GenMatch: Secure DNA Compatibility Testing

被引:0
|
作者
Riazi, M. Sadegh [1 ]
Dantu, Neeraj K. R. [1 ]
Gattu, L. N. Vinay [1 ]
Koushanfar, Farinaz [2 ]
机构
[1] Rice Univ, Houston, TX 77005 USA
[2] Univ Calif San Diego, La Jolla, CA 92093 USA
基金
美国国家科学基金会;
关键词
Privacy-Preserving Computing; DNA Matching; Secure Function Evaluation; Garbled Circuit;
D O I
暂无
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
We introduce GenMatch, a novel set of techniques based on hardware synthesis, for achieving efficient and scalable privacy-preserving genetic testing. Processing and handling sensitive genome data require methodologies to thwart possible attacks and data theft scenarios. The GenMatch secure genome testing method utilizes Yao's Garbled Circuit (GC) protocol and creates a formulation of the matching problem in a sequential GC format. Our formulation involves private matching of genome data by the GC protocol. Our method reduces the memory footprint of the secure computation such that it can be done in a resource-constrained devices like embedded platforms, rendering the method scalable and time-efficient. Proof-of-concept evaluations are performed on the application of matching Human Leukocyte Antigen (HLA) data for organ and tissue transplant compatibility between recipient and donors. This type of testing also has applications in ancestry testing and genetic matchmaking. HLA data of the recipient is matched with a database of possible donor HLA data while keeping the data from both parties private. Experimental results on real genome data demonstrate the practicability of GenMatch in terms of timing and communication complexity for HLA database in the order of million user profiles.
引用
收藏
页码:248 / 253
页数:6
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