Estimated Breeding Values (EBVs)
and the Cavalier King Charles Spaniel
- What are EBVs?
- Importance of objective data
- Can a dog's EBV change?
- How are EBVs to be used?
- Advantages of using EBVs
- Genetics of SM -- By Dr. Sarah Blott
- Related Links
- Research News
- Veterinary Resources
An “estimated breeding value” (EBV) is a statistical numerical prediction of the relative genetic value of a particular dog (male or female) available for breeding. EBVs are used to rank breeding stock for selection, based upon the genetic risk of each dog with regard to one or more specified traits. An EBV therefore is a calculated estimate of heritability for each trait being considered, relative to the EBVs of other dogs in the breeding population. EBVs are limited to the genetic liabilities and do not include environmental conditions subsequent to birth.
EBVs for cavalier King Charles spaniels are intended to be each dog’s genetic risk of disease – initially syringomyelia and early-onset mitral valve disease – relative to the rest of the available breeding stock.
EBVs are calculated by compiling as much objective information about each dog as possible, including health test data, together with its pedigree information and physical characteristics. The sum of this data is called the dog’s “phenotype” – what can be observed and measured with respect to the disease(s). A dog’s phenotype will consist of both genetic and non-genetic components.
To be useful to breeders, EBVs must be accurate and unbiased. This accuracy applies to both the particular dog being examined as well as the breeding population as a whole. For EBVs to be accurate, the calculators constantly need as much information, particularly health test data, on as many cavaliers as possible.
EBVs are based upon the data available for estimating them. As new information is collected, about the particular dog or its relatives, its EBV can be re-calculated to improve the accuracy of its estimate. Initially, an off-spring’s EBV is the sum of its sire’s and dam’s scores, divided by two. As more and more of the dog’s health test data and other information is acquired, the EBV will change.
The EBV system is evolving and currently in its early stage, and presently only among cavaliers in the United Kingdom. The UK Kennel Club has introduced its EBV database program, called Mate Select, which is designed to generate EBVs. Mate Select is intended to enable breeders to assess the impact that a proposed mating will have on the genetic diversity of the offspring and maximize the chances of producing healthy puppies while also having the optimum impact on the breed’s genetic diversity. In the UK, once EBVs are assigned , breeders can compare the EBVs of the breeding stock, to determine which cavaliers may be expected to best meet the SM and MVD breeding protocols when bred.
EBVs will be an important, objective (and hopefully unbiased) tool for breeders to use in the process of selecting breeding stock. Their aim is to improve the accuracy of breeding stock selection decisions, resulting in reducing the risk of genetic disease in each succeeding generation. Sarah C. Blott, a geneticist at the UK's Animal Health Trust, said: “Science will completely transform dog breeding in the future, allowing breeders to make choices about which dogs to mate based on scientific information that will be available from the Kennel Club.”
Of course, it will remain the decision of each breeder as to whether to use EBVs and Mate Select. Hopefully, more breeders will take advantage of this information than have been following the currently available breeding guidelines, such as the mitral valve disease breeding protocol and the syringomyelia breeding protocol, both of which have been largely ignored, at least in the United States.
For more detailed information about EBVs, read the "Cavaliers for Life" flyer, here.
"It has been five years since the introduction of the International Breeding guidelines for Syringomyelia in 2006. These provided an interim measure for breeders based on existing evidence with a common sense approach until there was better understanding for this complex condition. A Mate Select Scheme that generates estimated breeding values is considered superior. Some breeders consider themselves capable of making their own decisions based on their wealth of breeding experience and knowledge of their own dogs’ MRIs. However CMSM is a complex trait which means that knowing the health status of close relatives is unlikely to be sufficient for predicting the disease free status of the offspring. Information about generations of dogs needs to be taken into account."
In a 2010 article about evaluating hip scores of Labrador retrievers, the UK authors, Thomas W. Lewis, Sarah C. Blott, and John A. Woolliams, explained the advantages of using EBVs for selecting breeding stock:
"The presented results have demonstrated that the availability of EBV through routine evaluations of the hip score data would hasten progress in alleviating the problem of hip dysplasia via increases in selective accuracy compared to selection based on phenotype alone [for example, MRI scans or heart testing]. However the benefits of EBV extend beyond the simple comparisons of accuracy for a recently scored dog:
(i) the EBV for an individual, unlike its phenotypic score, will further increase in accuracy over time by utilising all the available information and being updated as additional information becomes available e.g. from offspring or siblings;
(ii) the EBV will provide predictors for those animals that do not have a phenotypic record hence increasing selection opportunities and intensity, which again enhances rate of improvement;
(iii) the EBV will be available from the moment of birth for selection (although newborn littermates will have identical EBV) and, in this case, the accuracy (and hence rate of improvement) from using EBV increases by 31% compared to the parental average phenotype;
(iv) the EBV will have been corrected for other fixed effects such as sex and age which bias phenotype as a predictor of genetic merit; and
(v) it may be argued that taking account of a sustainable rate of inbreeding as well as disease prevalence would restrict the selection pressure that can be applied, however this only serves to place a greater emphasis on the accuracy of the selection that does take place.
"Finally with the availability of sequence and dense canine SNP chips, the development of a genomic EBV (an EBV informed by additional information from dense SNP genotypes) would help to distinguish littermates and further increase accuracy, increasing the potential rate of improvement, and might also lead subsequently to scientific benefits through identifying the major QTL. The intention is to make public the EBV for hip score for all KC registered Labrador Retrievers so that all these benefits may be realised."
Genetics of Syringomyelia and Breeding Strategies
to Reduce Occurrence
By SARAH BLOTT, PhD (Quantitative Genetics), MSc (Animal
Genetics Department, Animal Health Trust, UK
Notes for the [UK] Cavalier King Charles Spaniel Clubs Liaison Meeting 18 May 2008
Syringomyelia is believed to be a complex disease, where the disease phenotype results from the effects of several genes plus environmental influences. The phenotype includes not only the affectation status of the individual but also clinical observations and measurements made from MRI scans. In order to determine the genetic basis of the disease two different approaches are being taken. The first uses a population-based approach, where phenotypic measurements and pedigree information are used to estimate the heritability of the disease. This requires that we have accurate phenotypic measurements, including MRI scans, on as much of the population as possible, together with pedigrees so that genetic relationships between individuals can be identified.
Where information exists on other diseases, such as Mitral Valve Disease, this can also be included in the analysis allowing genetic correlations between diseases to be established. It is important to know about correlations, or relationships, between diseases so that any selection strategies take account of the possible influence that selection against one disease may have on other diseases. The second approach to understanding the genetic basis of a disease is to use molecular genetics and gene mapping techniques to try to identify the underlying causative mutations. This approach is also being used to try to identify genes causing both Syringomyelia (SM) and Chiari Malformation (CM) in the Cavalier King Charles Spaniel (CKCS) and other toy breeds such as the Brussels Griffon. It is hoped that this will identify regions of the genome harbouring the genes causing these conditions.
Data collected by Penny Knowler and Clare Rusbridge is currently being used as the basis for the population-based analysis of heritability. Their database contains clinical observations for SM and CM on around 1,400 dogs and MRI scan results for around 700 of these dogs. We have also been given access to the full UK Kennel Club pedigree records for CKCS. This enables us to estimate the heritability of SM and the genetic correlations between SM and measurements made from the MRI scans. The information obtained from this analysis then allows us to derive estimated breeding values (EBVs) for all measured dogs as well as all dogs in the pedigree.
Once the results of the gene mapping studies become available it is hoped to bring this information together with the population analysis to facilitate the calculation of genomic breeding values (geBVs). Early estimates of the heritability of SM suggest it is around 0.7-0.8 (Preliminary estimate which may be subject to later modification) or that 70-80% of the variation between individuals is genetic in origin and about 20-30% is environmental. In the case of SM not much is known about the environmental influences and these may include in-utero or developmental effects. The heritability is sufficiently high, however, that genetic selection against the disease should be very successful. Heritabilities for Chiari Malformation, Cerebellar Herniation and Medullary Kinking are also very high. Genetic correlations between these traits and SM are positive and, interestingly, less than one. This suggests that different genes may be controlling SM and CM and that it will be possible to select against SM even if dogs have the malformation (CM).
One concern that we have at the present is that the estimates of heritability may be biased upwards. This is because the data has been ascertained on the basis of clinical cases. Most dogs will be MRI scanned because of concern that the dog may have SM or because the family or line is known to be afflicted by the condition. It is probably fairly rare that unaffected dogs from clear lines would be MRI scanned. We are taking various approaches to trying to iron out the bias, most based on modifying the statistical analysis, but it would also be beneficial if some dogs identified as unaffected could be MRI scanned. The plan is to then consolidate the estimated breeding values (EBVs) and try to estimate them for the entire UK registered population of CKCS. To help towards this aim we would like to collate the results of MRI scans coming from all clinics that are currently offering scans. We intend to set up a webpage where people can submit information directly and which gives details of where information can be sent by post. We hope to have this in operation in the next few weeks.
Estimated Breeding Values (EBVs) are the best measure available for complex traits of the genetic potential of individuals. The breeding value is the sum of the genetic effects and is the equivalent of an animal’s genotype at all the genes contributing to the disease. The EBVs for SM allow us to go from a dichotomous outcome (affected or unaffected) to an underlying continuous scale of liability. This gives us a much finer grading on which to evaluate dogs, leading to much more accurate selection. As an example, the figure below shows how EBVs compare with the A-F grading based on the MRI scans (gradings proposed by Clare Rusbridge). Grades A-C have more favourable (lower or more negative) EBVs while grades D-F are unfavourable. The gradings, however, do span a range of breeding values and some dogs graded A-C may have EBVs which suggest they can pass on a degree of disease risk to their offspring.
Using EBVs allows us to distinguish between higher and lower risk dogs in the grading categories A-C. EBVs can be calculated for most dogs even if they have not been MRI scanned, as long as they are related to dogs that have been scanned. The predicted EBV of an individual is half the EBV of its sire plus half the EBV of its dam. All dogs will have an EBV at birth but the EBV may be modified by the dog’s subsequent clinical record or MRI scan and by information coming from other relatives.
The EBV becomes more accurate as information on offspring becomes available, because we start to gain insight into which half of the sire and dam genes were actually inherited when we see transmission of the genes to offspring. The accuracy of the EBV increases with numbers of offspring and this may take some time to achieve. In contrast, genomic breeding values (geBVs) provide a high accuracy from birth. By looking directly at the DNA genotypes we can see which genes were inherited from the sire and from the dam, without having to wait for offspring. Genomic breeding values can be used for accurate evaluation at an early stage, before the disease phenotype may be apparent and before a dog is used for breeding.
In addition to selecting away from individual known diseases, such as syringomyelia, it is important to consider the long-term health of the breed. Population diversity and maintenance of diversity is important in order to minimize the risk of future new diseases arising. We want to apply state-of-the-art genetic selection techniques that use optimal contribution theory to help avoid unequal representation of individuals in future generations or ‘genetic bottlenecks’ occurring. This ensures that increases in inbreeding and loss of diversity are minimized. Our aim is to develop internet-based tools that allow breeders to have direct access to these state-of-the-art techniques to help them make optimal selection decisions.
The Cavalier King Charles Spaniel will be the first dog breed in the world for which these techniques will be available. We also plan to explore different breeding strategies, based on computer modelling. This will help us to establish the time-scale over which the disease incidence can be reduced, the range of breeding values that should be used for breeding and the acceptable rate of diversity loss to minimize future disease risk. The immediate next steps in the project are to:
4 Widen our data collection effort to include information for as broad a section of the population as we can. We will be setting up a webpage which will give details on how information can be submitted to us.
4 Look at ways in which we can get a more accurate or unbiased estimate of the disease incidence.
4 Investigate whether SM could be caused by a single gene or whether the multiple gene (polygenic) model fits the data better.
4 Include information on Mitral Valve Disease (MVD) with the aim of producing EBVs for MVD.
We are also working towards the longer term aims of:
4 Modelling different breeding strategies and identifying the most appropriate strategy.
4 Carrying out molecular genetic analysis of SM and CM to identify the underlying genes, in collaboration with the University of Montreal, Clare Rusbridge and Penny Knowler.
4 Developing genomic breeding values (geBVs) for SM.
Dr. Blott may be contacted at Genetics Department, Animal Health Trust, , Lanwades Park Kentford, Newmarket, Suffolk CB8 7UU, telephone +44 1638 751000, fax +44 1638 555606, website: www.aht.org.uk
Dr. Clare Rusbridge:
Dr. Rusbridge's Comprehensive Website
Dr. Rusbridge's Syringomyelia News Winter 2007 Research Update
Dr. Rusbridge's Syringomyelia News Autumn 2007 Research Update
Dr. Rusbridge's Syringomyelia News 2007 Research Update
Dr. Clare Rusbridge video DVD "Syringomyelia Seminar", contact firstname.lastname@example.org
4May 2013: UK Kennel Club announces syringomyelia as a "candidate" for EBVs. The UK Kennel Club, in its 2012 Dog Health Group Annual Report, announced that syringomyelia (along with mitral valve disease) "are candidates for the development of EBVs but require appropriate data collection procedures to be in place." The report goes on:
"A BVA/KC scheme for syringomyelia was launched in 2012 and once enough data has accumulated through the scheme then EBVs for the condition will become a possibility."
4July 2012: French researchers confirm the obvious in trying to control inherited disorders and genetic diversity in dogs. French geneticists Grégoire Leroy and Xavier Rognon report in the Veterinary Journal that:
"Breeding policies, such as the removal of all carriers from the reproduction pool, may have a range of effects on genetic diversity, depending on the breed and the frequency of deleterious alleles. Limiting the number of offspring per reproducer may also have a positive impact on genetic diversity."
4May 2012: Belgium & Dutch cavalier group announces EBV pedigree database. "Cavaliers for Life", an ambitious group of Belgium and Dutch cavalier fanciers, led by Arnold Jacques and Pauline Jordens, has announced that their group's database now contains the pedigrees of all the cavaliers born in the last fifteen years in Holland and Belgium. They stated that, from that data, The University of Leuven in Belgium has carried out a full study of the genetic variation and inbreeding within the breed in Belgium and Holland.
Read the details and check the database here on their website. Also, add your cavaliers' pedigrees to the database.
Population Structure and Inbreeding From Pedigree Analysis of Purebred Dogs. Federico C. F. Calboli, Jeff Sampson, Neale Fretwell, and David J. Balding. Genetics May 2008;179(1):593-601. Quote: "Dogs are of increasing interest as models for human diseases, and many canine population-association studies are beginning to emerge. The choice of breeds for such studies should be informed by a knowledge of factors such as inbreeding, genetic diversity, and population structure, which are likely to depend on breed-specific selective breeding patterns. To address the lack of such studies we have exploited one of the world's most extensive resources for canine population-genetics studies: the United Kingdom (UK) Kennel Club registration database. We chose 10 representative breeds and analyzed their pedigrees since electronic records were established around 1970, corresponding to about eight generations before present. We find extremely inbred dogs in each breed except the greyhound and estimate an inbreeding effective population size between 40 and 80 for all but 2 breeds. For all but 3 breeds, >90% of unique genetic variants are lost over six generations, indicating a dramatic effect of breeding patterns on genetic diversity. We introduce a novel index Ψ for measuring population structure directly from the pedigree and use it to identify subpopulations in several breeds. As well as informing the design of canine population genetics studies, our results have implications for breeding practices to enhance canine welfare. ... We have found that the loss of genetic diversity is very high, with many breeds losing >90% of singleton variants in just six generations. ... Dog breeds are required to conform to a breed standard, the pursuit of which often involves intensive inbreeding ... This has adverse consequences in terms of loss of genetic variability and high prevalence of recessive genetic disorders. These features make purebred dogs attractive for the study of genetic disorders, but raise concerns about canine welfare. ... On the basis of these results, we concur with Leroy et al. (2006) that remedial action to maintain or increase genetic diversity should now be a high priority in the interests of the health of purebred dogs. Possible remedial action includes limits on the use of popular sires, encouragement of matings across national and continental boundaries, and even the relaxation of breed rules to permit controlled outcrossing."
Genetic variability in French dog breeds assessed by pedigree data. G. Leroy, X. Rognon, A. Varlet, C. Joffrin, & E. Verrier. J. Anim. Breed. Genet. (Jan. 2006) 123:1–9. "To conclude, probabilities of gene origin added to computation of inbreeding gave us a lot of information about genetic structure and differences among breeds. Such results can be used to manage the genetic variability of breeds. For the breeds with a large population size, it is possible to limit the number of litters per male: such a rule is already applied in the German Shepherd dog in Germany (Guyader 1989). Moreover breed clubs could support breeding animals, which are little related to the whole population. Such dogs can be detected for instance by the average relatedness of each individual with the whole population (Goyache et al. 2003). For breeds with a small and/or decreasing population size, mating should be made between little related dogs."
Inheriteddefects in pedigree dogs. Part 1: Disorders related to breed standards. Lucy Asher, Gillian Diesel, Jennifer F.
Summers, Paul D. McGreevy, Lisa M. Collins. vet J; Dec 2009;182(3):402-411.
Mating practices and the dissemination of genetic
disorders in domestic animals, based on the example of dog breeding. Leroy
G, Baumung R. Anim Genet. 2011 Feb;42(1):66-74. Quote: "On the basis of
simulations and genealogical data of ten dog breeds, three popular mating
practices (popular sire effect, line breeding, close breeding) were investigated
along with their effects on the dissemination of genetic disorders. Our results
showed that the use of sires in these ten breeds is clearly unbalanced.
Depending on the breed, the effective number of sires represented between 33%
and 70% of the total number of sires. Mating between close relatives was also
found to be quite common, and the percentage of dogs inbred after two
generations ranged from 1% to about 8%. A more or less long-term genetic
differentiation, linked to line breeding practices, was also emphasized in most
breeds. F(IT) index based on gene dropping proved to be efficient in
differentiating the effects of the different mating practices, and it ranged
from -1.3% to 3.2% when real founders were used to begin a gene dropping
process. Simulation results confirmed that the popular sire practice leads to a
dissemination of genetic disorders. Under a realistic scenario, regarding the
imbalance in the use of sires, the dissemination risk was indeed 4.4 times
higher than under random mating conditions. In contrast, line breeding and close
breeding practices tend to decrease the risk of the dissemination of genetic
Heritability of syringomyelia in Cavalier King Charles spaniels. Tom Lewis, Clare Rusbridge, Penny Knowler, Sarah Blott, John A. Woolliams. Vet.J. 183(3): 345-347 Mar. 2010. Quote: "Mixed model analysis of 384 Cavalier King Charles spaniels (CKCS), with a magnetic resonance imaging diagnosis for the presence or absence of a syrinx, in conjunction with the Kennel Club pedigree records of all dogs registered from the mid 1980s to September 2007, revealed a moderately high estimate of heritability of syringomyelia (h2 = 0.37 ± 0.15 standard error) when analysed as a binary trait. Inspection of cases where the disease segregated within families pointed to genes at more than one locus influencing syringomyelia. The availability of estimated breeding values for Kennel Club registered CKCS is a significant step in being able to select against syringomyelia, particularly given the difficulty of ascertaining the disease phenotype."
Optimisation of breeding strategies to reduce the prevalence of inherited disease in pedigree dogs. Lewis, T.W.; Woolliams, J.A.; Blott, S.C. Animal Welfare 19(Supp 1):93-98(6), May 2010. Quote: "One option for improving the welfare of purebred dog breeds is to implement health breeding programmes, which allow selection to be directed against known diseases while controlling the rate of inbreeding to a minimal level in order to maintain the long-term health of the breed. The aim of this study is to evaluate the predicted impact of selection against disease in two breeds: the Cavalier King Charles spaniel (CKCS) .... Heritabilities for mitral valve disease, syringomyelia in the CKCS ... were estimated to be 0.64 (± 0.07), 0.32 (± 0.125) ... respectively, which suggest encouraging selection responses are feasible based upon the estimation of breeding values (EBVs) if monitoring schemes are maintained for these breeds. Although using data from disease databases can introduce problems due to bias, as a result of individuals and families with disease usually being over-represented, the data presented is a step forward in providing information on risk. EBVs will allow breeders to distinguish between potential parents of high and low risk, after removing the influence of life history events. Analysis of current population structure, including numbers of dogs used for breeding, average kinship and average inbreeding provides a basis from which to compare breeding strategies. Predictions can then be made about the number of generations it will take to eradicate disease, the number of affected individuals that will be born during the course of selective breeding and the benefits that can be obtained by using optimisation to constrain inbreeding to a pre-defined sustainable rate.
Getting priorities straight: risk assessment and decision-making in the improvement of inherited disorders in pedigree dogs. Collins LM, Asher L, Summers J, McGreevy P. Vet J. 2011 Aug;189(2):147-54. Quote: "The issue of inherited disorders in pedigree dogs is not a recent phenomenon and reports of suspected genetic defects associated with breeding practices date back to Charles Darwin's time. In recent years, much information on the array of inherited defects has been assimilated and the true extent of the problem has come to light. Historically, the direction of research funding in the field of canine genetic disease has been largely influenced by the potential transferability of findings to human medicine, economic benefit and importance of dogs for working purposes. More recently, the argument for a more canine welfare-orientated approach has been made, targeting research efforts at the alleviation of the most suffering in the greatest number of animals. A method of welfare risk assessment was initially developed as a means of objectively comparing, and thus setting priorities for, different welfare problems. The method has been applied to inherited disorders in pedigree dogs to investigate which disorders have the greatest welfare impact and which breeds are most affected. Work in this field has identified 396 inherited disorders in the top 50 most popular breeds in the UK. This article discusses how the results of welfare risk assessment for inherited disorders can be used to develop strategies for improving the health and welfare of dogs in the long term. A new risk assessment criterion, the Breed-Disorder Welfare Impact Score (BDWIS), which takes into account the proportion of life affected by a disorder, is introduced. A set of health and welfare goals is proposed and strategies for achieving these goals are highlighted, along with potential rate-determining factors at each step."
Genetic diversity, inbreeding and breeding practices in dogs: results from pedigree analyses. Leroy G. Vet J. 2011 Aug;189(2):177-82. Quote: "Pedigree analysis constitutes a classical approach for the study of the evolution of genetic diversity, genetic structure, history and breeding practices within a given breed. As a consequence of selection pressure, management in closed populations and historical bottlenecks, many dog breeds have experienced considerable inbreeding and show (on the basis of a pedigree approach) comparable diversity loss compared to other domestic species. This evolution is linked to breeding practices such as the overuse of popular sires or mating between related animals. The popular sire phenomenon is the most problematic breeding practice, since it has also led to the dissemination of a large number of inherited defects. The practice should be limited by taking measures such as restricting the number of litters (or offspring) per breeding animal."
Inbreeding and genetic diversity in dogs: results from DNA analysis. Wade CM. Vet J. 2011 Aug;189(2):183-8. Quote: "This review assesses evidence from DNA analysis to determine whether there is sufficient genetic diversity within breeds to ensure that populations are sustainable in the absence of cross breeding and to determine whether genetic diversity is declining. On average, dog breeds currently retain approximately 87% of the available domestic canine genetic diversity. Requirements that breeding stock must be 'clear' for all genetic disorders may firstly place undue genetic pressure on animals tested as being 'clear' of known genetic disorders, secondly may contribute to loss of diversity and thirdly may result in the dissemination of new recessive disorders for which no genetic tests are available. Global exchange of genetic material may hasten the loss of alleles and this practice should be discussed in relation to the current effective population size of a breed and its expected future popularity. Genomic data do not always support the results from pedigree analysis and possible reasons for this are discussed."
Is gene loss in pedigree dogs surprisingly rapid? James JW. Vet J. 2011 Aug;189(2):211-3. Quote: "Factors affecting the probabilities of gene loss are discussed, with particular attention given to population expansion, sex ratio and inbreeding. Much of the variation in gene survival probabilities among breeds can be explained by differences in expansion rate, sex ratio and family size, with little or no influence of average inbreeding and population size."
Researcher responsibilities and genetic counseling for pure-bred dog populations. Bell Jerold S. Vet J. 2011 Aug;189(2):234-5. Quote: "Breeders of dogs have ethical responsibilities regarding the testing and management of genetic disease. Molecular genetics researchers have their own responsibilities, highlighted in this article. Laboratories offering commercial genetic testing should have proper sample identification and quality control, official test result certificates, clear explanations of test results and reasonably priced testing fees. Providing test results to a publicly-accessible genetic health registry allows breeders and the public to search for health-tested parents to reduce the risk of producing or purchasing affected offspring. Counseling on the testing and elimination of defective genes must consider the effects of genetic selection on the population. Recommendations to breed quality carriers to normal-testing dogs and replacing them with quality normal-testing offspring will help to preserve breeding lines and breed genetic diversity."
Genetic Evaluation of Hip Score in UK Labrador Retrievers. Thomas W. Lewis, Sarah C. Blott, John A. Woolliams. PLoS ONE 5(10): e12797. http://www.plosone.org/article/info:doi/10.1371/journal.pone.0012797. Quote: "The presented results have demonstrated that the availability of EBV through routine evaluations of the hip score data would hasten progress in alleviating the problem of hip dysplasia via increases in selective accuracy compared to selection based on phenotype alone. However the benefits of EBV extend beyond the simple comparisons of accuracy for a recently scored dog: (i) the EBV for an individual, unlike its phenotypic score, will further increase in accuracy over time by utilising all the available information and being updated as additional information becomes available e.g. from offspring or siblings; (ii) the EBV will provide predictors for those animals that do not have a phenotypic record hence increasing selection opportunities and intensity, which again enhances rate of improvement; (iii) the EBV will be available from the moment of birth for selection (although newborn littermates will have identical EBV) and, in this case, the accuracy (and hence rate of improvement) from using EBV increases by 31% compared to the parental average phenotype; (iv) the EBV will have been corrected for other fixed effects such as sex and age which bias phenotype as a predictor of genetic merit; and (v) it may be argued that taking account of a sustainable rate of inbreeding as well as disease prevalence would restrict the selection pressure that can be applied, however this only serves to place a greater emphasis on the accuracy of the selection that does take place. Finally with the availability of sequence  and dense canine SNP chips, the development of a genomic EBV (an EBV informed by additional information from dense SNP genotypes ) would help to distinguish littermates and further increase accuracy, increasing the potential rate of improvement, and might also lead subsequently to scientific benefits through identifying the major QTL. The intention is to make public the EBV for hip score for all KC registered Labrador Retrievers so that all these benefits may be realised. "
Identification of Genomic Regions Associated with Phenotypic Variation between Dog Breeds using Selection Mapping. Amaury Vaysse, Abhirami Ratnakumar, Thomas Derrien, Erik Axelsson, Gerli Rosengren Pielberg, Snaevar Sigurdsson, Tove Fall, Eija H. Seppälä, Mark S. T. Hansen, Cindy T. Lawley, Elinor K. Karlsson, The LUPA Consortium, Danika Bannasch, Carles Vilà, Hannes Lohi, Francis Galibert, Merete Fredholm, Jens Häggström, Åke Hedhammar, Catherine André, Kerstin Lindblad-Toh, Christophe Hitte, Matthew T. Webster. 13 Oct 2011 http://www.plosgenetics.org/article/info%3Adoi%2F10.1371%2Fjournal.pgen.1002316 Quote: "The extraordinary phenotypic diversity of dog breeds has been sculpted by a unique population history accompanied by selection for novel and desirable traits. Here we perform a comprehensive analysis using multiple test statistics to identify regions under selection in 509 dogs from 46 diverse breeds using a newly developed high-density genotyping array consisting of >170,000 evenly spaced SNPs. We first identify 44 genomic regions exhibiting extreme differentiation across multiple breeds. Genetic variation in these regions correlates with variation in several phenotypic traits that vary between breeds, and we identify novel associations with both morphological and behavioral traits. We next scan the genome for signatures of selective sweeps in single breeds, characterized by long regions of reduced heterozygosity and fixation of extended haplotypes. These scans identify hundreds of regions, including 22 blocks of homozygosity longer than one megabase in certain breeds. Candidate selection loci are strongly enriched for developmental genes. We chose one highly differentiated region, associated with body size and ear morphology, and characterized it using high-throughput sequencing to provide a list of variants that may directly affect these traits. This study provides a catalogue of genomic regions showing extreme reduction in genetic variation or population differentiation in dogs, including many linked to phenotypic variation. The many blocks of reduced haplotype diversity observed across the genome in dog breeds are the result of both selection and genetic drift, but extended blocks of homozygosity on a megabase scale appear to be best explained by selection. Further elucidation of the variants under selection will help to uncover the genetic basis of complex traits and disease."
Empowering international canine inherited disorder management. Bethany J. Wilson and Claire M. Wade. Mammalian Genome Oct 2011; www.springerlink.com/content/031825p473055378/fulltext.pdf Quote: "For multifactorial traits, high-quality genetic evaluations are typically conducted by scoring one or more appropriate phenotypes and calculating Estimated Breeding Values (EBVs) for the disorder ... An evaluated animal’s EBV represents the superiority of the animal’s genes that affect the breeding objective relative to the complement of genes of the ‘‘average’’ animal in the breed or in a cohort. All available information about the animal’s value as a breeding animal is combined, with appropriate statistical weighting techniques, into the EBV. When considering disease phenotypes, the information from the candidate itself, its relatives, marker genotypes related to the phenotype from either the individual of concern or its relatives, and phenotypes or marker genotypes for genetically correlated traits (traits controlled by common genetic loci) can be incorporated into the evaluation process. The quality of the information provided by each information source in consideration of the breeding objective affects the importance accorded this information in the final EBV calculation. ... Because in dog populations relatively few progeny are derived from any given parent, it may not be possible to evaluate entirely genomic EBVs for dogs with great accuracy ... and so the collection, storage, cleaning, and processing of phenotype and pedigree information will remain necessary for the foreseeable future. ... There is considerable current research activity toward understanding the genes responsible for single-locus genetic disorders and the genes that contribute in a large way to complex genetic disorders. This research is vital for understanding the aetiology and pathogenesis of these disorders, providing a foundation for future development of treatments and therapies, understanding the diseases as a potential model for analogous human disease and the development of genetic tests for these genes (or markers of these genes) to potentially aid control through selective breeding. Generally, it is the last of these aims, genetic tests, which has the greatest potential for immediate improvement of canine welfare."
Assessing the impact of breeding strategies on inherited disorders and genetic diversity in dogs. Grégoire Leroy, Xavier Rognon. Vet.J. July 2012. Quote: "In the context of management of genetic diversity and control of genetic disorders within dog breeds, a method is proposed for assessing the impact of different breeding strategies that takes into account the genealogical information specific to a given breed. Two types of strategies were investigated: (1) eradication of an identified monogenic recessive disorder, taking into account three different mating limitations and various initial allele frequencies; and (2) control of the population sire effect by limiting the number of offspring per reproducer. The method was tested on four dog breeds: Braque Saint Germain, Berger des Pyrénées, Coton de Tulear and Epagneul Breton. Breeding policies, such as the removal of all carriers from the reproduction pool, may have a range of effects on genetic diversity, depending on the breed and the frequency of deleterious alleles. Limiting the number of offspring per reproducer may also have a positive impact on genetic diversity."
Breed Health Improvement Strategy: a Step-by-step Guide. Ian Seath. The Kennel Club. October 2012.
The effects of dog breed development on genetic diversity and the relative influences of performance and conformation breeding. N. Pedersen, H. Liu, G. Theilen, B. Sacks. Anim.Breeding&Genetics. Dec. 2012. Quote: "Genetic diversity was compared among eight dog breeds selected primarily for conformation (Standard Poodle, Italian Greyhound and show English Setter), conformation and performance (Brittany), predominantly performance (German Shorthaired and Wirehaired Pointers) or solely performance (field English Setter and Red Setter). Modern village dogs, which better reflect ancestral genetic diversity, were used as the standard. Four to seven maternal and one to two Y haplotypes were found per breed, with one usually dominant. Diversity of maternal haplotypes was greatest in village dogs, intermediate in performance breeds and lowest in conformation breeds. Maternal haplotype sharing occurred across all breeds, while Y haplotypes were more breed specific. Almost all paternal haplotypes were identified among village dogs, with the exception of the dominant Y haplotype in Brittanys, which has not been identified heretofore. The highest heterozygosity based on 24 autosomal microsatellites was found in village dogs and the lowest in conformation (show) breeds. Principal coordinate analysis indicated that conformation-type breeds were distinct from breeds heavily used for performance, the latter clustering more closely with village dogs. The Brittany, a well-established dual show and field breed, was also genetically intermediate between the conformation and performance breeds. The number of DLA-DRB1 alleles varied from 3 to 10 per breed with extensive sharing. SNPs across the wider DLA region were more frequently homozygous in all pure breeds than in village dogs. Compared with their village dog relatives, all modern breed dogs exhibit reduced genetic diversity. Genetic diversity was even more reduced among breeds under selection for show/conformation."