Cluster analysis using pedigree data does not test marker-trait associations. Instead, it tests whether family structure based on ancestry correlates with the distribution of affected animals.
In plain terms, it asks:
“Do dogs with this trait disproportionately descend from the same ancestors?”
The analysis does this regardless of the complexity of the pedigree, so it can identify risk that would be undetectable by studying individual pedigrees. It uses information about the affected animals, but also their relatives, to estimate the accumulation of genetic risk in lines and individuals.
With a pedigree database, however, we can determine risk of producing affected dogs, putting a valuable tool in the hands of breeders that can use this information to take some of the uncertainty out of mate selection. With the right analysis pipeline, breeders can use basic information they already have about pedigree relationships and health records to, for the first time, put these data to good use in mate selection.
- Lineage-associated disease risk (cancer, epilepsy, cardiac)
- Performance traits concentrated in working lines
- Fertility, longevity, and survival patterns
- Popular-sire amplification effects
- Polygenic traits
- Founder effects
- Rare risk alleles
- Line-specific risk accumulation
The analysis does not require:
- Knowing the causal variants
- Assuming additivity
- Detecting large effect sizes
- The specific causal gene
- Within-family segregation
- Environment vs genetics without controls
- You do need a pedigree database that includes affected animals
- You need to know the Identity of affected animals
- You need to Identify a population of dogs for analysis that includes the current breeding stock
- You do not need to know the "unaffected" status of a dog (e.g., for problems that show up later in life)
- You do not need large numbers of affected dogs
*** Population Genetics for Dog Breeders ***
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