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Genomic inbreeding depression for climatic adaptation of tropical beef cattle

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TLDR
It is concluded that where heterogeneous populations are present, such as in tropical environments where composite animals abound, measures of inbreeding that do not depend on allele frequencies,such as FHOM and FROH, are preferable for estimating genomic inbreeding.
Abstract
Inbreeding has the potential to negatively impact animal performance. Strategies to monitor and mitigate inbreeding depression require that it can be accurately estimated. Here, we used genomewide SNP data to explore 3 alternative measures of genomic inbreeding: the diagonal elements of the genomic relationship matrix (FGRM), the proportion of homozygous SNP (FHOM), and the proportion of the genome covered by runs of homozygosity (FROH). We used 2,111 Brahman (BR) and 2,550 Tropical Composite (TC) cattle with phenotypes recorded for 10 traits of relevance to tropical adaptation. We further explored 3 marker densities ranging from a high-density chip (729,068 SNP), a medium-density chip (71,726 SNP) specifically designed for cattle, and a low-density chip (18,860 SNP) associated with the measures of inbreeding. Measures of FGRM were highly correlated across the 3 SNP densities and negatively correlated with FHOM and FROH in the BR population. In both populations, there was a strong positive correlation for each measure of inbreeding across the 3 SNP panels. We found significant ( < 0.01) inbreeding depression for various traits, particularly when using the highest-density SNP chip in the BR population, where inbreeding was negatively associated with coat color and coat type such that inbred animals presented shorter, slicker, and lighter coats. Based on FGRM using the medium-density chip, we found that a 1% increase in inbreeding in the BR and TC populations was associated with a decrease of 0.514 and 0.579 kg BW, respectively, in yearlings. In the TC population, a 1% increase in FHOM was associated with a decrease in BCS of -0.636% ( < 0.001). The low-density chip, comprising SNP associated with inbreeding, captured genes, and regions with pleiotropic effects ( < 0.001). However, it did not improve our ability to identify inbreeding depression, relative to the use of higher-density panels. We conclude that where heterogeneous populations are present, such as in tropical environments where composite animals abound, measures of inbreeding that do not depend on allele frequencies, such as FHOM and FROH, are preferable for estimating genomic inbreeding. Finally, the sustainable intensification of livestock systems in tropical regions will rely on genetic safeguards to ensure that productivity is improved while also adapting animals to cope with climate change. The results of this study are a step toward achieving that goal.

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Citations
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Journal ArticleDOI

Semi-parametric estimates of population accuracy and bias of predictions of breeding values and future phenotypes using the LR method.

TL;DR: A new method named LR is presented for cross-validation that is automatic, easy to use, and which yields the quantities of interest, which compares predictions based on partial and whole data which results in estimates of accuracy and biases.
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How Depressing Is Inbreeding? A Meta-Analysis of 30 Years of Research on the Effects of Inbreeding in Livestock

TL;DR: The authors performed a meta-analysis of 154 studies, published from 1990 to 2020 on seven livestock species, and compared the degree of inbreeding depression across different trait groups, and across different pedigree-based and SNP-based measures.
Journal ArticleDOI

Genomic Patterns of Homozygosity in Chinese Local Cattle.

TL;DR: The results suggested that selection has, at least partially, played a role with other factors in shaping the genomic patterns of ROH in Chinese local cattle and might provide valuable insights for understanding the genetic basis of economic and adaptive traits.
Journal ArticleDOI

Inbreeding depression in line 1 Hereford cattle population using pedigree and genomic information

TL;DR: Despite the high level of inbreeding in this study, its negative impact on growth performance was not as severe as expected, which may be attributed to the purging of the deleterious alleles due to natural or artificial selection over time.
Journal ArticleDOI

Genomic Breed Composition of Selection Signatures in Brangus Beef Cattle.

TL;DR: Genetic events, such as drift, selection, and complementarity, are likely shaping the genetic composition of founder breeds in specific genomic regions in Specific genomic regions of the genome.
References
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Journal ArticleDOI

Efficient Methods to Compute Genomic Predictions

TL;DR: Efficient methods for processing genomic data were developed to increase reliability of estimated breeding values and to estimate thousands of marker effects simultaneously, and a blend of first- and second-order Jacobi iteration using 2 separate relaxation factors converged well for allele frequencies and effects.
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The genetics of inbreeding depression.

TL;DR: The genetic basis of inbreeding depression and of the related phenomenon, heterosis, has been a puzzle for many decades as mentioned in this paper, based on recent studies in many species, the authors argue that both phenomena are predominantly caused by the presence of recessive deleterious mutations in populations.
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Trait-associated SNPs are more likely to be eQTLs: annotation to enhance discovery from GWAS.

TL;DR: Results showing that trait-associated SNPs are more likely to be eQTLs and that application of this information can enhance discovery of trait- associated SNPs for complex phenotypes raise the possibility that this information both to increase the heritability explained by identifiable genetic factors and to gain a better understanding of the biology underlying complex traits.
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Rare and common variants: twenty arguments

TL;DR: 20 arguments for and against each of these models of the genetic basis of complex traits are reviewed and it is concluded that both classes of effect can be readily reconciled.
Journal ArticleDOI

A whole-genome assembly of the domestic cow, Bos taurus

TL;DR: By using independent mapping data and conserved synteny between the cow and human genomes, this work was able to construct an assembly with excellent large-scale contiguity in which a large majority (approximately 91%) of the genome has been placed onto the 30 B. taurus chromosomes.
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