Genetic diversity and structure of livestock breeds
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Abstract
This thesis addresses the genetic characterisation of livestock breeds, a key aspect of
the long-term future breed preservation and, thus, of primary interest for animal
breeders and management in the industry.
First, the genetic diversity and structure of breeds were investigated. The application
of individual-based population genetic approaches at characterising genetic structure
was assessed using the British pig breeds. All approaches, except for Principle
Component Analysis (PCA), found that the breeds were distinct genetic populations.
Bayesian genotypic clustering tools agreed that breeds had little individual genetic
admixture. However, inconsistent results were observed between the Bayesian
methods. Primarily, BAPS detected finer genetic differentiation than other
approaches, producing biologically credible genetic populations. BAPS also detected
substructure in the British Meishan, consistent with prior known population
information. In contrast, STRUCTURE detected substructure in the British
Saddleback breed that could not wholly be explained. Further analysis of the British
Saddleback revealed that the genetic subdivision did not reflect its historical origin
(union of Essex pig and Wessex Saddleback) but was associated with herds. The
Rainbarrow appeared to be moderately differentiated from the other herds, and
relatively lower allelic diversity and higher individual inbreeding, a possible result of
certain breeding strategies.
The genetic structure and diversity of the British traditional chicken breeds was also
characterised. The breeds were found to be highly distinctive populations with moderately high levels of within-breed genetic diversity. However, majority of the
breeds had an observed heterozygote deficit. Although individuals clustered to their
origin for some of the breeds, genetic subdivision of individuals was observed in
some breeds. For two breeds the inferred genetic subpopulations were associated
with morphological varieties, but in others they were associated with flock supplier.
As with the British Saddleback breed, gene flow between flocks within the chicken
breeds should be enhanced to maintain current levels of genetic diversity.
Second, the thesis focused on breed identification through the assignment of
individuals to breed origin. Dense genome-wide assays provide an opportunity to
develop tailor-made panels for food authentication, especially for verifying
traditional breed-labelled products. In European cattle breeds, the prior selection of
informative markers produced higher correct individual identification than panels of
randomly selected markers. Selecting breed informative markers was more powerful
using delta (allele frequency difference) and Wright's FST (allele frequency
variation), than PCA. However, no further gain in power of assignment was achieved
by sampling in excess of 200 markers. The power of assignment and number of
markers required was dependent on the levels of breed genetic distinctiveness. Use of
dense genome-wide assays and marker selection was further assessed in the British
pig breeds. With delta, it was found that 96 informative SNP markers were sufficient
for breed differentiation, with the exception of Landrace and Welsh pair. Assignment
of individuals to breed origin was high and few individuals were falsely assigned,
especially for the traditional breeds. The probability that a sample of a presumed
origin actually originated from that breed was high in the traditional breeds. Validation of the 96-SNP panel using independent test samples of known origin and
market samples revealed a high level of breed label conformity.
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