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The New Orleans Advocate recently published a shocking story that details the very real threats to privacy and civil liberties posed by law enforcement access to private genetic databases and familial DNA searching.

In 1996, a young woman named Angie Dodge was murdered in her apartment in a small town in Idaho. Although the police collected DNA from semen left at the crime scene, they haven’t been able to match the DNA to existing profiles in any criminal database, and the murder has never been solved.

Fast forward to 2014. The Idaho police sent the semen sample to a private lab to extract a DNA profile that included YSTR and mtDNA—the two genetic markers used to determine patrilineal and matrilineal relationships (it’s unclear why they reopened the case after nearly 20 years). These markers would allow investigators to search some existing databases to try to find a match between the sample and genetic relatives.

The cops chose to use a lab linked to a private collection of genetic genealogical data called the Sorenson Database (now owned by Ancestry.com...