Posted on bioRxiv, this large-scale study leveraged Mars WISDOM PANELTM data from 11,790 anonymized dogs representing 212 breeds and four wild canid species. Researchers examined allele frequencies across 12 genes associated with coat color traits and key morphological characteristics, establishing one of the most expansive overviews of canine phenotypic genetics to date.
Breed-level and phylogenetic group analyses revealed substantial variation, even within breeds assumed to be genetically uniform. A subset of 30 breeds was further partitioned by region, body size, coat variation, and selection lineage (working vs. conformation). Twenty-six of these 30 breeds showed statistically significant differences in allele frequencies for at least one gene, underscoring the influence of regional and functional breeding practices.
Researchers next compared tested genotypes with breed standards published by major international registries. They identified alleles capable of producing phenotypes considered unacceptable in 143 breeds. Modeling showed that random mating within a breed could generate disallowed traits with probabilities ranging from 4.9 × 10⁻⁷ to 0.25, directly challenging assumptions about purity and uniformity.
Low-frequency alleles—such as those causing recessive black coat color or natural bobtail—were then mapped onto previously published identity-by-descent haplotypes. This allowed researchers to infer historical pathways by which traits spread during breed formation, revealing complex networks of shared ancestry and selective introgression.
Collectively, the findings demonstrate that:
1) Hidden, rare alleles within breeds illuminate the effects of historical, regional, and functional selection practices.
2) Genomic data can trace how traits disseminated across breeds during modern and ancient breed development.
3) Conflicts between genetic reality and breed standards highlight the need for more flexible, evidence-based approaches to defining acceptable breed characteristics.
The study emphasizes that modern canine genetics can reshape our understanding of breed identity, offering a model for integrating genomic insight into breeding decisions and breed standard refinement.
Source: Dreger, D., Hooser, B. N., & colleagues (2019). True Colors: Commercially-acquired Morphological Genotypes Reveal Hidden Allele Variation Among Dog Breeds, Informing Both Trait Ancestry and Breed Potential. bioRxiv. Posted May 29, 2019.







