Forensic GenealogyEvidence PackJun 14, 2026, 5:20 AM· 6 min read· #3 of 3 in science

How Forensic Genetic Genealogy is Emptying the Nation's Cold Case Files

Advances in forensic investigative genetic genealogy (FIGG) are clearing decades-old cold cases by combining whole-genome sequencing with consumer DNA databases. As the technology proves effective on highly degraded samples, new state and federal initiatives are mobilizing to fund the costly process nationwide.

By Factlen Editorial Team

Law Enforcement & Families 45%Forensic Geneticists 30%Legal & Privacy Scholars 25%
Law Enforcement & Families
Focuses on the moral imperative to solve violent crimes and bring closure to grieving families.
Forensic Geneticists
Focuses on the technological breakthroughs that make sequencing degraded DNA possible.
Legal & Privacy Scholars
Raises concerns about the Fourth Amendment and the non-consensual use of familial genetic data.

What's not represented

  • · Consumer DNA Database Users
  • · Wrongfully Convicted Individuals

Why this matters

For decades, a lack of a direct DNA match in police databases meant a cold case stayed permanently cold. FIGG bypasses this bottleneck by tracing distant family members, offering a realistic path to resolving hundreds of thousands of unsolved murders and missing persons cases—while sparking new debates over genetic privacy.

Key points

  • The 26-year mystery of a body found in Olympic National Park was solved using forensic genetic genealogy.
  • Whole Genome Sequencing now allows accurate genealogy inference from highly degraded DNA samples as small as 0.05 nanograms.
  • The U.S. Senate passed the Carla Walker Act to provide federal funding for the costly $7,500+ per-case testing.
  • Privacy advocates continue to raise Fourth Amendment concerns over the use of non-consenting relatives' genetic data.
26 years
Time Joseph Serrao Jr. remained unidentified
21,000
Unsolved murders in Florida targeted by FIGG
0.05 ng
Minimum DNA input for accurate genealogy
$7,500+
Starting cost per case for FIGG processing

For 26 years, the skeleton found zipped inside a sleeping bag in Washington's Olympic National Park was just another John Doe. In July 2000, a researcher hiking through a remote section of the Sol Duc River drainage stumbled upon the remains. Despite recovering a JanSport backpack, binoculars, winter gear, and a folding saw, investigators could not extract usable fingerprints from the weathered items. Traditional DNA tests were conducted, but the genetic profile yielded no matches in government databases. Without a direct hit, the trail went completely cold, leaving the man's identity a mystery for over a quarter of a century.[1][7]

That decades-long mystery finally unraveled in June 2026. A forensic anthropologist with the King County Medical Examiner's Office submitted a highly degraded DNA sample from the remains to a specialized laboratory in Texas. Scientists successfully built a comprehensive genetic profile, mapped it against consumer genealogy databases, and traced the resulting family tree to relatives living in Hawaii. Following interviews and reference DNA swabs from those family members, the remains were positively identified as Joseph Louis Serrao Jr. The breakthrough brought profound closure to a family that had not heard from him since 1998.[1][7]

Serrao's identification is the latest high-profile victory for Forensic Investigative Genetic Genealogy (FIGG), a technique that is systematically emptying the nation's cold case files. By merging advanced DNA sequencing technology with traditional genealogical research, investigators are bypassing the limitations of standard police databases. This powerful intersection of disciplines is allowing law enforcement to identify both unknown victims and elusive perpetrators, transforming cases that were once considered permanently unsolvable into active, solvable investigations.[6][7]

To understand why FIGG is so revolutionary, one must look at the limitations of the traditional forensic gold standard. Standard forensic testing relies on Short Tandem Repeats (STRs), which create a specific genetic fingerprint that can be checked against the FBI's Combined DNA Index System (CODIS). However, CODIS operates on a strict one-to-one matching system; it only works if the suspect or victim already has a prior record in the database. If there is no direct match, the investigation hits an impenetrable wall, leaving detectives with a pristine DNA profile but no name to attach to it.[5]

How investigators move from a degraded DNA sample to a suspect identification.
How investigators move from a degraded DNA sample to a suspect identification.

FIGG takes a radically different and far broader approach. Instead of looking for a direct match, laboratories use Whole Genome Sequencing (WGS) to analyze hundreds of thousands of Single Nucleotide Polymorphisms (SNPs). This massive dataset is then uploaded to public genetic genealogy databases—such as GEDmatch or FamilyTreeDNA—to find distant cousins and relatives who share segments of DNA. Expert genealogists then use census records, obituaries, and historical documents to build family trees backward to a common ancestor, and then forward to pinpoint the specific unknown individual.[5][6]

The scientific efficacy of this method has surged dramatically in recent years, largely due to advancements in sequencing technology. A December 2025 study published in the peer-reviewed journal Forensic Science International: Genetics demonstrated that WGS can accurately infer kinship even from severely degraded forensic trace evidence. Researchers found that DNA inputs as low as 0.05 nanograms, or fragments as short as 50 base pairs, yielded accuracy comparable to pristine, non-degraded samples. This means that evidence left out in the elements for decades can now be successfully analyzed.[4]

The scientific efficacy of this method has surged dramatically in recent years, largely due to advancements in sequencing technology.

"These cases remained unsolved not because the evidence wasn't there, but because the technology didn't exist to interpret it," noted David Mittelman, the founder of Othram, the forensic laboratory that handled the Serrao case. By digitizing genetic variation and using proprietary imputation algorithms to fill in the gaps of degraded samples, scientists are unlocking biological evidence that was previously considered useless by traditional crime labs.[3][6]

With the science now firmly established, the primary barrier to widespread adoption is no longer technical, but financial. A single FIGG investigation is a labor-intensive process that requires highly specialized laboratory equipment and hundreds of hours of genealogical research. Consequently, the process can cost between $7,500 and $12,000 per case. For many local police departments already operating on stretched budgets, this expense makes the technology prohibitively expensive for routine use.[2]

The scientific thresholds and financial costs defining modern genetic genealogy.
The scientific thresholds and financial costs defining modern genetic genealogy.

To bridge this critical funding gap, federal lawmakers are stepping in to subsidize the technology. In June 2026, the U.S. Senate passed the Carla Walker Act, named after a Fort Worth teenager whose 1974 murder was solved via FIGG in 2020. If the bill successfully passes the House and is signed into law, it will provide dedicated federal funding specifically earmarked for advanced DNA testing, allowing underfunded jurisdictions to finally process their cold case backlogs.[2]

State governments are also launching their own proactive initiatives rather than waiting for federal help. In April 2026, Florida Attorney General James Uthmeier announced a $600,000 statewide partnership with Othram to systematically review the state's massive backlog. With over 21,000 unsolved murders and 900 unidentified human remains scattered across Florida, the state is actively pushing viable DNA evidence through the FIGG pipeline, shifting from a reactive, case-by-case approach to a proactive, statewide dragnet.[3]

Yet, the rapid expansion of this genetic sleuthing has alarmed privacy advocates and legal scholars. The core ethical controversy stems from the fact that FIGG relies heavily on the genetic data of innocent citizens who took consumer DNA tests simply to learn about their heritage. When investigators search these databases, they are effectively turning millions of people into unwitting genetic informants against their own relatives, mapping out family secrets without the explicit consent of everyone on the tree.[5]

Legal scholars note that while database participants may explicitly opt-in to law enforcement matching, their non-participant relatives never consented to having their genetic associations scrutinized by the state. This dynamic has raised complex Fourth Amendment concerns regarding unreasonable search and seizure. However, courts have largely ruled in favor of law enforcement, establishing precedents that individuals forfeit their privacy rights to "abandoned DNA," such as the genetic material recovered from the trash in the high-profile Bryan Kohberger murder investigation.[3][5]

Thousands of unsolved cases are being reopened as sequencing technology advances.
Thousands of unsolved cases are being reopened as sequencing technology advances.

To balance these pressing privacy concerns with the undeniable public safety benefits, the Department of Justice has issued strict interim policies governing the use of FIGG. Under these federal guidelines, the technique is restricted exclusively to violent crimes—specifically murder and sexual assault—and the identification of unknown human remains. Furthermore, investigators are required to exhaust all traditional investigative leads and secure prosecutor approval before turning to genetic genealogy.[5]

Despite the ongoing ethical friction, the momentum behind Forensic Investigative Genetic Genealogy is undeniable and accelerating. As sequencing costs slowly decrease and new avenues of state and federal funding come online, the very definition of an "unsolvable" case is being rewritten. For the families of the missing and the murdered, the combination of a microscopic DNA fragment and a sprawling family tree is finally delivering the answers that were once thought lost to time.[1][2][3]

How we got here

  1. 1998

    Joseph Louis Serrao Jr. has his last known contact with his family in Hawaii.

  2. July 2000

    A researcher discovers Serrao's unidentified skeletal remains zipped inside a sleeping bag in Olympic National Park.

  3. April 2018

    Investigators use FIGG to identify and arrest the Golden State Killer, bringing global attention to the technique.

  4. 2024

    A forensic anthropologist submits a degraded DNA sample from the Olympic National Park John Doe to the laboratory Othram.

  5. December 2025

    Peer-reviewed research confirms that whole-genome sequencing can accurately infer genealogy from just 0.05 nanograms of DNA.

  6. June 2026

    The National Park Service publicly identifies Serrao, while the U.S. Senate passes the Carla Walker Act to fund FIGG nationwide.

Viewpoints in depth

Law Enforcement & Families

Focuses on the moral imperative to solve violent crimes and bring closure to grieving families.

For police departments and victims' families, FIGG represents a miraculous second chance for cases that had exhausted all traditional leads. Advocates in this camp emphasize that behind every cold case file is a family waiting for answers, and that society has a moral obligation to use every available technological tool to secure justice. They argue that the temporary privacy intrusion of building a family tree is vastly outweighed by the public safety benefit of removing serial offenders from the streets and returning the names to unidentified remains.

Forensic Geneticists

Focuses on the technological breakthroughs that make sequencing degraded DNA possible.

The scientific community views FIGG as a triumph of bioinformatics and molecular biology. Researchers emphasize the leap from STR analysis to Whole Genome Sequencing, which allows them to extract millions of data points from samples that have been exposed to the elements for decades. For this camp, the focus is on refining imputation algorithms, lowering the required DNA input thresholds, and ensuring that the laboratory processes maintain strict scientific validity and chain-of-custody protocols.

Legal & Privacy Scholars

Raises concerns about the Fourth Amendment and the non-consensual use of familial genetic data.

Privacy advocates warn that FIGG effectively turns consumer genealogy databases into unregulated, shadow law enforcement networks. They point out that when one person uploads their DNA, they are exposing the genetic associations of hundreds of their non-consenting relatives. This camp argues for strict legislative guardrails, such as the DOJ's interim policy limiting searches to violent crimes, and cautions against the 'slippery slope' of using familial DNA to investigate minor offenses or track political dissidents.

What we don't know

  • Whether the Carla Walker Act will pass the U.S. House of Representatives and secure final funding.
  • How courts will ultimately rule on the Fourth Amendment implications of searching the DNA of non-consenting relatives.
  • The exact circumstances surrounding Joseph Louis Serrao Jr.'s death in Olympic National Park.

Key terms

Forensic Investigative Genetic Genealogy (FIGG)
The practice of using genetic information from direct-to-consumer DNA databases to identify suspects or victims by tracing their family trees.
Single Nucleotide Polymorphism (SNP)
A variation at a single position in a DNA sequence, widely used in consumer DNA tests to determine ancestry and find distant relatives.
Short Tandem Repeat (STR)
A sequence of repeating DNA base pairs used in traditional forensic testing to create a genetic fingerprint for direct matching in government databases.
Whole Genome Sequencing (WGS)
A comprehensive laboratory process that determines the entirety of an organism's DNA sequence, crucial for analyzing highly degraded forensic samples.

Frequently asked

What is the difference between CODIS and FIGG?

CODIS relies on Short Tandem Repeats (STRs) and requires a direct match to a known offender in the police database. FIGG uses Single Nucleotide Polymorphisms (SNPs) to find distant relatives in public genealogy databases, allowing investigators to build a family tree to identify the suspect.

Can police search my private 23andMe or AncestryDNA data?

No. Major consumer testing companies like 23andMe and AncestryDNA do not allow law enforcement searches without a warrant. Investigators primarily use databases like GEDmatch and FamilyTreeDNA, where users can explicitly opt-in to law enforcement matching.

How much DNA is needed for forensic genealogy?

Recent scientific advancements in Whole Genome Sequencing allow laboratories to generate accurate genetic profiles from highly degraded samples, requiring as little as 0.05 nanograms of DNA.

Sources

Source coverage

7 outlets

3 viewpoints surfaced

Law Enforcement & Families 45%Forensic Geneticists 30%Legal & Privacy Scholars 25%
  1. [1]National Park ServiceLaw Enforcement & Families

    Human remains discovered in Olympic National Park in 2000 have been identified as Joseph Louis Serrao Jr.

    Read on National Park Service
  2. [2]Fort Worth Star-TelegramLaw Enforcement & Families

    Carla Walker Act passes U.S. Senate, moving closer to law

    Read on Fort Worth Star-Telegram
  3. [3]FOX 13 NewsLaw Enforcement & Families

    Florida launches statewide cold case task force using advanced DNA technology

    Read on FOX 13 News
  4. [4]Forensic Science International: GeneticsForensic Geneticists

    Accuracy of forensic investigative genetic genealogy using whole-genome sequencing data from low-quality DNA

    Read on Forensic Science International: Genetics
  5. [5]Journal of Law and the BiosciencesLegal & Privacy Scholars

    Investigative genetic genealogy and the privacy rights of non-participants

    Read on Journal of Law and the Biosciences
  6. [6]OthramForensic Geneticists

    Purpose-Built for Forensics and Human Identification

    Read on Othram
  7. [7]The New York TimesLaw Enforcement & Families

    26-Year Mystery of a Skeleton in a Tent Ends With DNA Identification

    Read on The New York Times
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