Effective population sizes in cattle, sheep, horses, pigs and goats estimated from census and herdbook data.
Abstract: Accurate measures of effective population sizes (Ne ) in livestock require good quality data and specialized skills for their computation and analysis. Ne can be estimated by Wright's equation Ne =4MF/(M+ F) (M, F being sires and dams, respectively), but this requires assumptions which are often not met. Total census sizes Nc of livestock breeds are collated globally. This paper investigates whether estimates of Ne can be made from Nc ; this would facilitate conservation monitoring. Some Ne methodologies avoid the assumptions of Wright's equation and permit measurement, rather than estimation, of Ne . Those considered here employ, respectively, linkage disequilibrium (LD) of single-nucleotide polymorphisms (yielding Ne (LD)), and genealogical analysis (rate of increase of inbreeding, DF), yielding Ne (DF). Considering breeds of cattle, sheep, horses, pigs and goats for which Nc and either Ne (LD) or N e(DF) are known (totals of 203 breeds and 321 breeds, respectively), proportionality has been investigated between Nc and these measures of Ne . Ne (LD) was found to increase with Nc , significantly in sheep and horses, less so in cattle, but not at all in pigs. Ne (DF) was correlated with log10(Nc ) in cattle, sheep and horses (53, 56, 43 breeds, respectively). Ne (LD) was correlated in cattle (73 breeds) and pigs (31 breeds) with the log10 transformation of Ne as calculated by Wright's equation. Further verification and refinement are needed, particularly of census data, but credible predictions of Ne are obtainable by applying the following multipliers to log10(Nc ): cattle 17.61, sheep 97.72, horse 70.78. For cattle and pigs, multiplying log10(Ne (Wright)) by, respectively, 40.69 and 60.09, also gives credible predictions. Such census-based estimates of Ne could in principle be generated by non-specialists and are likely to be suited to audits of conservation activity when financial resources or availability of data are limiting. The ratio Ne /Nc varied among species with an overall median value of 0.03, less than a tenth of that typically observed in wild mammals. Characteristics were also investigated of a distinct herdbook-based methodology, namely the development of Wright's equation to take into account variances of progeny numbers to yield what has been termed here Ne (Hill). Comparison of these values with Ne (Wright) could help to identify breeds with breeding structures conducive or inimical to genetic conservation. However, Ne (Hill) requires breed-specific values for these variances, and this restricts its applicability.
Publication Date: 2016-05-10 PubMed ID: 27160794DOI: 10.1017/S1751731116000914Google Scholar: Lookup
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Summary
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This research study investigates the potential for using traditional livestock census data to estimate effective population sizes (Ne) within various livestock breeds, including cattle, sheep, horses, pigs and goats. The researchers suggest that census-based predictions, while needing further refinement and verification, may provide a suitable and cost-effective method for monitoring genetic conservation efforts.
Understanding Effective Population Sizes
- The concept of effective population size (Ne) is a crucial component in the study of population genetics and is used to understand the genetic diversity within a population.
- Traditionally, the measure of Ne is computed using Wright’s equation. However, this involves certain assumptions that may not always be accurate. Thus, the study investigates alternative methods of estimating Ne using linkage disequilibrium (LD) and the rate of inbreeding increase (DF).
Linkage Disequilibrium, Inbreeding Increase and Census Sizes
- The study explores the relationship between total census sizes, referred to as Nc in the paper, and Ne obtained through LD and DF analyses, aiming to discover if a proportional relationship exists.
- The researchers found a proportional increase between Nc and Ne derived from LD, especially in sheep and horses. This relationship was less evident in cattle and absent in pigs.
- In the case of DF, a correlation was observed with log10 of Nc in cattle, sheep, and horses as well.
Prediction Multiplier and Correlation with Wright’s Equation
- The paper goes on to propose prediction multipliers for different breeds that can be applied to log10 of Nc to obtain estimates of Ne. These estimates theoretically could be generated by non-specialists, making it a potentially useful tool in conservation audits, especially in situations with limited resources or data.
- In cattle and pigs, a correlation was also found between Ne derived from LD and the log10 transformation of Ne as calculated by Wright’s equation. This suggests further possibilities for using existing methods in new ways to estimate Ne.
Ratio of Ne/Nc and Herdbook Methodology
- The study also examined the Ne/Nc ratio across species to offer a comparative perspective. The overall median value determined for this ratio was 0.03, markedly lower than ratios typically observed in wild mammals.
- The paper also explores a herdbook-based methodology, which develops Wright’s equation to account for variances in progeny numbers. Although restricted in application due to its breed-specific variance requirements, this method could help identify breeds with breeding structures that promote or deter genetic conservation.
Cite This Article
APA
Hall SJ.
(2016).
Effective population sizes in cattle, sheep, horses, pigs and goats estimated from census and herdbook data.
Animal, 10(11), 1778-1785.
https://doi.org/10.1017/S1751731116000914 Publication
Researcher Affiliations
- Livestock Diversity Ltd,3 Cross O'Cliff Hill,Lincoln LN5 8PN,UK.
MeSH Terms
- Animals
- Cattle / genetics
- Censuses
- Female
- Goats / genetics
- Horses / genetics
- Inbreeding
- Linkage Disequilibrium
- Male
- Polymorphism, Single Nucleotide
- Population Density
- Sheep / genetics
- Swine / genetics
Citations
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