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Efficient Secure Outsourcing of Genome-Wide Association Studies

机译:基因组关联研究的高效安全外包

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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:旨在寻找与特定疾病相关的遗传变异的基因组 - 范围的协会研究是遗传流行病学中使用的常见方法。我们使用基于环LWE的同态加密来展示GWA的新高效安全外包计算。我们的方法借助于整数向量可以包装成单个密文,并且可以使用单个同型乘法来评估整数矢量的标量乘积。我们通过实验证明了安全的外包计算,可以在包括通信时间的一秒内处理与5,000个样本的独立性进行独立性,这比现有的FHE解决方案快250倍。

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