use of alphadrop in the simulation approach to genomic selection and mate allocation
DESCRIPTION
Short presentation about the AlphaDrop simulation program for genomic data in during COST meeting in Bologna in March 2012.TRANSCRIPT
Use of AlphaDrop in the simulation approach to genomic selection and
mate allocation
Gregor Gorjanc
University of Ljubljana, Biotehnical faculty
Animal Science Department
Bologna, 2012
BF, Animal Science Department
„Revolution“ in animal breeding
• Classical approach (phenotype + pedigree)
• Genomic approach (phenotype + pedigree + SNP)
3 6 5 7
3 6 5 7
The key idea
Adapted from Karlsson &Lindblad-Toh (2008), Wang et al. (2009)
How to join „revolution“?
• Genotyping = €$£ • Test out different scenarios, methods, … using
simulation
AlphaDrop http://sites.google.com/site/hickeyjohn/alphadrop
Hickey J, Gorjanc G (2012) Simulated data for genomic selection and GWAS using a combination of coalescent and gene drop
methods. G3 (accepted)
AlphaDrop in a nutshell
• Simple program
• Coalescent simulation of haplotypes with MaCS (Chen et al., 2009) – mutation, recombination
• Dropping haplotypes through the pedigree – recombination, selection
• Result – SNP data and sequence data
(efficient internal compression: 01010110 long integer)
– QTL position and effect and genetic values
7
AlphaDrop parameter file example PedigreeStatus ,Internal
NumberOfSires ,50
NumberOfDamsPerSire ,10
NumberOfOffspringPerDam ,4
NumberOfChromosomes ,30
ChromosomeLengthMorgans ,1
NumberOfSnpChips ,1
nSnpPerChromosme ,2000
WriteFullSequenceOut ,No
MaxAlleleFreqForQTLForModel3And4 ,0.30
NumberOfQTLperChromosomeNormalDist ,300
NumberOfQTLperChromosomeGammaDist ,10
ShapeAndScaleOfGammaDistFor2And4 ,0.42,5.4
TraitHeritability ,0.75
NumberGenerationsBurnIn ,25
NumberGenerationsSelection ,0
SelectionMethod ,PedigreeBlup
SelectionTrait ,1
AlphaDrop output example 148K SimulatedPedigree.txt
1.2G Chip1Genotype.txt
2.3G Chip1Phase.txt
3.2M Chip1SnpIdAlleleFreqPhysicalPos.txt
5.6G Chip2Genotype.txt
12G Chip2Phase.txt
16M Chip2SnpIdAlleleFreqPhysicalPos.txt
1.7M PedigreePhenotypesTrueBreedingValues.txt
343 ProportionOfVariationExplainedByNumberOfQtl.txt
172M RestrictedCausitiveSitesAnimalGenotypes.txt
1.3M RestrictedCausitiveSitesChromIdSiteIdAlleleFreqPhys…
320 TraitVarianceComponents.txt
172M UnrestrictedCausitiveSitesAnimalGenotypes.txt
1.3M UnrestrictedCausitiveSitesChromIdSiteIdAlleleFreqPh…
Usage up to now
• Software development and testing Hickey – Alpha{Phase,Impute,Bayes}
• Genotyping strategies – Huang et al.: Assessment of Alternative Genotyping
Strategies to Maximize Imputation Accuracy at Minimal Cost
• Method development – Hickey et al.: Genomic evaluations using similarity between
haplotypes
– Yang and Tempelman: A Bayesian antedependence model for whole genome prediction
A particular simulation design (Hickey et al., Wang and Tempelman)
1
Genotype (G)
Pedigree
Phenotype (P)
Candidates (G, P)
2
3
4
5
6
7
8
9
10
Candidates (G, P)
Candidates (G, P)
Validation Calibration Gen.
Is AlphaDrop useful for RGB-Net?
• WG2 – Rabbit as a livestock
– T1: genotype/phenotype studies - YES
– T2: breeding plans - YES
– T3: biodiversity resources - ? – genotyping strategies
– mate allocation (dominance, inbreeding)
• Other WG?