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 …

Privacy-preserving patient-centric clinical decision support system on naive Bayesian classification

X Liu, R Lu, J Ma, L Chen, B Qin - IEEE journal of biomedical …, 2015 - ieeexplore.ieee.org
Clinical decision support system, which uses advanced data mining techniques to help
clinician make proper decisions, has received considerable attention recently. The …

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 …

Private genome analysis through homomorphic encryption

M Kim, K Lauter - BMC medical informatics and decision making, 2015 - Springer
Background The rapid development of genome sequencing technology allows researchers
to access large genome datasets. However, outsourcing the data processing o the cloud …

HEALER: homomorphic computation of ExAct Logistic rEgRession for secure rare disease variants analysis in GWAS

S Wang, Y Zhang, W Dai, K Lauter, M Kim… - …, 2016 - academic.oup.com
Motivation: Genome-wide association studies (GWAS) have been widely used in
discovering the association between genotypes and phenotypes. Human genome data …

Hybrid privacy-preserving clinical decision support system in fog–cloud computing

X Liu, RH Deng, Y Yang, HN Tran, S Zhong - Future Generation Computer …, 2018 - Elsevier
In this paper, we propose a framework for hybrid privacy-preserving clinical decision support
system in fog–cloud computing, called HPCS. In HPCS, a fog server uses a lightweight data …

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 …

A privacy-preserving sensory data sharing scheme in Internet of Vehicles

Q Kong, R Lu, M Ma, H Bao - Future Generation Computer Systems, 2019 - Elsevier
Abstract Internet of Vehicles (IoV), which enables information gathering and disseminating
among vehicles, roadside infrastructures and surrounding environments, has received …

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 …