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CCS
2009
ACM

Learning your identity and disease from research papers: information leaks in genome wide association study

13 years 11 months ago
Learning your identity and disease from research papers: information leaks in genome wide association study
Genome-wide association studies (GWAS) aim at discovering the association between genetic variations, particularly single-nucleotide polymorphism (SNP), and common diseases, which have been well recognized to be one of the most important and active areas in biomedical research. Also renowned is the privacy implication of such studies, which has been brought into the limelight by the recent attack proposed by Homer et al. Homer’s attack demonstrates that it is possible to identify a participant of a GWAS from analyzing the allele frequencies of a large number of SNPs. Such a threat, unfortunately, was found in our research to be significantly understated. In this paper, we demonstrate that individuals can actually be identified from even a relatively small set of statistics, as those routinely published in GWAS papers. We present two attacks. The first one extends Homer’s attack with a much more powerful test statistic, based on the correlations among different SNPs described by...
Rui Wang, Yong Fuga Li, XiaoFeng Wang, Haixu Tang,
Added 19 May 2010
Updated 19 May 2010
Type Conference
Year 2009
Where CCS
Authors Rui Wang, Yong Fuga Li, XiaoFeng Wang, Haixu Tang, Xiao-yong Zhou
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