Developing a Large Scale Data Platform · Individual muscle, fat & bone weights on 5,000 carcasses...
Transcript of Developing a Large Scale Data Platform · Individual muscle, fat & bone weights on 5,000 carcasses...
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Developing a Large Scale Data Platform
Dr Rod Polkinghorne, OAM
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Coming from many sources NIR, Hyperspectral Vision systems, FLIR CT, DEXA Whole genome sequencing
Needed for Genomic application Phenotypic data Fertility, growth, yield, marbling Eating quality
BIG DATA
Too much DATA Need to identify the useful core
Data intensive & much more needed
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USAFRANCE POLAND
AUSTRALIA
IRELAND
NORTHERN IRELAND
JAPAN
KOREA
NEW ZEALANDSOUTH AFRICA
WHAT DATA DO WE HAVE on EQ?International Beef EQ Consumer Studies
10,980
3,960
7,800600
600
104,200
3601,000
9,000720
180
720
360
180
2,460
720
2,400
1,920
360
180
WALES
180
450
360
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nnAnimal Data
Ireland
USA
Sth Africa
France
Japan
Environmental & Genetic Variation
Korea
Nth Ireland
Bulls
Bulls
HGP’s
Bos Indicus
Marbling
MarblingWagyu
Hanwoo
Cows
Dairy x
Euro’s
Pastures & Supplements
Harsh Environment
Fully Fed & Housed
Grain Feeding
Poland
Australia
New Zealand
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TRIAL RESEARCH, PUBLICATIONS,
ANALYSIS, MODEL DEVELOPMENT,
AUSTRALIA
COMPANY A
IRELAND
Northern IRELAND
FRANCE
POLAND
COMPANY B
INDEPENDENTLY OWNED DATA HOUSED IN A COMMON DATABASE
DATAbank
RESEARCH ACCESS
APPLICATION DATABASE WITH STANDARDISED TOOLS UNDERPINNING RESEARCH TRIALS
IRISH RESEARCH TRIAL
AUST. RESEARCH TRIAL
POLISH RESEARCH TRIAL
Agreed Concept For Global EQ Data Collaboration
Shared Data
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What Phenotypic data exists?
MSA - All with EQ, Very limited phenotypic data
USDA MARC - Outstanding phenotypic data, No EQ data
ICBF - All Irish Beef & Dairy cattle, No EQ
ICBF – An Inspirational Model
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Herd Books
AI Companies
Milk Recording
Genetic Evaluation System
Dairy & Beef Farmers
Ped. Certs & Linears
Calf reg & movement
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ICBF
Dat
abas
e
Herd Books
AI Companies
Milk Recording
Genetic Evaluation System
Dairy & Beef Farmers
Animal Events
Ped. Certs & Linears
Calf reg & movement
Less paper, more profit!
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Vets & vet labs.
Genotypes & gen labs.
ICBF
Da
taba
se
Teagasc Research
Schemes, e.g.,BVD, BGDP, Origin Green
Slaughter Factories
Herd Books
AI Companies
Milk Recording
Genetic Evaluation System
Animal Events
Ped. Certs & Linears
Teagasc & ACA Advisors
Marts & auctioneers
Milk Co-ops
Dairy & Beef Farmers
Calf reg & movements
Rep
orts
Bul
k Ta
nk
1m AI recs/yr
700k MR recs/yr
1.6 m carcass recs/yr
7.0 m movement records/yr
500k genotype recs/yr
2.3m BVD recs/yr
2.3 m birth recs/yr
30m animals with 100m+ records.
100k farmers are now serviced from the database.
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Where do we stand?
A trickle down genetic model! Breed society dominated structure Pedigree augmented by genotyping Purebred progeny performance recorded 15 mo old bulls sold
DATA to BREEDPLAN
Commercial pure & cross bred progeny Carcase including MSA data
Genetic application severely restricted by structure which doesn’t access this data
RECORDING DISCONNECT
DATA LOST
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Some personal experience..DAIRY
1000 AI bred heifers from 3 Australian states
Feedlot feeding system
Low milk & fat cows
Genetic Limitation Production doubled within 2 generations
Recips
Elite sires
ET donors
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Some personal experience..
Charlton Feedlot Individual animal records from 1971 – 1990 documented $200/Hd difference
based on growth alone within individual lots
Polkinghornes Paddock to Plate Retail Brand 2000 - 2010
Individual muscle, fat & bone weights on 5,000 carcasses Individual muscle EQ score Direct VBM payment @ 40% of retail $0.50 to $1/Kg HSCW difference in carcase values in every mob
BEEF
Grade Weight Percentage of HSCW
Ungrd, 0.0%
3 Star, 13.8%
4 Star, 18.2%
5 Star, 2.2%
Trim, 33.6%
Fat , 12.2%
Bone, 18.4%
N.F.S., 0.0%
Value of Product by Grade
Ungrd, $0.00
3 Star , $174.32
4 Star , $426.14
5 Star , $93.68
Trim, $237.65
Fat, $1.23
Bones, $0.93
N.F.S. , $0.00
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Some personal experience..
‘MARRINYA’ Enterprises 500 Breeding cows (2- 10yrs old) Rotational 3-way cross - Angus, Shorthorn, Composite Single sire joining, birth weighing & ID 3 calving seasons – Autumn, Winter, Spring Comprehensive data for genetics, DNA, production, carcase
& retail value
Which cows should be culled?Which cows should be ET donors?Sire Ranking?
Absolutely no idea as couldn’t access reliable analysis! Current systems fail to evaluate commercial multi-breed cattle
BEEF
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The Opportunity
FROM: TO:
The NLGC outcome should be a revolution in cattle industry efficiency & genetic progress enabled by collaborative global data sharing and incentivised by VBM
Trickle DOWN
Registered Purebred records
UNKNOWN COMMERCIAL PROGENY
15 Mo old sire with EBV’s
Outcome UP
Carcase yield & EQ (MSA) results + Reproduction & Growth data (Any breed combination)
GENOMIC PREDICTION Utilising Australian & Global Data
SIRE, DAM & PROGENY RATINGS