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Open AccessJournal ArticleDOI

Efficient Methods to Compute Genomic Predictions

Paul M. VanRaden
- 01 Nov 2008 - 
- Vol. 91, Iss: 11, pp 4414-4423
TLDR
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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This article is published in Journal of Dairy Science.The article was published on 2008-11-01 and is currently open access. It has received 4196 citations till now. The article focuses on the topics: Best linear unbiased prediction & Allele frequency.

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Citations
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Journal ArticleDOI

An experimental validation of genomic selection in octoploid strawberry.

TL;DR: A breeding strategy is proposed in which advanced selection trials are utilized as training populations and in which genomic selection can reduce the breeding cycle from 3 to 2 years for a subset of untested parents based on their predicted genomic breeding values.
Journal ArticleDOI

Heritability in Plant Breeding on a Genotype-Difference Basis.

TL;DR: Results suggest that heritability on an entry-difference basis is a well-suited alternative for obtaining an overall heritability estimate, and in addition provides one heritability per genotype as well as one per difference between genotypes.
Journal ArticleDOI

Genome-wide mapping and estimation of inbreeding depression of semen quality traits in a cattle population

TL;DR: The results highlight that next-generation sequencing may help explain some of the genetic factors contributing to inbreeding depression of sperm quality traits in Fleckvieh bulls.
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Research advances in the genomics and applications for molecular breeding of aquaculture animals

TL;DR: This review assesses the availability of complete genomes of aquaculture animals and then briefly discusses the sequencing technologies and SNP array for SNPs genotyping, and summarizes the current status of genetic linkage map construction, QTL mapping, GWAS, and GS in aquatic animals.
Journal ArticleDOI

Implementation of the Realized Genomic Relationship Matrix to Open-Pollinated White Spruce Family Testing for Disentangling Additive from Nonadditive Genetic Effects

TL;DR: The genomic models showed better prediction accuracies compared to pedigree models and were able to predict individual breeding values for new individuals from untested families, which was not possible using the pedigree-based model.
References
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Journal ArticleDOI

Prediction of Total Genetic Value Using Genome-Wide Dense Marker Maps

TL;DR: It was concluded that selection on genetic values predicted from markers could substantially increase the rate of genetic gain in animals and plants, especially if combined with reproductive techniques to shorten the generation interval.
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Coefficients of Inbreeding and Relationship

TL;DR: The importance of having a coefficient by means of which the degree of inbreeding may be expressed has been brought out by Pearl' in a number of papers published between 1913 and 1917.
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Strategy for applying genome-wide selection in dairy cattle.

TL;DR: Genome-wide selection may become a popular tool for genetic improvement in livestock after a strategy that utilizes these advantages was compared with a traditional progeny testing strategy under a typical Canadian-like dairy cattle situation.
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Derivation, calculation, and use of national animal model information.

TL;DR: New terms and definitions were developed to explain national USDA genetic evaluations computed by an animal model, whereiability is the squared correlation of predicted and true transmitting ability.
Journal ArticleDOI

Accuracy of Genomic Selection Using Different Methods to Define Haplotypes

TL;DR: It was concluded that genomic selection is considerably more accurate than traditional selection, especially for a low-heritability trait.
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