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 …

[HTML][HTML] Considerations for genomic data privacy and security when working in the cloud

AB Carter - The Journal of Molecular Diagnostics, 2019 - Elsevier
Next-generation sequencing produces large amounts of data. The complexity and data
management issues associated with next-generation sequencing have led many …

The evolving privacy and security concerns for genomic data analysis and sharing as observed from the iDASH competition

TT Kuo, X Jiang, H Tang, XF Wang… - Journal of the …, 2022 - academic.oup.com
Concerns regarding inappropriate leakage of sensitive personal information as well as
unauthorized data use are increasing with the growth of genomic data repositories …

Privacy-preserving artificial intelligence techniques in biomedicine

R Torkzadehmahani, R Nasirigerdeh… - … of information in …, 2022 - thieme-connect.com
Background Artificial intelligence (AI) has been successfully applied in numerous scientific
domains. In biomedicine, AI has already shown tremendous potential, eg, in the …

Re-identification of individuals in genomic data-sharing beacons via allele inference

N Von Thenen, E Ayday, AE Cicek - Bioinformatics, 2019 - academic.oup.com
Motivation Genomic data-sharing beacons aim to provide a secure, easy to implement and
standardized interface for data-sharing by only allowing yes/no queries on the presence of …

MBeacon: Privacy-preserving beacons for DNA methylation data

I Hagestedt, Y Zhang, M Humbert, P Berrang, T Haixu… - 2019 - publications.cispa.de
The advancement of molecular profiling techniques fuels biomedical research with a deluge
of data. To facilitate data sharing, the Global Alliance for Genomics and Health established …

Ensuring privacy and security of genomic data and functionalities

A Mohammed Yakubu, YPP Chen - Briefings in bioinformatics, 2020 - academic.oup.com
In recent times, the reduced cost of DNA sequencing has resulted in a plethora of genomic
data that is being used to advance biomedical research and improve clinical procedures …

Statistically valid inferences from privacy-protected data

G Evans, G King, M Schwenzfeier… - … Political Science Review, 2023 - cambridge.org
Unprecedented quantities of data that could help social scientists understand and
ameliorate the challenges of human society are presently locked away inside companies …

[HTML][HTML] Genome reconstruction attacks against genomic data-sharing beacons

K Ayoz, E Ayday, AE Cicek - Proceedings on Privacy Enhancing …, 2021 - ncbi.nlm.nih.gov
Sharing genome data in a privacy-preserving way stands as a major bottleneck in front of
the scientific progress promised by the big data era in genomics. A community-driven …

A community effort to protect genomic data sharing, collaboration and outsourcing

S Wang, X Jiang, H Tang, X Wang, D Bu… - NPJ genomic …, 2017 - nature.com
The human genome can reveal sensitive information and is potentially re-identifiable, which
raises privacy and security concerns about sharing such data on wide scales. In 2016, we …