SlideShare une entreprise Scribd logo
1  sur  11
Télécharger pour lire hors ligne
Sharing sensitive
genomic human data
Jordi Rambla
Hi! I’m
sequencing
Hi! I’m
sequencing,
too
Great!
Let’s share
and compare!
My genome is rare!
How you dare to
share! (and compare)
Data sharing is wonderful…
but, some data is sensitive
thus, we put data under custody
EGA as an
example for
controlled access
The EGA is a resource for permanent secure
archiving and sharing of all types of potentially
identifiable genetic and phenotypic data resulting
from biomedical research projects.
4
Data is provided by
research centers and
health care institutions.
Access is controlled by
Data Access Committees.
Data requesters are
researchers from other
research or health care
institutions.
…well, with the right tools, safety is gone.
AMIA Jt Summits Transl Sci Proc 2016 Aug 31;2016:122-31. eCollection 2016.
On the privacy risks of sharing clinical proteomics data. Li S, Bandeira N, Wang X, Tang H.
maybe, safety is in numbers…
(what if we just share aggregated data?)
or to keep it private because
genomics could lead to
individual identification?
to share info for increasing
the “sample size”?
The “Sharing dilemma”
http://louiscyr.connexion-lanaudiere.ca/
Brimsilomural,paintedbyGuidovanHelteninDecember2015[Image©BruceRMitchell2016]
Circles of trust, connected silos…
the GA4GH
(a community initiative)
• File Formats (BAM, VCF…)
• APIs
• Security recommendations
• Metadata standards
• Genotype to Phenotype
(G2P)
• Unified and “consensus”
Donor Consent Agreements
• PoC Projects (e.g. Beacon)
Table 1. Data use categories and requirements (Consent Codes): definition and abbreviation.
Dyke SOM, Philippakis AA, Rambla J, Paltoo DN, Luetkemeier ES, et al. (2016) Consent
Codes: Upholding Standard Data Use Conditions. PLoS Genet 12(1): e1005772.
doi:10.1371/journal.pgen.1005772
http://journals.plos.org/plosgenetics/article?id=info:doi/10.1371/journal.pgen.1005772
Avoiding the “all or nothing” approach…
THANKS!
11
And infrastructure support from the following sources:
Core organizations:
Additional sources:

Contenu connexe

Tendances

Scientific Data and peer review session at Dryad event, May 2015
Scientific Data and peer review session at Dryad event, May 2015 Scientific Data and peer review session at Dryad event, May 2015
Scientific Data and peer review session at Dryad event, May 2015 Susanna-Assunta Sansone
 
Bringing Things Together and Linking to Health Information using openEHR
Bringing Things Together and Linking to Health Information using openEHRBringing Things Together and Linking to Health Information using openEHR
Bringing Things Together and Linking to Health Information using openEHRKoray Atalag
 
Semantic Web Technologies as a Framework for Clinical Informatics
Semantic Web Technologies as a Framework for Clinical InformaticsSemantic Web Technologies as a Framework for Clinical Informatics
Semantic Web Technologies as a Framework for Clinical InformaticsChimezie Ogbuji
 
How to make your research data open : presentation held at the VU Open Scienc...
How to make your research data open : presentation held at the VU Open Scienc...How to make your research data open : presentation held at the VU Open Scienc...
How to make your research data open : presentation held at the VU Open Scienc...Leon Osinski
 
Dept. Biomedical Engineering-A&M
Dept. Biomedical Engineering-A&MDept. Biomedical Engineering-A&M
Dept. Biomedical Engineering-A&Mkkoza
 

Tendances (7)

CINAHL subject heading search
CINAHL subject heading searchCINAHL subject heading search
CINAHL subject heading search
 
Scientific Data and peer review session at Dryad event, May 2015
Scientific Data and peer review session at Dryad event, May 2015 Scientific Data and peer review session at Dryad event, May 2015
Scientific Data and peer review session at Dryad event, May 2015
 
TAIR ICAR 2010 Presentation
TAIR ICAR 2010 PresentationTAIR ICAR 2010 Presentation
TAIR ICAR 2010 Presentation
 
Bringing Things Together and Linking to Health Information using openEHR
Bringing Things Together and Linking to Health Information using openEHRBringing Things Together and Linking to Health Information using openEHR
Bringing Things Together and Linking to Health Information using openEHR
 
Semantic Web Technologies as a Framework for Clinical Informatics
Semantic Web Technologies as a Framework for Clinical InformaticsSemantic Web Technologies as a Framework for Clinical Informatics
Semantic Web Technologies as a Framework for Clinical Informatics
 
How to make your research data open : presentation held at the VU Open Scienc...
How to make your research data open : presentation held at the VU Open Scienc...How to make your research data open : presentation held at the VU Open Scienc...
How to make your research data open : presentation held at the VU Open Scienc...
 
Dept. Biomedical Engineering-A&M
Dept. Biomedical Engineering-A&MDept. Biomedical Engineering-A&M
Dept. Biomedical Engineering-A&M
 

Similaire à Sharing sensitive genomic human data, by Jordi Rambla De Argila, CRG-Center for Genomic Regulation - European Genome-Phenome Archive at the CRG (8th OpenAIRE workshop)

The Chills and Thrills of Whole Genome Sequencing
The Chills and Thrills of Whole Genome SequencingThe Chills and Thrills of Whole Genome Sequencing
The Chills and Thrills of Whole Genome SequencingEmiliano De Cristofaro
 
The Genomics Revolution: The Good, The Bad, and The Ugly (UEOP16 Keynote)
The Genomics Revolution: The Good, The Bad, and The Ugly (UEOP16 Keynote)The Genomics Revolution: The Good, The Bad, and The Ugly (UEOP16 Keynote)
The Genomics Revolution: The Good, The Bad, and The Ugly (UEOP16 Keynote)Emiliano De Cristofaro
 
Gen epio immem_griffiths
Gen epio immem_griffithsGen epio immem_griffiths
Gen epio immem_griffithsIRIDA_community
 
IRIDA's Genomic epidemiology application ontology (GenEpiO): Genomic, clinica...
IRIDA's Genomic epidemiology application ontology (GenEpiO): Genomic, clinica...IRIDA's Genomic epidemiology application ontology (GenEpiO): Genomic, clinica...
IRIDA's Genomic epidemiology application ontology (GenEpiO): Genomic, clinica...Emma Griffiths
 
Data Sharing in Cancer Research
Data Sharing in Cancer ResearchData Sharing in Cancer Research
Data Sharing in Cancer ResearchJennifer Tucker
 
Workshop finding and accessing data - fiona - lunteren april 18 2016
Workshop   finding and accessing data - fiona - lunteren april 18 2016Workshop   finding and accessing data - fiona - lunteren april 18 2016
Workshop finding and accessing data - fiona - lunteren april 18 2016Fiona Nielsen
 
The Genomics Revolution: The Good, The Bad, The Ugly
The Genomics Revolution: The Good, The Bad, The UglyThe Genomics Revolution: The Good, The Bad, The Ugly
The Genomics Revolution: The Good, The Bad, The UglyEmiliano De Cristofaro
 
Emerging challenges in data-intensive genomics
Emerging challenges in data-intensive genomicsEmerging challenges in data-intensive genomics
Emerging challenges in data-intensive genomicsmikaelhuss
 
Workshop finding and accessing data - fiona nadia charlotte - cambridge apr...
Workshop   finding and accessing data - fiona nadia charlotte - cambridge apr...Workshop   finding and accessing data - fiona nadia charlotte - cambridge apr...
Workshop finding and accessing data - fiona nadia charlotte - cambridge apr...Fiona Nielsen
 
Possible Solution for Managing the Worlds Personal Genetic Data - DNA Guide, ...
Possible Solution for Managing the Worlds Personal Genetic Data - DNA Guide, ...Possible Solution for Managing the Worlds Personal Genetic Data - DNA Guide, ...
Possible Solution for Managing the Worlds Personal Genetic Data - DNA Guide, ...DNA Compass
 
ConstructPrecisePhenotypesBigDataChallenge
ConstructPrecisePhenotypesBigDataChallengeConstructPrecisePhenotypesBigDataChallenge
ConstructPrecisePhenotypesBigDataChallengeAthula Herath
 
Data dialogue - Human Genomic Data Discovery
Data dialogue - Human Genomic Data DiscoveryData dialogue - Human Genomic Data Discovery
Data dialogue - Human Genomic Data DiscoveryFiona Nielsen
 
2014 CrossRef Annual Meeting Keynote: Ways and Needs to Promote Rapid Data Sh...
2014 CrossRef Annual Meeting Keynote: Ways and Needs to Promote Rapid Data Sh...2014 CrossRef Annual Meeting Keynote: Ways and Needs to Promote Rapid Data Sh...
2014 CrossRef Annual Meeting Keynote: Ways and Needs to Promote Rapid Data Sh...Crossref
 
Participant-centered research design and “equal access” data sharing practice...
Participant-centered research design and “equal access” data sharing practice...Participant-centered research design and “equal access” data sharing practice...
Participant-centered research design and “equal access” data sharing practice...Jason Bobe
 
Addressing standardization challenges through integrated approaches in biomed...
Addressing standardization challenges through integrated approaches in biomed...Addressing standardization challenges through integrated approaches in biomed...
Addressing standardization challenges through integrated approaches in biomed...Lynn Schriml
 
Construct precisephenotypesbigdatachallenge
Construct precisephenotypesbigdatachallengeConstruct precisephenotypesbigdatachallenge
Construct precisephenotypesbigdatachallengeAthula Herath
 
Big data and machine learning: opportunità per la medicina di precisione e i ...
Big data and machine learning: opportunità per la medicina di precisione e i ...Big data and machine learning: opportunità per la medicina di precisione e i ...
Big data and machine learning: opportunità per la medicina di precisione e i ...Fondazione Giannino Bassetti
 
Emerging collaboration models for academic medical centers _ our place in the...
Emerging collaboration models for academic medical centers _ our place in the...Emerging collaboration models for academic medical centers _ our place in the...
Emerging collaboration models for academic medical centers _ our place in the...Rick Silva
 
The Genomics Revolution: The Good, The Bad, and The Ugly
The Genomics Revolution: The Good, The Bad, and The UglyThe Genomics Revolution: The Good, The Bad, and The Ugly
The Genomics Revolution: The Good, The Bad, and The UglyEmiliano De Cristofaro
 
The Monarch Initiative: From Model Organism to Precision Medicine
The Monarch Initiative: From Model Organism to Precision MedicineThe Monarch Initiative: From Model Organism to Precision Medicine
The Monarch Initiative: From Model Organism to Precision Medicinemhaendel
 

Similaire à Sharing sensitive genomic human data, by Jordi Rambla De Argila, CRG-Center for Genomic Regulation - European Genome-Phenome Archive at the CRG (8th OpenAIRE workshop) (20)

The Chills and Thrills of Whole Genome Sequencing
The Chills and Thrills of Whole Genome SequencingThe Chills and Thrills of Whole Genome Sequencing
The Chills and Thrills of Whole Genome Sequencing
 
The Genomics Revolution: The Good, The Bad, and The Ugly (UEOP16 Keynote)
The Genomics Revolution: The Good, The Bad, and The Ugly (UEOP16 Keynote)The Genomics Revolution: The Good, The Bad, and The Ugly (UEOP16 Keynote)
The Genomics Revolution: The Good, The Bad, and The Ugly (UEOP16 Keynote)
 
Gen epio immem_griffiths
Gen epio immem_griffithsGen epio immem_griffiths
Gen epio immem_griffiths
 
IRIDA's Genomic epidemiology application ontology (GenEpiO): Genomic, clinica...
IRIDA's Genomic epidemiology application ontology (GenEpiO): Genomic, clinica...IRIDA's Genomic epidemiology application ontology (GenEpiO): Genomic, clinica...
IRIDA's Genomic epidemiology application ontology (GenEpiO): Genomic, clinica...
 
Data Sharing in Cancer Research
Data Sharing in Cancer ResearchData Sharing in Cancer Research
Data Sharing in Cancer Research
 
Workshop finding and accessing data - fiona - lunteren april 18 2016
Workshop   finding and accessing data - fiona - lunteren april 18 2016Workshop   finding and accessing data - fiona - lunteren april 18 2016
Workshop finding and accessing data - fiona - lunteren april 18 2016
 
The Genomics Revolution: The Good, The Bad, The Ugly
The Genomics Revolution: The Good, The Bad, The UglyThe Genomics Revolution: The Good, The Bad, The Ugly
The Genomics Revolution: The Good, The Bad, The Ugly
 
Emerging challenges in data-intensive genomics
Emerging challenges in data-intensive genomicsEmerging challenges in data-intensive genomics
Emerging challenges in data-intensive genomics
 
Workshop finding and accessing data - fiona nadia charlotte - cambridge apr...
Workshop   finding and accessing data - fiona nadia charlotte - cambridge apr...Workshop   finding and accessing data - fiona nadia charlotte - cambridge apr...
Workshop finding and accessing data - fiona nadia charlotte - cambridge apr...
 
Possible Solution for Managing the Worlds Personal Genetic Data - DNA Guide, ...
Possible Solution for Managing the Worlds Personal Genetic Data - DNA Guide, ...Possible Solution for Managing the Worlds Personal Genetic Data - DNA Guide, ...
Possible Solution for Managing the Worlds Personal Genetic Data - DNA Guide, ...
 
ConstructPrecisePhenotypesBigDataChallenge
ConstructPrecisePhenotypesBigDataChallengeConstructPrecisePhenotypesBigDataChallenge
ConstructPrecisePhenotypesBigDataChallenge
 
Data dialogue - Human Genomic Data Discovery
Data dialogue - Human Genomic Data DiscoveryData dialogue - Human Genomic Data Discovery
Data dialogue - Human Genomic Data Discovery
 
2014 CrossRef Annual Meeting Keynote: Ways and Needs to Promote Rapid Data Sh...
2014 CrossRef Annual Meeting Keynote: Ways and Needs to Promote Rapid Data Sh...2014 CrossRef Annual Meeting Keynote: Ways and Needs to Promote Rapid Data Sh...
2014 CrossRef Annual Meeting Keynote: Ways and Needs to Promote Rapid Data Sh...
 
Participant-centered research design and “equal access” data sharing practice...
Participant-centered research design and “equal access” data sharing practice...Participant-centered research design and “equal access” data sharing practice...
Participant-centered research design and “equal access” data sharing practice...
 
Addressing standardization challenges through integrated approaches in biomed...
Addressing standardization challenges through integrated approaches in biomed...Addressing standardization challenges through integrated approaches in biomed...
Addressing standardization challenges through integrated approaches in biomed...
 
Construct precisephenotypesbigdatachallenge
Construct precisephenotypesbigdatachallengeConstruct precisephenotypesbigdatachallenge
Construct precisephenotypesbigdatachallenge
 
Big data and machine learning: opportunità per la medicina di precisione e i ...
Big data and machine learning: opportunità per la medicina di precisione e i ...Big data and machine learning: opportunità per la medicina di precisione e i ...
Big data and machine learning: opportunità per la medicina di precisione e i ...
 
Emerging collaboration models for academic medical centers _ our place in the...
Emerging collaboration models for academic medical centers _ our place in the...Emerging collaboration models for academic medical centers _ our place in the...
Emerging collaboration models for academic medical centers _ our place in the...
 
The Genomics Revolution: The Good, The Bad, and The Ugly
The Genomics Revolution: The Good, The Bad, and The UglyThe Genomics Revolution: The Good, The Bad, and The Ugly
The Genomics Revolution: The Good, The Bad, and The Ugly
 
The Monarch Initiative: From Model Organism to Precision Medicine
The Monarch Initiative: From Model Organism to Precision MedicineThe Monarch Initiative: From Model Organism to Precision Medicine
The Monarch Initiative: From Model Organism to Precision Medicine
 

Plus de OpenAIRE

10th OpenAIRE Content Providers Community Call
10th OpenAIRE Content Providers Community Call10th OpenAIRE Content Providers Community Call
10th OpenAIRE Content Providers Community CallOpenAIRE
 
9th Content Providers Community Call\
9th Content Providers Community Call\9th Content Providers Community Call\
9th Content Providers Community Call\OpenAIRE
 
OpenAIRE in the European Open Science Cloud (EOSC)
OpenAIRE in the European Open Science Cloud (EOSC)OpenAIRE in the European Open Science Cloud (EOSC)
OpenAIRE in the European Open Science Cloud (EOSC)OpenAIRE
 
8th Content Providers Community Call
8th Content Providers Community Call8th Content Providers Community Call
8th Content Providers Community CallOpenAIRE
 
7th Content Providers Community Call
7th Content Providers Community Call7th Content Providers Community Call
7th Content Providers Community CallOpenAIRE
 
OpenAIRE PROVIDE Dashboard for Turkish repository managers
OpenAIRE PROVIDE Dashboard for Turkish repository managersOpenAIRE PROVIDE Dashboard for Turkish repository managers
OpenAIRE PROVIDE Dashboard for Turkish repository managersOpenAIRE
 
What will it cost to manage and share my data?
What will it cost to manage and share my data?What will it cost to manage and share my data?
What will it cost to manage and share my data?OpenAIRE
 
Open Research Gateway for the ELIXIR-GR Infrastructure (Part 3)
Open Research Gateway for the ELIXIR-GR Infrastructure (Part 3)Open Research Gateway for the ELIXIR-GR Infrastructure (Part 3)
Open Research Gateway for the ELIXIR-GR Infrastructure (Part 3)OpenAIRE
 
Open Research Gateway for the ELIXIR-GR Infrastructure (Part 2)
Open Research Gateway for the ELIXIR-GR Infrastructure (Part 2)Open Research Gateway for the ELIXIR-GR Infrastructure (Part 2)
Open Research Gateway for the ELIXIR-GR Infrastructure (Part 2)OpenAIRE
 
Open Research Gateway for the ELIXIR-GR Infrastructure (Part 1)
Open Research Gateway for the ELIXIR-GR Infrastructure (Part 1)Open Research Gateway for the ELIXIR-GR Infrastructure (Part 1)
Open Research Gateway for the ELIXIR-GR Infrastructure (Part 1)OpenAIRE
 
6th Content Providers Community Call
6th Content Providers Community Call6th Content Providers Community Call
6th Content Providers Community CallOpenAIRE
 
20200504_OpenAIRE Legal Policy Webinar: GDPR and Sharing Data
20200504_OpenAIRE Legal Policy Webinar: GDPR and Sharing Data20200504_OpenAIRE Legal Policy Webinar: GDPR and Sharing Data
20200504_OpenAIRE Legal Policy Webinar: GDPR and Sharing DataOpenAIRE
 
20200504_Research Data & the GDPR: How Open is Open?
20200504_Research Data & the GDPR: How Open is Open?20200504_Research Data & the GDPR: How Open is Open?
20200504_Research Data & the GDPR: How Open is Open?OpenAIRE
 
20200504_Data, Data Ownership and Open Science
20200504_Data, Data Ownership and Open Science20200504_Data, Data Ownership and Open Science
20200504_Data, Data Ownership and Open ScienceOpenAIRE
 
20200429_Research Data & the GDPR: How Open is Open? (updated version)
20200429_Research Data & the GDPR: How Open is Open? (updated version)20200429_Research Data & the GDPR: How Open is Open? (updated version)
20200429_Research Data & the GDPR: How Open is Open? (updated version)OpenAIRE
 
20200429_Data, Data Ownership and Open Science
20200429_Data, Data Ownership and Open Science20200429_Data, Data Ownership and Open Science
20200429_Data, Data Ownership and Open ScienceOpenAIRE
 
20200429_OpenAIRE Legal Policy Webinar: GDPR and Sharing Data
20200429_OpenAIRE Legal Policy Webinar: GDPR and Sharing Data20200429_OpenAIRE Legal Policy Webinar: GDPR and Sharing Data
20200429_OpenAIRE Legal Policy Webinar: GDPR and Sharing DataOpenAIRE
 
COVID-19: Activities, tools, best practice and contact points in Greece
 COVID-19: Activities, tools, best practice and contact points in Greece COVID-19: Activities, tools, best practice and contact points in Greece
COVID-19: Activities, tools, best practice and contact points in GreeceOpenAIRE
 
5th Content Providers Community Call
5th Content Providers Community Call5th Content Providers Community Call
5th Content Providers Community CallOpenAIRE
 
4th Content Providers Community Call
4th Content Providers Community Call4th Content Providers Community Call
4th Content Providers Community CallOpenAIRE
 

Plus de OpenAIRE (20)

10th OpenAIRE Content Providers Community Call
10th OpenAIRE Content Providers Community Call10th OpenAIRE Content Providers Community Call
10th OpenAIRE Content Providers Community Call
 
9th Content Providers Community Call\
9th Content Providers Community Call\9th Content Providers Community Call\
9th Content Providers Community Call\
 
OpenAIRE in the European Open Science Cloud (EOSC)
OpenAIRE in the European Open Science Cloud (EOSC)OpenAIRE in the European Open Science Cloud (EOSC)
OpenAIRE in the European Open Science Cloud (EOSC)
 
8th Content Providers Community Call
8th Content Providers Community Call8th Content Providers Community Call
8th Content Providers Community Call
 
7th Content Providers Community Call
7th Content Providers Community Call7th Content Providers Community Call
7th Content Providers Community Call
 
OpenAIRE PROVIDE Dashboard for Turkish repository managers
OpenAIRE PROVIDE Dashboard for Turkish repository managersOpenAIRE PROVIDE Dashboard for Turkish repository managers
OpenAIRE PROVIDE Dashboard for Turkish repository managers
 
What will it cost to manage and share my data?
What will it cost to manage and share my data?What will it cost to manage and share my data?
What will it cost to manage and share my data?
 
Open Research Gateway for the ELIXIR-GR Infrastructure (Part 3)
Open Research Gateway for the ELIXIR-GR Infrastructure (Part 3)Open Research Gateway for the ELIXIR-GR Infrastructure (Part 3)
Open Research Gateway for the ELIXIR-GR Infrastructure (Part 3)
 
Open Research Gateway for the ELIXIR-GR Infrastructure (Part 2)
Open Research Gateway for the ELIXIR-GR Infrastructure (Part 2)Open Research Gateway for the ELIXIR-GR Infrastructure (Part 2)
Open Research Gateway for the ELIXIR-GR Infrastructure (Part 2)
 
Open Research Gateway for the ELIXIR-GR Infrastructure (Part 1)
Open Research Gateway for the ELIXIR-GR Infrastructure (Part 1)Open Research Gateway for the ELIXIR-GR Infrastructure (Part 1)
Open Research Gateway for the ELIXIR-GR Infrastructure (Part 1)
 
6th Content Providers Community Call
6th Content Providers Community Call6th Content Providers Community Call
6th Content Providers Community Call
 
20200504_OpenAIRE Legal Policy Webinar: GDPR and Sharing Data
20200504_OpenAIRE Legal Policy Webinar: GDPR and Sharing Data20200504_OpenAIRE Legal Policy Webinar: GDPR and Sharing Data
20200504_OpenAIRE Legal Policy Webinar: GDPR and Sharing Data
 
20200504_Research Data & the GDPR: How Open is Open?
20200504_Research Data & the GDPR: How Open is Open?20200504_Research Data & the GDPR: How Open is Open?
20200504_Research Data & the GDPR: How Open is Open?
 
20200504_Data, Data Ownership and Open Science
20200504_Data, Data Ownership and Open Science20200504_Data, Data Ownership and Open Science
20200504_Data, Data Ownership and Open Science
 
20200429_Research Data & the GDPR: How Open is Open? (updated version)
20200429_Research Data & the GDPR: How Open is Open? (updated version)20200429_Research Data & the GDPR: How Open is Open? (updated version)
20200429_Research Data & the GDPR: How Open is Open? (updated version)
 
20200429_Data, Data Ownership and Open Science
20200429_Data, Data Ownership and Open Science20200429_Data, Data Ownership and Open Science
20200429_Data, Data Ownership and Open Science
 
20200429_OpenAIRE Legal Policy Webinar: GDPR and Sharing Data
20200429_OpenAIRE Legal Policy Webinar: GDPR and Sharing Data20200429_OpenAIRE Legal Policy Webinar: GDPR and Sharing Data
20200429_OpenAIRE Legal Policy Webinar: GDPR and Sharing Data
 
COVID-19: Activities, tools, best practice and contact points in Greece
 COVID-19: Activities, tools, best practice and contact points in Greece COVID-19: Activities, tools, best practice and contact points in Greece
COVID-19: Activities, tools, best practice and contact points in Greece
 
5th Content Providers Community Call
5th Content Providers Community Call5th Content Providers Community Call
5th Content Providers Community Call
 
4th Content Providers Community Call
4th Content Providers Community Call4th Content Providers Community Call
4th Content Providers Community Call
 

Dernier

GBSN - Biochemistry (Unit 1)
GBSN - Biochemistry (Unit 1)GBSN - Biochemistry (Unit 1)
GBSN - Biochemistry (Unit 1)Areesha Ahmad
 
Kochi ❤CALL GIRL 84099*07087 ❤CALL GIRLS IN Kochi ESCORT SERVICE❤CALL GIRL
Kochi ❤CALL GIRL 84099*07087 ❤CALL GIRLS IN Kochi ESCORT SERVICE❤CALL GIRLKochi ❤CALL GIRL 84099*07087 ❤CALL GIRLS IN Kochi ESCORT SERVICE❤CALL GIRL
Kochi ❤CALL GIRL 84099*07087 ❤CALL GIRLS IN Kochi ESCORT SERVICE❤CALL GIRLkantirani197
 
FAIRSpectra - Enabling the FAIRification of Spectroscopy and Spectrometry
FAIRSpectra - Enabling the FAIRification of Spectroscopy and SpectrometryFAIRSpectra - Enabling the FAIRification of Spectroscopy and Spectrometry
FAIRSpectra - Enabling the FAIRification of Spectroscopy and SpectrometryAlex Henderson
 
Botany 4th semester series (krishna).pdf
Botany 4th semester series (krishna).pdfBotany 4th semester series (krishna).pdf
Botany 4th semester series (krishna).pdfSumit Kumar yadav
 
module for grade 9 for distance learning
module for grade 9 for distance learningmodule for grade 9 for distance learning
module for grade 9 for distance learninglevieagacer
 
Forensic Biology & Its biological significance.pdf
Forensic Biology & Its biological significance.pdfForensic Biology & Its biological significance.pdf
Forensic Biology & Its biological significance.pdfrohankumarsinghrore1
 
9654467111 Call Girls In Raj Nagar Delhi Short 1500 Night 6000
9654467111 Call Girls In Raj Nagar Delhi Short 1500 Night 60009654467111 Call Girls In Raj Nagar Delhi Short 1500 Night 6000
9654467111 Call Girls In Raj Nagar Delhi Short 1500 Night 6000Sapana Sha
 
Discovery of an Accretion Streamer and a Slow Wide-angle Outflow around FUOri...
Discovery of an Accretion Streamer and a Slow Wide-angle Outflow around FUOri...Discovery of an Accretion Streamer and a Slow Wide-angle Outflow around FUOri...
Discovery of an Accretion Streamer and a Slow Wide-angle Outflow around FUOri...Sérgio Sacani
 
GBSN - Microbiology (Unit 2)
GBSN - Microbiology (Unit 2)GBSN - Microbiology (Unit 2)
GBSN - Microbiology (Unit 2)Areesha Ahmad
 
Bacterial Identification and Classifications
Bacterial Identification and ClassificationsBacterial Identification and Classifications
Bacterial Identification and ClassificationsAreesha Ahmad
 
SAMASTIPUR CALL GIRL 7857803690 LOW PRICE ESCORT SERVICE
SAMASTIPUR CALL GIRL 7857803690  LOW PRICE  ESCORT SERVICESAMASTIPUR CALL GIRL 7857803690  LOW PRICE  ESCORT SERVICE
SAMASTIPUR CALL GIRL 7857803690 LOW PRICE ESCORT SERVICEayushi9330
 
Conjugation, transduction and transformation
Conjugation, transduction and transformationConjugation, transduction and transformation
Conjugation, transduction and transformationAreesha Ahmad
 
Botany 4th semester file By Sumit Kumar yadav.pdf
Botany 4th semester file By Sumit Kumar yadav.pdfBotany 4th semester file By Sumit Kumar yadav.pdf
Botany 4th semester file By Sumit Kumar yadav.pdfSumit Kumar yadav
 
GBSN - Microbiology (Unit 3)
GBSN - Microbiology (Unit 3)GBSN - Microbiology (Unit 3)
GBSN - Microbiology (Unit 3)Areesha Ahmad
 
High Class Escorts in Hyderabad ₹7.5k Pick Up & Drop With Cash Payment 969456...
High Class Escorts in Hyderabad ₹7.5k Pick Up & Drop With Cash Payment 969456...High Class Escorts in Hyderabad ₹7.5k Pick Up & Drop With Cash Payment 969456...
High Class Escorts in Hyderabad ₹7.5k Pick Up & Drop With Cash Payment 969456...chandars293
 
Connaught Place, Delhi Call girls :8448380779 Model Escorts | 100% verified
Connaught Place, Delhi Call girls :8448380779 Model Escorts | 100% verifiedConnaught Place, Delhi Call girls :8448380779 Model Escorts | 100% verified
Connaught Place, Delhi Call girls :8448380779 Model Escorts | 100% verifiedDelhi Call girls
 
Labelling Requirements and Label Claims for Dietary Supplements and Recommend...
Labelling Requirements and Label Claims for Dietary Supplements and Recommend...Labelling Requirements and Label Claims for Dietary Supplements and Recommend...
Labelling Requirements and Label Claims for Dietary Supplements and Recommend...Lokesh Kothari
 

Dernier (20)

GBSN - Biochemistry (Unit 1)
GBSN - Biochemistry (Unit 1)GBSN - Biochemistry (Unit 1)
GBSN - Biochemistry (Unit 1)
 
Kochi ❤CALL GIRL 84099*07087 ❤CALL GIRLS IN Kochi ESCORT SERVICE❤CALL GIRL
Kochi ❤CALL GIRL 84099*07087 ❤CALL GIRLS IN Kochi ESCORT SERVICE❤CALL GIRLKochi ❤CALL GIRL 84099*07087 ❤CALL GIRLS IN Kochi ESCORT SERVICE❤CALL GIRL
Kochi ❤CALL GIRL 84099*07087 ❤CALL GIRLS IN Kochi ESCORT SERVICE❤CALL GIRL
 
FAIRSpectra - Enabling the FAIRification of Spectroscopy and Spectrometry
FAIRSpectra - Enabling the FAIRification of Spectroscopy and SpectrometryFAIRSpectra - Enabling the FAIRification of Spectroscopy and Spectrometry
FAIRSpectra - Enabling the FAIRification of Spectroscopy and Spectrometry
 
Clean In Place(CIP).pptx .
Clean In Place(CIP).pptx                 .Clean In Place(CIP).pptx                 .
Clean In Place(CIP).pptx .
 
Botany 4th semester series (krishna).pdf
Botany 4th semester series (krishna).pdfBotany 4th semester series (krishna).pdf
Botany 4th semester series (krishna).pdf
 
module for grade 9 for distance learning
module for grade 9 for distance learningmodule for grade 9 for distance learning
module for grade 9 for distance learning
 
Forensic Biology & Its biological significance.pdf
Forensic Biology & Its biological significance.pdfForensic Biology & Its biological significance.pdf
Forensic Biology & Its biological significance.pdf
 
9654467111 Call Girls In Raj Nagar Delhi Short 1500 Night 6000
9654467111 Call Girls In Raj Nagar Delhi Short 1500 Night 60009654467111 Call Girls In Raj Nagar Delhi Short 1500 Night 6000
9654467111 Call Girls In Raj Nagar Delhi Short 1500 Night 6000
 
Discovery of an Accretion Streamer and a Slow Wide-angle Outflow around FUOri...
Discovery of an Accretion Streamer and a Slow Wide-angle Outflow around FUOri...Discovery of an Accretion Streamer and a Slow Wide-angle Outflow around FUOri...
Discovery of an Accretion Streamer and a Slow Wide-angle Outflow around FUOri...
 
GBSN - Microbiology (Unit 2)
GBSN - Microbiology (Unit 2)GBSN - Microbiology (Unit 2)
GBSN - Microbiology (Unit 2)
 
Bacterial Identification and Classifications
Bacterial Identification and ClassificationsBacterial Identification and Classifications
Bacterial Identification and Classifications
 
Site Acceptance Test .
Site Acceptance Test                    .Site Acceptance Test                    .
Site Acceptance Test .
 
SAMASTIPUR CALL GIRL 7857803690 LOW PRICE ESCORT SERVICE
SAMASTIPUR CALL GIRL 7857803690  LOW PRICE  ESCORT SERVICESAMASTIPUR CALL GIRL 7857803690  LOW PRICE  ESCORT SERVICE
SAMASTIPUR CALL GIRL 7857803690 LOW PRICE ESCORT SERVICE
 
Conjugation, transduction and transformation
Conjugation, transduction and transformationConjugation, transduction and transformation
Conjugation, transduction and transformation
 
Botany 4th semester file By Sumit Kumar yadav.pdf
Botany 4th semester file By Sumit Kumar yadav.pdfBotany 4th semester file By Sumit Kumar yadav.pdf
Botany 4th semester file By Sumit Kumar yadav.pdf
 
GBSN - Microbiology (Unit 3)
GBSN - Microbiology (Unit 3)GBSN - Microbiology (Unit 3)
GBSN - Microbiology (Unit 3)
 
High Class Escorts in Hyderabad ₹7.5k Pick Up & Drop With Cash Payment 969456...
High Class Escorts in Hyderabad ₹7.5k Pick Up & Drop With Cash Payment 969456...High Class Escorts in Hyderabad ₹7.5k Pick Up & Drop With Cash Payment 969456...
High Class Escorts in Hyderabad ₹7.5k Pick Up & Drop With Cash Payment 969456...
 
Connaught Place, Delhi Call girls :8448380779 Model Escorts | 100% verified
Connaught Place, Delhi Call girls :8448380779 Model Escorts | 100% verifiedConnaught Place, Delhi Call girls :8448380779 Model Escorts | 100% verified
Connaught Place, Delhi Call girls :8448380779 Model Escorts | 100% verified
 
Labelling Requirements and Label Claims for Dietary Supplements and Recommend...
Labelling Requirements and Label Claims for Dietary Supplements and Recommend...Labelling Requirements and Label Claims for Dietary Supplements and Recommend...
Labelling Requirements and Label Claims for Dietary Supplements and Recommend...
 
CELL -Structural and Functional unit of life.pdf
CELL -Structural and Functional unit of life.pdfCELL -Structural and Functional unit of life.pdf
CELL -Structural and Functional unit of life.pdf
 

Sharing sensitive genomic human data, by Jordi Rambla De Argila, CRG-Center for Genomic Regulation - European Genome-Phenome Archive at the CRG (8th OpenAIRE workshop)

  • 2. Hi! I’m sequencing Hi! I’m sequencing, too Great! Let’s share and compare! My genome is rare! How you dare to share! (and compare) Data sharing is wonderful… but, some data is sensitive
  • 3. thus, we put data under custody
  • 4. EGA as an example for controlled access The EGA is a resource for permanent secure archiving and sharing of all types of potentially identifiable genetic and phenotypic data resulting from biomedical research projects. 4 Data is provided by research centers and health care institutions. Access is controlled by Data Access Committees. Data requesters are researchers from other research or health care institutions.
  • 5. …well, with the right tools, safety is gone. AMIA Jt Summits Transl Sci Proc 2016 Aug 31;2016:122-31. eCollection 2016. On the privacy risks of sharing clinical proteomics data. Li S, Bandeira N, Wang X, Tang H. maybe, safety is in numbers… (what if we just share aggregated data?)
  • 6. or to keep it private because genomics could lead to individual identification? to share info for increasing the “sample size”? The “Sharing dilemma” http://louiscyr.connexion-lanaudiere.ca/
  • 8. the GA4GH (a community initiative) • File Formats (BAM, VCF…) • APIs • Security recommendations • Metadata standards • Genotype to Phenotype (G2P) • Unified and “consensus” Donor Consent Agreements • PoC Projects (e.g. Beacon)
  • 9. Table 1. Data use categories and requirements (Consent Codes): definition and abbreviation. Dyke SOM, Philippakis AA, Rambla J, Paltoo DN, Luetkemeier ES, et al. (2016) Consent Codes: Upholding Standard Data Use Conditions. PLoS Genet 12(1): e1005772. doi:10.1371/journal.pgen.1005772 http://journals.plos.org/plosgenetics/article?id=info:doi/10.1371/journal.pgen.1005772
  • 10. Avoiding the “all or nothing” approach…
  • 11. THANKS! 11 And infrastructure support from the following sources: Core organizations: Additional sources: