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COINSTAC: A Privacy Enabled Model and Prototype for Leveraging and Processing Decentralized Brain Imaging Data

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Text
TitleInfo
Title
COINSTAC: A Privacy Enabled Model and Prototype for Leveraging and Processing Decentralized Brain Imaging Data
Name (authority = orcid); (authorityURI = http://id.loc.gov/vocabulary/identifiers/orcid.html); (type = personal); (valueURI = http://orcid.org/0000-0003-0040-0365)
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Plis
NamePart (type = given)
Sergey M.
Affiliation
Mind Research Network
Role
RoleTerm (authority = marcrt); (type = text)
author
Name (authority = orcid); (authorityURI = http://id.loc.gov/vocabulary/identifiers/orcid.html); (type = personal); (valueURI = http://orcid.org/0000-0001-6123-5282)
NamePart (type = family)
Sarwate
NamePart (type = given)
Anand D.
Affiliation
Electrical and Computer Engineering, Rutgers University
Role
RoleTerm (authority = marcrt); (type = text)
author
Name (type = personal)
NamePart (type = family)
Wood
NamePart (type = given)
Dylan
Affiliation
Mind Research Network
Role
RoleTerm (authority = marcrt); (type = text)
author
Name (type = personal)
NamePart (type = family)
Dieringer
NamePart (type = given)
Christopher
Affiliation
Mind Research Network
Role
RoleTerm (authority = marcrt); (type = text)
author
Name (type = personal)
NamePart (type = family)
Landis
NamePart (type = given)
Drew
Affiliation
Mind Research Network
Role
RoleTerm (authority = marcrt); (type = text)
author
Name (type = personal)
NamePart (type = family)
Reed
NamePart (type = given)
Cory
Affiliation
Mind Research Network
Role
RoleTerm (authority = marcrt); (type = text)
author
Name (type = personal)
NamePart (type = family)
Panta
NamePart (type = given)
Sandeep R.
Affiliation
Mind Research Network
Role
RoleTerm (authority = marcrt); (type = text)
author
Name (authority = orcid); (authorityURI = http://id.loc.gov/vocabulary/identifiers/orcid.html); (type = personal); (valueURI = http://orcid.org/0000-0003-0076-8434)
NamePart (type = family)
Turner
NamePart (type = given)
Jessica A.
Affiliation
Georgia State University and Mind Research Network
Role
RoleTerm (authority = marcrt); (type = text)
author
Name (type = personal)
NamePart (type = family)
Shoemaker
NamePart (type = given)
Jody M.
Affiliation
Mind Research Network
Role
RoleTerm (authority = marcrt); (type = text)
author
Name (authority = orcid); (authorityURI = http://id.loc.gov/vocabulary/identifiers/orcid.html); (type = personal); (valueURI = http://orcid.org/0000-0002-4904-2872)
NamePart (type = family)
Carter
NamePart (type = given)
Kim W.
Affiliation
Telethon Kids Institute, The University of Western Australia
Role
RoleTerm (authority = marcrt); (type = text)
author
Name (authority = orcid); (authorityURI = http://id.loc.gov/vocabulary/identifiers/orcid.html); (type = personal); (valueURI = http://orcid.org/0000-0002-4720-8867)
NamePart (type = family)
Thompson
NamePart (type = given)
Paul
Affiliation
University of Southern California
Role
RoleTerm (authority = marcrt); (type = text)
author
Name (type = personal)
NamePart (type = family)
Hutchison
NamePart (type = given)
Kent
Affiliation
University of Colorado Boulder
Role
RoleTerm (authority = marcrt); (type = text)
author
Name (authority = orcid); (authorityURI = http://id.loc.gov/vocabulary/identifiers/orcid.html); (type = personal); (valueURI = http://orcid.org/0000-0001-9058-0747)
NamePart (type = family)
Calhoun
NamePart (type = given)
Vince D.
Affiliation
University of New Mexico and Mind Research Network
Role
RoleTerm (authority = marcrt); (type = text)
author
Name (authority = RutgersOrg-Department); (type = corporate)
NamePart
Electrical and Computer Engineering
Name (authority = RutgersOrg-School); (type = corporate)
NamePart
School of Engineering
Genre (authority = RULIB-FS)
Article, Refereed
Genre (authority = NISO JAV)
Version of Record (VoR)
Note (type = peerReview)
Peer reviewed
OriginInfo
DateIssued (encoding = w3cdtf)
2016
Abstract (type = Abstract)
The field of neuroimaging has embraced the need for sharing and collaboration. Data sharing mandates from public funding agencies and major journal publishers have spurred the development of data repositories and neuroinformatics consortia. However, efficient and effective data sharing still faces several hurdles. For example, open data sharing is on the rise but is not suitable for sensitive data that are not easily shared, such as genetics. Current approaches can be cumbersome (such as negotiating multiple data sharing agreements). There are also significant data transfer, organization and computational challenges. Centralized repositories only partially address the issues. We propose a dynamic, decentralized platform for large scale analyses called the Collaborative Informatics and Neuroimaging Suite Toolkit for Anonymous Computation (COINSTAC). The COINSTAC solution can include data missing from central repositories, allows pooling of both open and “closed” repositories by developing privacy-preserving versions of widely-used algorithms, and incorporates the tools within an easy-to-use platform enabling distributed computation. We present an initial prototype system which we demonstrate on two multi-site data sets, without aggregating the data. In addition, by iterating across sites, the COINSTAC model enables meta-analytic solutions to converge to “pooled-data” solutions (i.e., as if the entire data were in hand). More advanced approaches such as feature generation, matrix factorization models, and preprocessing can be incorporated into such a model. In sum, COINSTAC enables access to the many currently unavailable data sets, a user friendly privacy enabled interface for decentralized analysis, and a powerful solution that complements existing data sharing solutions.
Language
LanguageTerm (authority = ISO 639-3:2007); (type = text)
English
PhysicalDescription
InternetMediaType
application/pdf
Extent
20 p.
Subject (authority = local)
Topic
Decentralized processing
Subject (authority = local)
Topic
Privacy
Subject (authority = local)
Topic
Brain imaging
Subject (authority = local)
Topic
Data sharing
Subject (authority = local)
Topic
Decentralized algorithms
Extension
DescriptiveEvent
Type
Citation
DateTime (encoding = w3cdtf)
2016
AssociatedObject
Name
Frontiers in Neuroscience
Type
Journal
Relationship
Has part
Identifier (type = volume and issue)
10(365)
Reference (type = url)
http://dx.doi.org/10.3389/fnins.2016.00365
Extension
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Type
Grant award
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Funder
Name
National Institutes of Health
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Originator
Name
Vince D. Calhoun
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Grant number
Name
1R01DA040487
Extension
DescriptiveEvent
Type
Grant award
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Role
Funder
Name
National Science Foundation
AssociatedEntity
Role
Originator
Name
Anand D. Sarwate
AssociatedObject
Type
Grant number
Name
1453432
Extension
DescriptiveEvent
Type
Grant award
AssociatedEntity
Role
Funder
Name
DARPA and SSC Pacific
AssociatedEntity
Role
Originator
Name
Galois, Inc.
AssociatedObject
Type
Grant number
Name
N66001-15-C-4070
RelatedItem (type = host)
TitleInfo
Title
Sarwate, Anand D.
Identifier (type = local)
rucore30159700001
Location
PhysicalLocation (authority = marcorg); (displayLabel = Rutgers, The State University of New Jersey)
NjNbRU
Identifier (type = doi)
doi:10.7282/T3HD7XS1
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RightsDeclaration (AUTHORITY = FS); (ID = rulibRdec0004)
Copyright for scholarly resources published in RUcore is retained by the copyright holder. By virtue of its appearance in this open access medium, you are free to use this resource, with proper attribution, in educational and other non-commercial settings. Other uses, such as reproduction or republication, may require the permission of the copyright holder.
Copyright
Status
Copyright protected
Availability
Status
Open
Reason
Permission or license
RightsEvent
Type
Permission or license
AssociatedObject
Type
License
Name
Multiple author license v. 1
Detail
I hereby grant to Rutgers, The State University of New Jersey (Rutgers) the non-exclusive right to retain, reproduce, and distribute the deposited work (Work) in whole or in part, in and from its electronic format, without fee. This agreement does not represent a transfer of copyright to Rutgers.Rutgers may make and keep more than one copy of the Work for purposes of security, backup, preservation, and access and may migrate the Work to any medium or format for the purpose of preservation and access in the future. Rutgers will not make any alteration, other than as allowed by this agreement, to the Work.I represent and warrant to Rutgers that the Work is my original work. I also represent that the Work does not, to the best of my knowledge, infringe or violate any rights of others.I further represent and warrant that I have obtained all necessary rights to permit Rutgers to reproduce and distribute the Work and that any third-party owned content is clearly identified and acknowledged within the Work.By granting this license, I acknowledge that I have read and agreed to the terms of this agreement and all related RUcore and Rutgers policies.
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2016-08-17T15:10:10
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2016-08-17T14:18:34
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