Ultra-secure storage and analysis of genetic data for the advancement of precision medicine

Author:

Blindenbach Jacob,Kang Jiayi,Hong Seungwan,Karam Caline,Lehner Thomas,Gürsoy Gamze

Abstract

1AbstractCloud computing provides the opportunity to store the ever-growing genotype-phenotype data sets needed to achieve the full potential of precision medicine. However, due to the sensitive nature of this data and the patchwork of data privacy laws across states and countries, additional security protections are proving necessary to ensure data privacy and security. Here we present SQUiD, asecurequeryabledatabase for storing and analyzing genotype-phenotype data. With SQUiD, genotype-phenotype data can be stored in a low-security, low-cost public cloud in the encrypted form, which researchers can securely query without the public cloud ever being able to decrypt the data. We demonstrate the usability of SQUiD by replicating various commonly used calculations such as polygenic risk scores, cohort creation for GWAS, MAF filtering, and patient similarity analysis both on synthetic and UK Biobank data. Our work represents a new and scalable platform enabling the realization of precision medicine without security and privacy concerns.

Publisher

Cold Spring Harbor Laboratory

Reference71 articles.

1. Help center. https://help.instagram.com/1631821640426723. Accessed: 2023-7-18.

2. Introduction. https://homomorphicencryption.org/introduction/. Accessed: 2023-4-3.

3. UK biobank data access guide, April 2023.

4. U.S. data privacy laws to enter new era in 2023. Reuters, January 2023.

5. A global reference for human genetic variation

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