PRESSGenDB: PRivacy-prEserving Substring Search on Encrypted Genomic DataBase

被引:1
|
作者
Jafarbeiki, Sara [1 ,2 ]
Sakzad, Amin [1 ]
Kermanshahi, Shabnam Kasra [3 ]
Steinfeld, Ron [1 ]
Gaire, Raj [2 ]
机构
[1] Monash Univ, Fac Informat Technol, Clayton, Vic 3800, Australia
[2] CSIRO Data61, Canberra, ACT, Australia
[3] RMIT Univ, Sch Comp Technol, Melbourne, Vic, Australia
关键词
Genomic data privacy; big data; privacy and security; substring search; searchable encryption;
D O I
10.1109/INFOCOMWKSHPS54753.2022.9797931
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Efficient sequencing methods produce a large amount of genetic data, and make it accessible to researchers. This leads genomics to be considered a legitimate big data field. Hence, outsourcing data to the cloud is necessary as the genomic dataset is large. Data owners encrypt sensitive data before outsourcing to maintain data confidentiality and outsourcing aids data owners in resolving the issue of local storage management. Because genomic data is so enormous, safely and effectively performing researchers' queries is challenging. In this paper, we propose a method, PRESSGenDB, for securely performing string and substring searches on the encrypted genomic sequences dataset. We leverage searchable symmetric encryption (SSE) and design a new method to handle these queries. In comparison to the state-of-the-art methods, PRESSGenDB supports various types of queries over genomic sequences such as string search and substring searches with and without a given requested start position. Moreover, it supports strings of alphabets as sequences rather than just a binary sequence of 0, ls. It can search for substrings (patterns) over a whole dataset of genomic sequences rather than just one sequence. Furthermore, by comparing PRESSGenDB's search complexity analytically with the state-of-the-art, we show that it outperforms the recent efficient works.
引用
收藏
页数:6
相关论文
共 50 条
  • [21] Privacy-Preserving Ranked Fuzzy Keyword Search over Encrypted Cloud Data
    Xu, Qunqun
    Shen, Hong
    Sang, Yingpeng
    Tian, Hui
    2013 INTERNATIONAL CONFERENCE ON PARALLEL AND DISTRIBUTED COMPUTING, APPLICATIONS AND TECHNOLOGIES (PDCAT), 2013, : 239 - 245
  • [22] A Privacy-preserving Fuzzy Keyword Search Scheme over Encrypted Cloud Data
    Wang, Dongsheng
    Fu, Shaojing
    Xu, Ming
    2013 IEEE FIFTH INTERNATIONAL CONFERENCE ON CLOUD COMPUTING TECHNOLOGY AND SCIENCE (CLOUDCOM), VOL 1, 2013, : 663 - 670
  • [23] Privacy-preserving database systems
    Bertino, E
    Byun, JW
    Li, NH
    FOUNDATIONS OF SECURITY ANALYSIS AND DESIGN III, 2005, 3655 : 178 - 206
  • [24] Privacy-preserving Computation over Encrypted Vectors
    Hu, Rui
    Ding, Wenxiu
    Yan, Zheng
    2020 IEEE GLOBAL COMMUNICATIONS CONFERENCE (GLOBECOM), 2020,
  • [25] Privacy-Preserving SVM Computing in the Encrypted Domain
    Maekawa, Takahiro
    Kawamura, Ayana
    Kinoshita, Yuma
    Kiya, Hitoshi
    2018 ASIA-PACIFIC SIGNAL AND INFORMATION PROCESSING ASSOCIATION ANNUAL SUMMIT AND CONFERENCE (APSIPA ASC), 2018, : 897 - 902
  • [26] Efficient and Privacy-Preserving Categorization for Encrypted EMR
    Zhao, Zhiliang
    Zeng, Shengke
    Cheng, Shuai
    Hao, Fei
    MATHEMATICS, 2023, 11 (03)
  • [27] Privacy-preserving Range Search
    Liu, Jie
    Chen, Changpin
    2017 4TH INTERNATIONAL CONFERENCE ON INFORMATION SCIENCE AND CONTROL ENGINEERING (ICISCE), 2017, : 553 - 556
  • [28] Privacy-Preserving Multi-keyword Ranked Search over Encrypted Cloud Data
    Cao, Ning
    Wang, Cong
    Li, Ming
    Ren, Kui
    Lou, Wenjing
    2011 PROCEEDINGS IEEE INFOCOM, 2011, : 829 - 837
  • [29] Privacy-Preserving Multi-Keyword Ranked Search over Encrypted Cloud Data
    Cao, Ning
    Wang, Cong
    Li, Ming
    Ren, Kui
    Lou, Wenjing
    IEEE TRANSACTIONS ON PARALLEL AND DISTRIBUTED SYSTEMS, 2014, 25 (01) : 222 - 233
  • [30] Towards efficient privacy-preserving conjunctive keywords search over encrypted cloud data
    Liu, Yaru
    Xiao, Xiaodong
    Kong, Fanyu
    Zhang, Hanlin
    Yu, Jia
    FUTURE GENERATION COMPUTER SYSTEMS-THE INTERNATIONAL JOURNAL OF ESCIENCE, 2025, 166