Collaborative analysis of genomic data: vision and challenges

S Jafarbeiki, R Gaire, A Sakzad… - 2021 IEEE 7th …, 2021 - ieeexplore.ieee.org
The cost of DNA sequencing has resulted in a surge of genetic data being utilised to
improve scientific research, clinical procedures, and healthcare delivery in recent years …

ACE: A Consent-Embedded privacy-preserving search on genomic database

S Jafarbeiki, A Sakzad, R Steinfeld, SK Kermanshahi… - Heliyon, 2024 - cell.com
In this paper, we introduce ACE, a consent-embedded searchable encryption scheme. ACE
enables dynamic consent management by supporting the physical deletion of associated …

SecCT: Secure and scalable count query models on encrypted genomic data

Y Peng, R Liu, J Guo, X Gao, L Huang… - Formal Aspects of …, 2024 - dl.acm.org
Recently, due to the continued reduction in DNA sequencing cost, large-scale genetic
samples are being gathered for accelerating predispositions to specific diseases, tailoring …

Pressgendb: Privacy-preserving substring search on encrypted genomic database

S Jafarbeiki, A Sakzad, SK Kermanshahi… - … -IEEE Conference on …, 2022 - ieeexplore.ieee.org
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 …

A Distributed Computing Solution for Privacy-Preserving Genome-Wide Association Studies

C Brito, P Ferreira, J Paulo - bioRxiv, 2024 - biorxiv.org
Breakthroughs in sequencing technologies led to an exponential growth of genomic data,
providing unprecedented biological in-sights and new therapeutic applications. However …

Efficient and Secure Count Queries on Encrypted Genomic Data

G Hu, C Liu, J Tuo, M Zhang - … Conference on Frontiers in Cyber Security, 2023 - Springer
Human Genomics research has gained certain attention since these studies provide an
efficient way to identify potential relationships between complex diseases and certain genes …

Towards a privacy-preserving distributed machine learning framework

CVM de Brito - 2024 - search.proquest.com
A Aprendizagem Máquina (AM) tornou–se uma técnica essencial para vários sectores (p.
ex., saúde, finanças) que pretendem extrair novas informações dos seus dados. No entanto …

[PDF][PDF] Privacy Technologies in Genomic Data with Consent: Investigation, Design and Analysis

S Jafarbeiki - scholar.archive.org
The rapid progress in DNA sequencing technology has led to a massive increase in the
amount of genomic data available for scientific research, clinical procedures, and healthcare …