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 …

Privacy challenges and research opportunities for genomic data sharing

L Bonomi, Y Huang, L Ohno-Machado - Nature genetics, 2020 - nature.com
The sharing of genomic data holds great promise in advancing precision medicine and
providing personalized treatments and other types of interventions. However, these …

Privacy risks of general-purpose language models

X Pan, M Zhang, S Ji, M Yang - 2020 IEEE Symposium on …, 2020 - ieeexplore.ieee.org
Recently, a new paradigm of building general-purpose language models (eg, Google's Bert
and OpenAI's GPT-2) in Natural Language Processing (NLP) for text feature extraction, a …

A survey on interdependent privacy

M Humbert, B Trubert, K Huguenin - ACM Computing Surveys (CSUR), 2019 - dl.acm.org
The privacy of individuals does not only depend on their own actions and data but may also
be affected by the privacy decisions and by the data shared by other individuals. This …

Using game theory to thwart multistage privacy intrusions when sharing data

Z Wan, Y Vorobeychik, W **a, Y Liu, M Wooders… - Science …, 2021 - science.org
Person-specific biomedical data are now widely collected, but its sharing raises privacy
concerns, specifically about the re-identification of seemingly anonymous records. Formal re …

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 …

Inference attacks against kin genomic privacy

E Ayday, M Humbert - IEEE Security & Privacy, 2017 - ieeexplore.ieee.org
Inference Attacks against Kin Genomic Privacy Page 1 1540-7993/17/$33.00 © 2017 IEEE
Copublished by the IEEE Computer and Reliability Societies September/October 2017 29 …

Methods of privacy-preserving genomic sequencing data alignments

D Lu, Y Zhang, L Zhang, H Wang… - Briefings in …, 2021 - academic.oup.com
Genomic data alignment, a fundamental operation in sequencing, can be utilized to map
reads into a reference sequence, query on a genomic database and perform genetic tests …

Citizen-centered, auditable and privacy-preserving population genomics

D Grishin, JL Raisaro, JR Troncoso-Pastoriza… - Nature Computational …, 2021 - nature.com
The growing number of health-data breaches, the use of genomic databases for law
enforcement purposes and the lack of transparency of personal genomics companies are …

Between access and privacy: challenges in sharing health data

B Malin, K Goodman - Yearbook of medical informatics, 2018 - thieme-connect.com
Objective: To summarize notable research contributions published in 2017 on data sharing
and privacy issues in medical informatics. Methods: An extensive search of …