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Efficient Secure Outsourcing of Genome-Wide Association Studies

机译:全基因组关联研究的有效安全外包

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A genome-wide association study aimed at finding genetic variations associated with a particular disease is a common approach used in genetic epidemiology. We present a new efficient secure outsourcing computation of GWAS using homomorphic encryption based on ring-LWE. Our method works by virtue of the fact that integer vectors can be packed into a single cipher text and a scalar product of integer vectors can be evaluated using a single homomorphic multiplication. We demonstrate by experimentation that secure outsourcing computation of a ?2 test for independence with 5,000 samples can be processed in one second including communication time, which is 250 times faster than an existing FHE solution.
机译:旨在发现与特定疾病相关的遗传变异的全基因组关联研究是遗传流行病学中常用的方法。我们提出了一种新的高效安全的GWAS安全外包计算方法,该算法使用了基于ring-LWE的同态加密。我们的方法的工作原理是,整数矢量可以打包为单个密文,并且整数矢量的标量积可以使用单个同态乘法来求值。我们通过实验证明,可以在1秒钟内处理包含25,000个样本的独立性安全的第2项测试的外包计算,该处理包括通信时间,这比现有FHE解决方案快250倍。

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