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Biological Discovery and Consumer Genomics Databases Activate Latent Privacy Risk in...

slides:none on file

Claims that summary omics (gene expression, methylation) can be linked to unique genomes by inferring genotype from QTL signals and then matched to GEDmatch or similar consumer genealogy databases. Methods reconstruct enough eQTL-inferred genotypes to identify relatives out to first/second degree in many cases; prototypes upload simulated profiles, demonstrate real-world re-identification (examples include a diabetes study outing a pilot) and argue public omics become persistent time bombs as tools and databases improve.

AI-written summary · about

  1. 0:00Intro
  2. 0:32Golden State Killer Sentenced to Life in Prison Without Parole
  3. 4:59How can personal privacy be breached by biological data? (Linking attack)
  4. 6:43Omics reads are shared with controlled access, but summary data have unrestricted sharing
  5. 7:03Genotype can be inferred from gene expression via expression quantitative trait loci (eQTLs)
  6. 8:29Gene expression linking was deemed a theoretical risk, but not a practical one
  7. 9:14The ability to link gene expression to genomic data increases over time
  8. 11:38Is there a real-world risk?
  9. 13:56Privacy risks emerge in research data
  10. 15:28Many types of functional genomics data also have privacy risks
  11. 17:41Security is expected to degrade over time
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