Combining Genotypic, Phenotypic and Pedigree Information to Analyze Functional Traits in Dairy Cattle

Combining Genotypic, Phenotypic and Pedigree Information to Analyze Functional Traits in Dairy Cattle PDF Author: Aline Rocha Guarini
Publisher:
ISBN:
Category :
Languages : en
Pages :

Book Description
Reliabilities of genomic estimated breeding values (GEBV) for functional traits, e.g. health, fertility and reproduction, remain low compared to those for production in dairy cattle. This is likely because large training populations are required for evaluation of lowly heritable traits. Different strategies have been proposed to overcome this limitation, such as the use of genotyped cows, inclusion of external bulls (multi-trait across-country evaluation, MACE), and adoption of different methodologies, such as the simultaneous use of genotyped and non-genotyped animals, known as the single-step genomic BLUP (ssGBLUP). Thus, the main objectives of this thesis were to evaluate strategies for combining genotypic, phenotypic and pedigree information to analyze functional traits in Holstein cattle and investigate the effects of two deleterious recessive haplotypes (AH1 and AH2) on reproduction performance of Canadian Ayrshire cattle. Data for various functional traits recorded in Canada and MACE estimated breeding values were obtained from the Canadian Dairy Network (CDN, Guelph, Canada). Additionally, information of carriers and non-carriers bulls for AH1 and AH2 were used to investigate their effects on reproductive performance. Genomic predictions were obtained using multi-step and single-step GBLUP under different strategies, such as adding genotyped cows in the evaluation, integrating MACE information, blending traditional and genomic evaluations, and using different proportions of polygenic effect. A genome-wide association study and functional analyses were also performed for three fertility disorders, namely retained placenta, metritis and cystic ovaries. Genomic predictions for functional traits benefited greatly from simultaneous use of phenotypes, pedigree, and genotypes. Integration of MACE data using ssGBLUP yielded the highest reliabilities compared to other methods and also helped reduce bias of genomic predictions. Effects of AH1 and AH2 on reproductive performance of Canadian Ayrshire cattle were validated. A negative effect of AH1 on stillbirth rates was observed, whereas AH2 had a negative impact on 56-day non-return rate. These findings provide valuable information on strategies to more accurately predict GEBV for functional traits in dairy cattle by adopting ssGBLUP and different sources of domestic and foreign information. Biological understanding of reproductive disorders and validated lethal haplotypes affecting fertility will help enhance accuracy of selection and mating plans in the Canadian dairy cattle breeding programs.

Phenotypic and Genetic Analysis of Functional Traits in Dairy Cattle Under Experimental Management System

Phenotypic and Genetic Analysis of Functional Traits in Dairy Cattle Under Experimental Management System PDF Author: Burak Karacaƶren
Publisher:
ISBN:
Category :
Languages : en
Pages : 118

Book Description


Mendel's Principles of Heredity

Mendel's Principles of Heredity PDF Author: William Bateson
Publisher:
ISBN:
Category : Electronic books
Languages : en
Pages : 238

Book Description
Bateson named the science "genetics" in 1905-1906. This is the first textbook in English on the subject of genetics.

Animal Genomics

Animal Genomics PDF Author: Bhanu P. Chowdhary
Publisher: S. Karger AG (Switzerland)
ISBN:
Category : Medical
Languages : en
Pages : 376

Book Description
This publication provides an update on the current status of gene maps in different livestock and pet/companion animal species. The findings summarized in species specific commentaries and original articles testify the rapid advances made in the field of animal genomics. Of significant interest is the fact that current investigations are providing headways for two important and exciting research fronts: targeted high-resolution mapping leading to the application of genomic information in addressing questions of economic and biological significance in animals, and the initiation of whole genome sequencing projects for some of the animal species. Like in humans and mice, this will set the stage for a new level of research and real time complex analysis of the genomes of these species. Animal Genomics signifies the beginning of a new era in this field and celebrates the achievements of the past 20 years of genomics research. It will be of special interest to researchers involved in genome analysis - both gross chromosomal as well as molecular - in various animal species, and to comparative and evolutionary geneticists.

Genetic Dissection of Complex Traits

Genetic Dissection of Complex Traits PDF Author: D.C. Rao
Publisher: Academic Press
ISBN: 0080569110
Category : Medical
Languages : en
Pages : 788

Book Description
The field of genetics is rapidly evolving and new medical breakthroughs are occuring as a result of advances in knowledge of genetics. This series continually publishes important reviews of the broadest interest to geneticists and their colleagues in affiliated disciplines. Five sections on the latest advances in complex traits Methods for testing with ethical, legal, and social implications Hot topics include discussions on systems biology approach to drug discovery; using comparative genomics for detecting human disease genes; computationally intensive challenges, and more

Linear Models for the Prediction of Animal Breeding Values

Linear Models for the Prediction of Animal Breeding Values PDF Author: R. A. Mrode
Publisher: Cab International
ISBN: 9781845939816
Category : Technology & Engineering
Languages : en
Pages : 343

Book Description
The prediction of producing desirable traits in offspring such as increased growth rate or superior meat, milk and wool production is a vital economic tool to the animal scientist. Summarizing the latest developments in genomics relating to animal breeding values and design of breeding programs, this new edition includes models of survival analysis, social interaction and sire and dam models, as well as advancements in the use of SNPs in the computation of genomic breeding values.

INTRACELLULAR PANGENESIS

INTRACELLULAR PANGENESIS PDF Author: HUGO DE. VRIES
Publisher:
ISBN: 9781033150801
Category :
Languages : en
Pages : 0

Book Description


Marker-assisted Selection

Marker-assisted Selection PDF Author: Food and Agriculture Organization of the United Nations
Publisher: Food & Agriculture Org.
ISBN: 9789251057179
Category : Business & Economics
Languages : en
Pages : 498

Book Description
A comprehensive description and assessment of the use of marker-assisted selection for increasing the rate of genetic gain in crops, livestock, forestry and fish, including the related policy, FAO's tradition of dealing with issues of importance to agricultural and economic development in a multidisciplinary and cross-sectoral manner.

Genome-Wide Association Studies and Genomic Prediction

Genome-Wide Association Studies and Genomic Prediction PDF Author: Cedric Gondro
Publisher: Humana Press
ISBN: 9781627034463
Category : Science
Languages : en
Pages : 0

Book Description
With the detailed genomic information that is now becoming available, we have a plethora of data that allows researchers to address questions in a variety of areas. Genome-wide association studies (GWAS) have become a vital approach to identify candidate regions associated with complex diseases in human medicine, production traits in agriculture, and variation in wild populations. Genomic prediction goes a step further, attempting to predict phenotypic variation in these traits from genomic information. Genome-Wide Association Studies and Genomic Prediction pulls together expert contributions to address this important area of study. The volume begins with a section covering the phenotypes of interest as well as design issues for GWAS, then moves on to discuss efficient computational methods to store and handle large datasets, quality control measures, phasing, haplotype inference, and imputation. Later chapters deal with statistical approaches to data analysis where the experimental objective is either to confirm the biology by identifying genomic regions associated to a trait or to use the data to make genomic predictions about a future phenotypic outcome (e.g. predict onset of disease). As part of the Methods in Molecular Biology series, chapters provide helpful, real-world implementation advice.

Advances in Breeding of Dairy Cattle

Advances in Breeding of Dairy Cattle PDF Author: Julius Van der Werf
Publisher:
ISBN: 9781786762986
Category : Cattle
Languages : en
Pages : 659

Book Description