Privacy-Preserved Electronic Medical Record Exchanging and Sharing: A Blockchain-Based Smart Healthcare System

被引:26
|
作者
Wu, Guangjun [1 ]
Wang, Shupeng [1 ]
Ning, Zhaolong [2 ]
Zhu, Bingqing [1 ]
机构
[1] CAS Beijing, Inst Informat Engn, Beijing 100093, Peoples R China
[2] Dalian Univ Technol, Sch Software, Dalian 116014, Peoples R China
基金
中国国家自然科学基金;
关键词
Access control; Medical services; Blockchains; Privacy; Smart contracts; Medical diagnostic imaging; Vehicle dynamics; Blockchain; electronic medical records; dynamic access control; privacy computing; smart healthcare; DIFFERENTIAL PRIVACY; ALLOCATION; INTERNET;
D O I
10.1109/JBHI.2021.3123643
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The digitization of Electronic Medical Record (EMR) provides potential access to a wealth of medical information, but also presents new challenges in privacy-preserved EMR exchanging and sharing. In this paper, we propose a blockchain-based smart healthcare system with fine-grained privacy protection for reliable data exchanging and sharing among different users. We design a blockchain-enabled dynamic access control framework combined with Local Differential Privacy (LDP) strategies to provide the attribute-based privacy protection in transaction workflow. We design four types of smart contracts in the framework to meet the requirements of anonymous transaction, dynamic access control, beneficial matching decision, and evaluation of published data in an open network. To satisfy fine-grained privacy protection, we classify sensitive attributes of EMRs into different levels and set differential privacy budgets to randomize attributes before data publishing. Also, we design data quality function to depict the disturbance incurred by LDP-based privacy preferences at the requester view, and present appropriate many-to-many matching decisions among participants for beneficial transactions. Finally, we develop a prototype system and test our approach using 200,000 real-world EMRs. Experimental results show that the proposed privacy-preserved scheme can make stable and reliable transactions between EMR publishers and requesters. The prototype system achieves individual-centric privacy configuration at the patient site, while providing error-guaranteed statistics at the requester site. Additionally, the access control policies, logs of anonymous transaction are kept in the blockchain to provide system-level traceability.
引用
收藏
页码:1917 / 1927
页数:11
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