Conclusions Open GWAS are the future of personalised medicine It’s in the hands of users to make or break the situation
  • 56. Introduction Open GWAS Privacy & Implications Discussion Conclusions Open GWAS are the future of personalised medicine It’s in the hands of users to make or break the situation Chance to take science into our own hands
  • 57. Introduction Open GWAS Privacy & Implications Discussion Outlook Future of openSNP We’ve won the PLoS/Mendeley Binary Battle
  • 58. Introduction Open GWAS Privacy & Implications Discussion Outlook Future of openSNP We’ve won the PLoS/Mendeley Binary Battle Got some funding to get more people (who are willing to share) genotyped (around 5000EUR)
  • 59. Introduction Open GWAS Privacy & Implications Discussion Outlook Future of openSNP We’ve won the PLoS/Mendeley Binary Battle Got some funding to get more people (who are willing to share) genotyped (around 5000EUR) Details on this will be released at the start of the next year
  • 60. Introduction Open GWAS Privacy & Implications Discussion Outlook Future of openSNP We’ve won the PLoS/Mendeley Binary Battle Got some funding to get more people (who are willing to share) genotyped (around 5000EUR) Details on this will be released at the start of the next year Constantly improving the project (and are happy if somebody wants to help)
  • 61. Introduction Open GWAS Privacy & Implications Discussion Outlook The end Thanks for listening. Any questions? For further questions: @gedankenstuecke or @PhilippBayer
  • 62. Introduction Open GWAS Privacy & Implications Discussion Outlook References Do et al. (2011) Web-Based Genome-Wide Association Study Identifies Two Novel Loci and a Substantial Genetic Component for Parkinson’s Disease. PLoS Genetics 7(6): e1002141. doi:10.1371/journal.pgen.1002141 Eriksson et al. (2010) Web-Based, Participant-Driven Studies Yield Novel Genetic Associations for Common Traits. PLoS Genet 6(6): e1000993. doi:10.1371/journal.pgen.1000993 Kogan, et al. (2011): Thin-slicing study of the oxytocin receptor (OXTR) gene and the evaluation and expression of the prosocial disposition. Proceedings of the National Academy of Sciences Sladek et al. (2007): A genome-wide association study identifies novel risk loci for type 2 diabetes. Nature 445 (7130): 881-5. The Wellcome Trust Case Control Consortium (2007): Genome-wide association study of 14,000 cases of seven common diseases and 3,000 shared controls. Nature 447: 661-678.