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Updated: Feb 4, 2026

Genotyping Single Nucleotide Polymorphisms in the Mitochondrial Genome by Pyrosequencing
Published on: February 10, 2023
Single nucleotide polymorphism information estimates breed and variety composition ratio in food
Cheng-En Tan1,2,3, Ilias Tagkopoulos1,2,3
1Department of Computer Science, University of California, Davis, Davis, CA, 95616, United States.
None:
The quality of food products can be influenced by the breed or variety of origin, as well as the composition ratios in mixtures of breeds or varieties. We present a method to estimate the breed or variety composition ratio in food samples using single-nucleotide polymorphism (SNP) allele frequency data and a non-negative least squares (NNLS) optimization approach. To evaluate the method's performance, we simulated two datasets (cow and cacao) containing simulated samples with specified breed or variety composition ratios, then compared the predicted ratios to the actual values. Results show that the method estimates the composition ratios of breeds and varieties with significantly lower average absolute error than a uniform probability baseline (4.1 % vs 24.6 % for cows, p-value = 1.9 × 10-17; and 11.8 % vs 24.6 % for cacao, p-value = 1.1 × 10-8). Additionally, the accuracy of identifying the majority breed or variety in a sample is also significantly higher than assuming equal probability of breed mixing (92 % vs 28 % for cows and 72 % vs 28 % for cacao). The corresponding code for the breed or variety composition ratio estimation is available in the Github repository: (https://github.com/IBPA/NNLS-SNP).
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