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 …

[HTML][HTML] A survey of privacy-preserving mechanisms for heterogeneous data types

M Cunha, R Mendes, JP Vilela - Computer science review, 2021 - Elsevier
Due to the pervasiveness of always connected devices, large amounts of heterogeneous
data are continuously being collected. Beyond the benefits that accrue for the users, there …

Addressing the concerns of the lacks family: quantification of kin genomic privacy

M Humbert, E Ayday, JP Hubaux, A Telenti - Proceedings of the 2013 …, 2013 - dl.acm.org
The rapid progress in human-genome sequencing is leading to a high availability of
genomic data. This data is notoriously very sensitive and stable in time. It is also highly …

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 …

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 …

Private naive bayes classification of personal biomedical data: application in cancer data analysis

A Wood, V Shpilrain, K Najarian… - Computers in biology and …, 2019 - Elsevier
Clinicians would benefit from access to predictive models for diagnosis, such as
classification of tumors as malignant or benign, without compromising patients' privacy. In …

Security and privacy of sensitive data in cloud computing: a survey of recent developments

A Gholami, E Laure - arxiv preprint arxiv:1601.01498, 2016 - arxiv.org
Cloud computing is revolutionizing many ecosystems by providing organizations with
computing resources featuring easy deployment, connectivity, configuration, automation and …

[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 …

Sketching algorithms for genomic data analysis and querying in a secure enclave

C Kockan, K Zhu, N Dokmai, N Karpov, MO Kulekci… - Nature …, 2020 - nature.com
Genome-wide association studies (GWAS), especially on rare diseases, may necessitate
exchange of sensitive genomic data between multiple institutions. Since genomic data …

Efficient privacy-preserving string search and an application in genomics

K Shimizu, K Nuida, G Rätsch - Bioinformatics, 2016 - academic.oup.com
Motivation: Personal genomes carry inherent privacy risks and protecting privacy poses
major social and technological challenges. We consider the case where a user searches for …