Age-based partitioning of individual genomic inbreeding levels in Belgian Blue cattle

被引:34
作者
Sole, Marina [1 ,2 ]
Gori, Ann-Stephan [1 ,2 ,3 ]
Faux, Pierre [1 ,2 ]
Bertrand, Amandine [1 ,2 ]
Farnir, Frederic [4 ,5 ]
Gautier, Mathieu [6 ,7 ]
Druet, Tom [1 ,2 ]
机构
[1] Univ Liege, GIGA R, Unit Anim Genom, B34 1 Ave Hop 1, B-4000 Liege, Belgium
[2] Univ Liege, Fac Vet Med, B34 1 Ave Hop 1, B-4000 Liege, Belgium
[3] Awe Cooperat Assoc Wallonne Elevage Rech & Dev, Rue Champs Elysees 4, B-5590 Ciney, Belgium
[4] Univ Liege, FARAH PAD, BBASV, Quartier Vallee 2,Ave Cureghem,B43 3, B-4000 Liege, Belgium
[5] Univ Liege, Fac Vet Med, Quartier Vallee 2,Ave Cureghem,B43 3, B-4000 Liege, Belgium
[6] INRA, UMR, CBGP, Campus Int Baillarguet, F-34988 Montferrier Sur Lez, France
[7] IBD Inst Biol Computat, F-34095 Montpellier, France
关键词
HUMAN-POPULATIONS; HOLSTEIN CATTLE; GENE CAUSES; HOMOZYGOSITY; RUNS; DEPRESSION; AUTOZYGOSITY; ASSOCIATION; SELECTION; LIVESTOCK;
D O I
10.1186/s12711-017-0370-x
中图分类号
S8 [畜牧、 动物医学、狩猎、蚕、蜂];
学科分类号
0905 ;
摘要
Background: Inbreeding coefficients can be estimated either from pedigree data or from genomic data, and with genomic data, they are either global or local (when the linkage map is used). Recently, we developed a new hidden Markov model (HMM) that estimates probabilities of homozygosity-by-descent (HBD) at each marker position and automatically partitions autozygosity in multiple age-related classes (based on the length of HBD segments). Our objectives were to: (1) characterize inbreeding with our model in an intensively selected population such as the Belgian Blue Beef (BBB) cattle breed; (2) compare the properties of the model at different marker densities; and (3) compare our model with other methods. Results: When using 600 K single nucleotide polymorphisms (SNPs), the inbreeding coefficient (probability of sampling an HBD locus in an individual) was on average 0.303 (ranging from 0.258 to 0.375). HBD-classes associated to historical ancestors (with small segments <= 200 kb) accounted for 21.6% of the genome length (71.4% of the total length of the genome in HBD segments), whereas classes associated to more recent ancestors accounted for only 22.6% of the total length of the genome in HBD segments. However, these recent classes presented more individual variation than more ancient classes. Although inbreeding coefficients obtained with low SNP densities (7 and 32 K) were much lower (0.060 and 0.093), they were highly correlated with those obtained at higher density (r = 0.934 and 0.975, respectively), indicating that they captured most of the individual variation. At higher SNP density, smaller HBD segments are identified and, thus, more past generations can be explored. We observed very high correlations between our estimates and those based on homozygosity (r = 0.95) or on runs-of-homozygosity (r = 0.95). As expected, pedigree-based estimates were mainly correlated with recent HBD-classes (r = 0.56). Conclusions: Although we observed high levels of autozygosity associated with small HBD segments in BBB cattle, recent inbreeding accounted for most of the individual variation. Recent autozygosity can be captured efficiently with low-density SNP arrays and relatively simple models (e.g., two HBD classes). The HMM framework provides local HBD probabilities that are still useful at lower SNP densities.
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页数:18
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