Sociotechnical safeguards for genomic data privacy

Z Wan, JW Hazel, EW Clayton, Y Vorobeychik… - Nature Reviews …, 2022 - nature.com
Recent developments in a variety of sectors, including health care, research and the direct-
to-consumer industry, have led to a dramatic increase in the amount of genomic data that …

Routes for breaching and protecting genetic privacy

Y Erlich, A Narayanan - Nature Reviews Genetics, 2014 - nature.com
We are entering an era of ubiquitous genetic information for research, clinical care and
personal curiosity. Sharing these data sets is vital for progress in biomedical research …

Privacy in the genomic era

M Naveed, E Ayday, EW Clayton, J Fellay… - ACM Computing …, 2015 - dl.acm.org
Genome sequencing technology has advanced at a rapid pace and it is now possible to
generate highly-detailed genotypes inexpensively. The collection and analysis of such data …

Princess: Privacy-protecting rare disease international network collaboration via encryption through software guard extensions

F Chen, S Wang, X Jiang, S Ding, Y Lu, J Kim… - …, 2017 - academic.oup.com
Motivation We introduce PRINCESS, a privacy-preserving international collaboration
framework for analyzing rare disease genetic data that are distributed across different …

Machine learning and genomics: precision medicine versus patient privacy

CA Azencott - … Transactions of the Royal Society A …, 2018 - royalsocietypublishing.org
Machine learning can have a major societal impact in computational biology applications. In
particular, it plays a central role in the development of precision medicine, whereby …

Protecting and evaluating genomic privacy in medical tests and personalized medicine

E Ayday, JL Raisaro, JP Hubaux… - Proceedings of the 12th …, 2013 - dl.acm.org
In this paper, we propose privacy-enhancing technologies for medical tests and
personalized medicine methods that use patients' genomic data. Focusing on genetic …

Privacy-preserving techniques of genomic data—a survey

MMA Aziz, MN Sadat, D Alhadidi, S Wang… - Briefings in …, 2019 - academic.oup.com
Genomic data hold salient information about the characteristics of a living organism.
Throughout the past decade, pinnacle developments have given us more accurate and …

Protecting privacy and security of genomic data in i2b2 with homomorphic encryption and differential privacy

JL Raisaro, G Choi, S Pradervand… - … ACM transactions on …, 2018 - ieeexplore.ieee.org
Re-use of patients' health records can provide tremendous benefits for clinical research. Yet,
when researchers need to access sensitive/identifying data, such as genomic data, in order …

Secure multiparty computation and trusted hardware: Examining adoption challenges and opportunities

JI Choi, KRB Butler - Security and Communication Networks, 2019 - Wiley Online Library
When two or more parties need to compute a common result while safeguarding their
sensitive inputs, they use secure multiparty computation (SMC) techniques such as garbled …

[HTML][HTML] Privacy preserving processing of genomic data: A survey

M Akgün, AO Bayrak, B Ozer, MŞ Sağıroğlu - Journal of biomedical …, 2015 - Elsevier
Recently, the rapid advance in genome sequencing technology has led to production of
huge amount of sensitive genomic data. However, a serious privacy challenge is confronted …