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DNA phenotyping

DNA profiling technique

  • 10 min read
  • 5 chapters

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Through Witness and DNA profiling

DNA phenotyping uses many of the same scientific methods as those being used for genetically informed personalized medicine, in which drug responsiveness (pharmacogenomics) and medical outcomes are predicted from a patient's genetic information. Significant genetic variants associated with a particular trait are discovered using a genome-wide association study (GWAS) approach, in which hundreds of thousands or millions of single-nucleotide polymorphisms (SNPs) are tested for their association with each trait of interest. Predictive modeling is then used to build a mathematical model for making trait predictions about new subjects.

Predicted phenotypes

Human phenotypes are predicted from DNA using direct or indirect methods. With direct methods, genetic variants mechanistically linked with variable expression of the relevant phenotypes are measured and used with appropriate statistical methodologies to infer trait value. With indirect methods, variants associated with genetic component(s) of ancestry that correlate with the phenotype of interest, such as Ancestry Informative Markers, are measured and used with appropriate statistical methodologies to infer trait value. The direct method is always preferable, for obvious reasons, but depending on the genetic architecture of the phenotype, is not always possible.

Biogeographic ancestry determination methods have been highly developed within the genetics community, as it is a key GWAS quality control step. These approaches typically use genome-wide human genetic clustering and/or principal component analysis to compare new subjects to curated individuals with known ancestry, such as the International HapMap Project or the 1000 Genomes Project. Another approach is to assay ancestry informative markers (AIMs), SNPs that vary in frequency between the major human populations.

As early as 2004, evidence was compiled showing that the bulk of phenotypic variation in human iris color could be attributed to polymorphisms in the OCA2 gene. This paper, and the work it cited, laid the foundation for the inference of human iris color from DNA, first carried out on basic level by DNAPrint Genomics Beginning in 2009, academic groups developed and reported on more accurate predictive models for eye color and, more recently, hair color in the European population.

More recently, companies such as Parabon NanoLabs and Identitas have begun offering forensic DNA phenotyping services for U.S. and international law enforcement. However, the science behind the commercial services offered by Parabon NanoLabs has been criticized as it has not been subjected to scrutiny in peer-reviewed scientific publications. It has been suggested that it is not known "whether their ability to estimate a face’s appearance is better than chance, or if it’s an approximation based on what we know about ancestry”.

DNA phenotyping is often referred to as a "biologic witness," a play on the term eye-witness. Just as an eye-witness may describe the appearance of a person of interest, the DNA left at a crime scene can be used to discover the physical appearance of the person who left it. This allows DNA phenotyping to be used as an investigative tool to help guide the police when searching for suspects. DNA phenotyping can be particularly helpful in cold cases, where there may not be a current lead. However, it is not a method used to help incarcerate suspects, as more traditional forensic measures are better suited for this.

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