Literature DB >> 18779075

A cryptographic approach to securely share and query genomic sequences.

Murat Kantarcioglu1, Wei Jiang, Ying Liu, Bradley Malin.   

Abstract

To support large-scale biomedical research projects, organizations need to share person-specific genomic sequences without violating the privacy of their data subjects. In the past, organizations protected subjects' identities by removing identifiers, such as name and social security number; however, recent investigations illustrate that deidentified genomic data can be "reidentified" to named individuals using simple automated methods. In this paper, we present a novel cryptographic framework that enables organizations to support genomic data mining without disclosing the raw genomic sequences. Organizations contribute encrypted genomic sequence records into a centralized repository, where the administrator can perform queries, such as frequency counts, without decrypting the data. We evaluate the efficiency of our framework with existing databases of single nucleotide polymorphism (SNP) sequences and demonstrate that the time needed to complete count queries is feasible for real world applications. For example, our experiments indicate that a count query over 40 SNPs in a database of 5000 records can be completed in approximately 30 min with off-the-shelf technology. We further show that approximation strategies can be applied to significantly speed up query execution times with minimal loss in accuracy. The framework can be implemented on top of existing information and network technologies in biomedical environments.

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Year:  2008        PMID: 18779075     DOI: 10.1109/TITB.2007.908465

Source DB:  PubMed          Journal:  IEEE Trans Inf Technol Biomed        ISSN: 1089-7771


  20 in total

1.  Geospatial cryptography: enabling researchers to access private, spatially referenced, human subjects data for cancer control and prevention.

Authors:  Geoffrey M Jacquez; Aleksander Essex; Andrew Curtis; Betsy Kohler; Recinda Sherman; Khaled El Emam; Chen Shi; Andy Kaufmann; Linda Beale; Thomas Cusick; Daniel Goldberg; Pierre Goovaerts
Journal:  J Geogr Syst       Date:  2017-05-11

2.  Secure management of biomedical data with cryptographic hardware.

Authors:  Mustafa Canim; Murat Kantarcioglu; Bradley Malin
Journal:  IEEE Trans Inf Technol Biomed       Date:  2011-10-17

3.  Protecting genomic data analytics in the cloud: state of the art and opportunities.

Authors:  Haixu Tang; Xiaoqian Jiang; Xiaofeng Wang; Shuang Wang; Heidi Sofia; Dov Fox; Kristin Lauter; Bradley Malin; Amalio Telenti; Li Xiong; Lucila Ohno-Machado
Journal:  BMC Med Genomics       Date:  2016-10-13       Impact factor: 3.063

4.  The disclosure of diagnosis codes can breach research participants' privacy.

Authors:  Grigorios Loukides; Joshua C Denny; Bradley Malin
Journal:  J Am Med Inform Assoc       Date:  2010 May-Jun       Impact factor: 4.497

5.  Reporting actionable research results: shared secrets can save lives.

Authors:  Lawrence E Hunter; Christian Hopfer; Sharon F Terry; Marilyn E Coors
Journal:  Sci Transl Med       Date:  2012-07-18       Impact factor: 17.956

6.  SecureMA: protecting participant privacy in genetic association meta-analysis.

Authors:  Wei Xie; Murat Kantarcioglu; William S Bush; Dana Crawford; Joshua C Denny; Raymond Heatherly; Bradley A Malin
Journal:  Bioinformatics       Date:  2014-08-21       Impact factor: 6.937

Review 7.  Privacy-preserving techniques of genomic data-a survey.

Authors:  Md Momin Al Aziz; Md Nazmus Sadat; Dima Alhadidi; Shuang Wang; Xiaoqian Jiang; Cheryl L Brown; Noman Mohammed
Journal:  Brief Bioinform       Date:  2019-05-21       Impact factor: 11.622

8.  Big Data Privacy in Biomedical Research.

Authors:  Shuang Wang; Luca Bonomi; Wenrui Dai; Feng Chen; Cynthia Cheung; Cinnamon S Bloss; Samuel Cheng; Xiaoqian Jiang
Journal:  IEEE Trans Big Data       Date:  2016-09-13

9.  Private and Efficient Query Processing on Outsourced Genomic Databases.

Authors:  Reza Ghasemi; Md Momin Al Aziz; Noman Mohammed; Massoud Hadian Dehkordi; Xiaoqian Jiang
Journal:  IEEE J Biomed Health Inform       Date:  2016-11-04       Impact factor: 5.772

Review 10.  Routes for breaching and protecting genetic privacy.

Authors:  Yaniv Erlich; Arvind Narayanan
Journal:  Nat Rev Genet       Date:  2014-05-08       Impact factor: 53.242

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