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Holstein Genome Selection (August 2008)
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Birthyear
An
imal
Co
un
t
Historic Bulls
Predictor Bulls
Gap Bulls
Predictee Bulls
Unproven Bulls
Cows
Numbers continue to increase
Reliability Gain by Breed
Trait HO JE BS
Net merit 23 9 3
Milk 23 11 0
Fat 33 15 5
Protein 22 4 1
Fat % 43 41 10
Protein % 34 29 5
Science to Practice• Genome-enabled animal selection
• Precision mating systems
– Embryonic selection– Non-additive genetic effects
• Cow data
• Precision Management Systems– Merial, Pfizer??
• Animal identity and traceability– Low density-SNP project
Low Density-SNP Project
• Collaboration with Illumina• 384 SNP assay using pooling
– ~96 dedicated to pedigree verification/traceability– 378 for genetic prediction
• Stages of development– Alpha – test of multiplex– Beta – 1-3 Groups Genotyping ~20K samples– Commercialization ~300K+/yr
• Implications– Obviate need for pedigree– Increase heritability of phenotypes?!
Deleterious Recessives: Strategy
• Identify affected and closely related unaffected: case – control population
• Identify region as narrowly as possible• Obtain DNA for these animals• Fragment and label DNA• Recover for specific region in genome• DNA sequence using next-generation instrument• Total cost ~ $10,000 for DNA work• Proof of concept
– Build infrastructure– Next time more rapid`
Discovery Science• Gene discovery
– Deleterious recessives– Causative mutations
• Functional genomics– Ongoing – e.g., gene atlas, microarrays– Next-generation sequencing
• Host-Pathogen interaction– Mastitis– Rumen microbes
• “Meta-genomics”
• Systems biology– The big picture
Gene Atlas Vitals
• 7.2 million tag types• ~85% of all tags map to genome• 6.5 % of the tag types map to within gene
boundaries• 61 % of the tags that map within gene
boundaries map to a single gene• Majority of genes show evidence of
alternative splicing
Infrastructure• Genomic tools
– Selection tools– Inbreeding management
• Databases and bioinformatics– Build large federated databases– Share information
• Animal resource populations– Large centralized populations– “Falconer” flock model, NPB
• Education and training– Critical!!
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USDA/CSREES/NRIUSDA/CSREES/NRI2006-35616-166972006-35616-166972006-35205-168882006-35205-168882006-35205-167012006-35205-16701
USDA/ARSUSDA/ARS1265-31000-081D1265-31000-081D1265-31000-090-00D1265-31000-090-00D5438-31000-073D5438-31000-073DAIPL LaboratoriesAIPL Laboratories
Paul Van RadenPaul Van RadenGeorge WiggansGeorge Wiggans
Merial, LtdMerial, LtdStewart BauckStewart Bauck
Bull Studs/NAABBull Studs/NAABABS GlobalABS GlobalAccelerated GeneticsAccelerated GeneticsAlta GeneticsAlta GeneticsCRI/GenexCRI/GenexSelect SiresSelect SiresSemex AllianceSemex AllianceTaurus ServiceTaurus Service
MARCMARCTim SmithTim SmithMark AllanMark AllanRenee GodtelRenee GodtelLinda FlathmanLinda FlathmanKevin TennillKevin TennillKevin BeaversKevin BeaversBob LeeBob LeeSteve SimcoxSteve SimcoxTara McDaneldTara McDaneld
MissouriMissouriJerry TaylorJerry TaylorBob SchnabelBob SchnabelStephanie McKayStephanie McKayJae Woo KimJae Woo KimMatt McClureMatt McClureMegan RolfMegan Rolf
Jared DeckerJared Decker
Acknowledgements
BARCBARCTad SonstegardTad SonstegardLakshmi MatukumalliLakshmi MatukumalliPaul VanRadenPaul VanRadenJeff O’ConnellJeff O’ConnellGeorge WiggansGeorge WiggansJohn ColeJohn ColeSteven SchroederSteven SchroederLarry ShadeLarry ShadeDan NullDan NullAlicia BertlesAlicia Bertles
IlluminaIlluminaMarylinn MunsonMarylinn MunsonCindy Taylor LawleyCindy Taylor LawleyChristian HaudenschildChristian Haudenschild