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Finding Highly Similar Regions of Genomic Sequences Through Homomorphic Encryption
Magsarjav Bataa1,2, Siwoo Song1, Kunsoo Park1
1Department of Computer Science and Engineering, Seoul National University, Seoul, South Korea.
This study introduces an efficient homomorphic encryption algorithm for finding similar genomic sequences securely in the cloud. The new method significantly speeds up genomic analysis while protecting sensitive data privacy.
Area of Science:
- Bioinformatics
- Cryptography
- Computational Biology
Background:
- Genomic sequence comparison is fundamental to bioinformatics.
- Cloud computing offers efficient large-scale genomic analysis but poses privacy risks.
- Homomorphic encryption (HE) enables private data analysis in untrusted environments.
Purpose of the Study:
- To develop an efficient algorithm for identifying similar regions in homomorphically encrypted genomic sequences.
- To enhance privacy and security in cloud-based genomic data analysis.
Main Methods:
- Implementation of a novel algorithm using bit-wise and word-wise homomorphic encryption schemes.
- Algorithm designed for efficient computation on encrypted genomic data.
Main Results:
- The proposed algorithm demonstrates a significant performance improvement, outperforming existing methods by up to two orders of magnitude in elapsed time.
- Successful identification of highly similar genomic regions in real datasets within a feasible timeframe.
Conclusions:
- The developed homomorphic encryption algorithm provides a secure and efficient solution for privacy-preserving genomic sequence comparison in the cloud.
- This advancement facilitates large-scale, secure genomic analyses, addressing critical data privacy concerns.
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