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FORESEE: Fully Outsourced secuRe gEnome Study basEd on homomorphic Encryption.

Yuchen Zhang, Wenrui Dai, Xiaoqian Jiang

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    Summary
    This summary is machine-generated.

    This study introduces FORESEE, a novel framework for secure genome-wide association studies (GWAS) using homomorphic encryption. FORESEE enables complete outsourcing of GWAS computations to the cloud, enhancing data privacy for personalized medicine research.

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    Area of Science:

    • Genomics
    • Computational Biology
    • Cryptography

    Background:

    • Genome data availability fuels personalized medicine research.
    • Public clouds offer scalable solutions for genome-wide association studies (GWAS).
    • Data privacy remains a critical concern for sensitive genomic information in cloud environments.

    Purpose of the Study:

    • To develop a secure framework for fully outsourcing genome-wide association studies (GWAS) to the cloud.
    • To address privacy concerns associated with sharing sensitive genome data.
    • To enable secure computation of chi-square statistics for GWAS using homomorphic encryption.

    Main Methods:

    • Introduction of the FORESEE (Fully Outsourced secuRe gEnome Study basEd on homomorphic Encryption) framework.
    • Implementation of secure division protocols (errorless and approximation) for encrypted data.
    • Evaluation of chi-square statistic computation using homomorphic encryption.

    Main Results:

    • FORESEE enables complete outsourcing of GWAS computations, including chi-square statistics.
    • Algorithmic optimization and parallel computation significantly enhance FORESEE's performance.
    • Secure approximation division offers performance gains without compromising the identification of significant SNPs.

    Conclusions:

    • The FORESEE framework supports complete outsourcing of GWAS to the cloud, overcoming limitations of previous homomorphic encryption studies.
    • It provides a secure and efficient solution for privacy-preserving genome-wide association studies.
    • Enables the generation of final encrypted chi-square statistics directly from the cloud.