» Articles » PMID: 39696687

SQUiD: Ultra-secure Storage and Analysis of Genetic Data for the Advancement of Precision Medicine

Overview
Journal Genome Biol
Specialties Biology
Genetics
Date 2024 Dec 19
PMID 39696687
Authors
Affiliations
Soon will be listed here.
Abstract

Cloud computing allows storing the ever-growing genotype-phenotype datasets crucial for precision medicine. Due to the sensitive nature of this data and varied laws and regulations, additional security measures are needed to ensure data privacy. We develop SQUiD, a secure queryable database for storing and analyzing genotype-phenotype data. SQUiD allows storage and secure querying of data in a low-security, low-cost public cloud using homomorphic encryption in a multi-client setting. We demonstrate SQUiD's practical usability and scalability using synthetic and UK Biobank data.

Citing Articles

SQUiD: ultra-secure storage and analysis of genetic data for the advancement of precision medicine.

Blindenbach J, Kang J, Hong S, Karam C, Lehner T, Gursoy G Genome Biol. 2024; 25(1):314.

PMID: 39696687 PMC: 11657510. DOI: 10.1186/s13059-024-03447-9.

References
1.
Sarkar E, Chielle E, Gursoy G, Mazonka O, Gerstein M, Maniatakos M . Fast and Scalable Private Genotype Imputation Using Machine Learning and Partially Homomorphic Encryption. IEEE Access. 2021; 9:93097-93110. PMC: 8409799. DOI: 10.1109/access.2021.3093005. View

2.
Lambert S, Wingfield B, Gibson J, Gil L, Ramachandran S, Yvon F . Enhancing the Polygenic Score Catalog with tools for score calculation and ancestry normalization. Nat Genet. 2024; 56(10):1989-1994. DOI: 10.1038/s41588-024-01937-x. View

3.
Blatt M, Gusev A, Polyakov Y, Goldwasser S . Secure large-scale genome-wide association studies using homomorphic encryption. Proc Natl Acad Sci U S A. 2020; 117(21):11608-11613. PMC: 7261120. DOI: 10.1073/pnas.1918257117. View

4.
Acosta J, Falcone G, Rajpurkar P, Topol E . Multimodal biomedical AI. Nat Med. 2022; 28(9):1773-1784. DOI: 10.1038/s41591-022-01981-2. View

5.
Gursoy G, Chielle E, Brannon C, Maniatakos M, Gerstein M . Privacy-preserving genotype imputation with fully homomorphic encryption. Cell Syst. 2021; 13(2):173-182.e3. PMC: 8857019. DOI: 10.1016/j.cels.2021.10.003. View