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A new framework to test parent-child and full sibling relationships with population substructure
Monchai Kooakachai1, Greggory LaBerge2, Stephanie A Santorico3
1University of Colorado Denver, Department of Mathematical & Statistical Sciences, 1201 Larimer Street, Denver, Colorado, 80204, USA; Chulalongkorn University, Department of Mathematics and Computer Science, Faculty of Science, Bangkok, 10330, Thailand.
This study introduces three new statistical methods for inferring genetic relationships in forensic DNA databases. These methods improve the accuracy of familial searches, especially when using extended CODIS core loci.
Area of Science:
- Forensic Genetics
- Statistical Genetics
- Population Genetics
Background:
- Familial searching uses statistical methods to infer genetic relationships between forensic DNA samples and database individuals.
- Existing likelihood ratio-based statistics for parent-child and sibling relationships are affected by population substructure.
Purpose of the Study:
- To propose and evaluate three novel statistical methods for familial searching in DNA databases.
- To assess the performance of these statistics concerning Type I error rates and statistical power.
- To investigate the impact of population substructure on familial relationship testing.
Main Methods:
- Development of three new statistics: local allele frequency, Balding-Nichols approach, and maximum genotype probability ratio across racial subgroups.
- Performance evaluation based on Type I error and power analyses.
- Simulation studies conducted on original and extended CODIS core loci.
Main Results:
- The three proposed statistics demonstrated effectiveness in testing parent-child and full sibling relationships.
- Statistical power varied across racial groups, being highest for African-American and lowest for Caucasian samples.
- Extended CODIS core loci showed substantially higher power compared to original loci in simulation studies.
Conclusions:
- The novel statistical methods offer improved accuracy for familial searches in forensic DNA databases.
- The choice of genetic loci significantly impacts the power of familial searching, with extended CODIS loci being more effective.
- Understanding racial group differences in power is crucial for interpreting familial search results.
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