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Genomic MRI - a Public Resource for Studying Sequence Patterns within Genomic DNA
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Private queries on encrypted genomic data.

Gizem S Çetin1, Hao Chen2, Kim Laine3

  • 1Worcester Polytechnic Institute, 100 Institute Rd, Worcester, MA 01609, USA.

BMC Medical Genomics
|August 9, 2017
PubMed
Summary
This summary is machine-generated.

This study presents a novel privacy-preserving query protocol for homomorphically encrypted genomic data. The method efficiently detects mutations in large datasets while safeguarding sensitive information.

Keywords:
CryptographyGenome privacyHomomorphic encryption

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Area of Science:

  • Cryptography
  • Bioinformatics
  • Secure Computation

Background:

  • The iDASH Secure Genome Analysis Competition (2016) focused on privacy-preserving queries for homomorphically encrypted genomic data.
  • The challenge involved encrypting large mutation datasets for secure cloud storage and querying without data or query disclosure.

Purpose of the Study:

  • To develop a novel string matching protocol for privacy-preserving queries on homomorphically encrypted data.
  • To enable efficient and secure querying of genomic datasets stored in the cloud.

Main Methods:

  • Combined homomorphic encryption techniques with private set intersection protocols.
  • Developed a novel string matching protocol to minimize computational and communication costs.
  • Implemented the protocol using the SEAL v2.1 homomorphic encryption library.

Main Results:

  • Achieved an efficient solution for the iDASH competition task.
  • Demonstrated a running time of 4 seconds and a communication cost of 2 MB for querying 5 mutations in a 100,000-mutation dataset using 8 threads.
  • Validated the feasibility of privacy-preserving queries on realistic-sized encrypted genomic datasets.

Conclusions:

  • Homomorphic encryption enables efficient privacy-preserving mutation querying in large genomic datasets.
  • The developed protocol is applicable to various data types beyond genomics.
  • The protocol holds independent interest for the homomorphic encryption research community.