Factors affecting accuracy of estimated effective number of chromosome segments for numerically small breeds

Jovana Marjanovic, Mario P.L. Calus*

*Corresponding author for this work

Research output: Contribution to journalArticleAcademicpeer-review

Abstract

For numerically small breeds, obtaining a sufficiently large breed-specific reference population for genomic prediction is challenging or simply not possible, but may be overcome by adding individuals from another breed. To prioritize among available breeds, the effective number of chromosome segments (Me) can be used as an indicator of relatedness between individuals from different breeds. The Me is also an important parameter in determining the accuracy of genomic prediction. The Me can be estimated both within a population and between two populations or breeds, as the reciprocal of the variance of genomic relationships. However, the threshold for number of individuals needed to accurately estimate within or between populations Me is currently unknown. It is also unknown if a discrepancy in number of genotyped individuals in two breeds affects the estimates of Me between populations. In this study, we conducted a simulation that mimics current domestic cattle populations in order to investigate how estimated Me is affected by number of genotyped individuals, single-nucleotide polymorphism (SNP) density and pedigree availability. Our results show that a small sample of 10 genotyped individuals may result in substantial over or underestimation of Me. While estimates of within population Me were hardly affected by SNP density, between population Me values were highly dependent on the number of available SNPs, with higher SNP densities being able to detect more independent chromosome segments. When subtracting pedigree from genomic relationships before computing Me, estimates of within population Me were three to four times higher than estimates with genotypes only; however, between Me estimates remained the same. For accurate estimation of within and between population Me, at least 50 individuals should be genotyped per population. Estimates of within Me were highly affected by whether pedigree was used or not. For within Me, even the smallest SNP density (~11k) resulted in accurate representation of family relationships in the population; however, for between Me, many more markers are needed to capture all independent segments.

Original languageEnglish
Number of pages10
JournalJournal of Animal Breeding and Genetics
DOIs
Publication statusE-pub ahead of print - 10 Oct 2020

Keywords

  • cattle
  • genomic prediction
  • independent chromosome segments
  • multi-breed
  • small breed

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