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Albert De Vries
Department of Animal SciencesUniversity of Florida
Gainesville, FL [email protected]
Genomic Testing: Where is the Greatest Economic
Value?
USDA-NIFA Dairy Genomics Workshop, Okeechobee, FL, December 7, 2016
Genomic test predicts future performance
Must have a planPlan may be profitable
Acknowledgments• Dairy farmers• Allied industry• University/USDA colleagues, students• Funding:
This work is financially supported by USDA-NIFA AFRI grant award 2013-68004-20365 titled “Improving Fertility of Dairy Cattle Using Translational Genomics”.
Outline1. Genetics 1012. Genomic testing: where is the value?
Avoid inbreeding Sell surplus calves/heifers Use sexed and/or beef semen Genetic progress and culling Better reproduction Optimization What is next?
3. Take home messages
AGIL meeting with BARC and NEA management, November 5 2014 (5) Paul VanRaden
Trait
Relative emphasis in USDA index (%)PD$1971
MFP$1976
NM$1994
NM$2000
NM$2003
NM$2006
NM$2010
NM$2014
Milk 52 27 6 5 0 0 0 -1Fat 48 46 2
521 22 23 19 22
Protein … 27 43
36 33 23 16 20
Longevity
… … 20
14 11 17 22 19
SCS … … –6 –9 –9 –9 –10 –7Udder … … … 7 7 6 7 8Feet/Leg … … … 4 4 3 4 3Body Size
… … … –4 –3 –4 –6 –5
Preg Rate
… … … … 7 9 11 7
Calving … … … … 4 6 5 5Heifer CR … … … … … … … 2Cow CR … … … … … … … 1
Changes in trait selection across time
Net Merit (NM$) = USDA genetic selection index
2014 revision: 12 traits
Lifetime value of genetic worth ($) compared to cow born in 2010
Variation: $194 standard deviation of true transmitting ability $388 standard deviation of true breeding value
University of Florida genomic testing
Clarifide Plus and Igenity Essential
Net Merit 9 calves PTA EBV=2xPTA Worst: $253 $506 Best: $530 $1060
Difference: $227 $554
Best calf is expected to be $554 more profitable than worst calf ($185 per lactation)
“Identify top genetics IVF/ET sell top genetics”
“Identify low genetics sell, or use as ET recipients”
No IVF/ET? “Genomic test the heifers, identify the elite individuals and breed those heifers to sexed
semen”
Avoid inbreeding
• Genetic progress = genetic variation x selection intensity x √(reliability of test)
• Genetic progress per year = genetic progress between generations / generation interval
How good the ranking is:• Pedigree info.• Genomic test info.
Natural genetic differences
How picky we can be
Genetic progress 101Breeders equation
-300-200-100
0100200300400500600700
0 500 1000 1500 2000 2500 3000 3500 4000
PTA
net m
erit
($)
Age (days)
Heifers
Cows
PTA Net Merit distributionFL farm, 539 heifers, 1058 cows (no genomic
testing)Standard deviation PTA ≈ $125Standard deviation EBV ≈ $250
True genetic variation > Estimated genetic variation
Dr. Kent Weigel UW (2011)
True breeding value of selected animals ($)
$350 genetic standard deviation Net Merit
10% 30% 50% 70% 90%10% 194 128 88 55 2230% 336 222 153 95 3750% 434 287 197 123 4870% 514 339 234 145 5790% 583 385 265 165 65
Animals selected
Reliability of test
How to calculate value of genomic testing?
• Try to include all important factors:– Genetic age trend, genetic variation,
inseminations, milk production, feed, prices, reproduction, culling, stillbirth, cost of testing, …
– Sell surplus worst heifer calves– Not included: inbreeding, bad matings – Reliabilities: 0%, “some”, “a lot” ($0), genomic
($50)• Do math …• Bottom line: profit per milking cow per year
– And many other results
Scenario 1: Only conventional semen
reference
+$14+$26
+$15 = $42 - $27
• Only conventional semen• 12% surplus heifer calves sold• “genomic” profit per milking cow per year: $431
reliability
Scenario 1: Only conventional semen
reference
+$26+$47
+$26 = $76 - $50
• Per dairy calf:
reliability
Scenario 2: top 50% heifers sexed semen
reference
+$22+$41
+$37
• Top 50% heifers with sexed semen, remainder conventional• 18% surplus heifer calves sold• “genomic” profit per milking cow per year: $449
reliability
Genetic variation matterssexed semen on top 50% heifers (Scenario 2)
EBV (PTA)Standard deviation
Reliability
Sire matters too• Increase in sire PTA to break-even with genomic
profit/milking cow per year• Net Merit, $350 breeding value• Top 50% heifers with sexed semen (Scenario 2)
+$50
+$20-$6
Reliability
Genetic progress and culling
• Increase cow cull rate instead of selling surplus heifers?
Net Merit genetic trends (PTA)
https://www.cdcb.us/eval/summary/trend.cfm
2010 – 2014:Sire of cow PTA: $58/yearCow PTA: $47/yearDam of cow PTA: $35/year
Conclusion culling - genetics
• After review of existing work: Increased genetic progress in sires should increase cow cull rates by a few percent at most.
But• Selective breeding within the herd,
and selection of calves, may capture some additional genetic progress, depending on level of reproduction.
Pregnancy rate (%)6,795 Holstein dairy herdsMostly eastern USANovember 2016DairyMetrics, www.drms.org
19.1%
Source: Overton and Cabrera (2017).
Figure 1
Value of increased pregnancy rates ($/cow/year)
6 model studies
Valuing change in reproduction
• Herd budget spreadsheet– …, calves, heifers, cows, milk, feed, repro, culling,
insemination, prices, genetics, …• 3 x 2 = 6 policies:
– 3: “Traditional”, constant cull rate, no surplus calves– 2: Conventional semen only, sexed semen + genomic
testing– Sell surplus calves, vary cull rate (if needed)
• Change reproduction:– Vary probability of estrus detection and/or probability of
conception for free– Calculate results: …, cull rate, surplus calves, profit, …
Surplus female dairy calves6 policies:
Profit per milking cow per year
6 policies:
Optimization• Best breeding mix (sexed, conventional,
beef)– Increase in pregnancy rate– Increase in crossbred calf price
Effect of beef price: User• Crossbred calf $225, $300, or $375 (Purebred:
$150)• Genetics: traditional or genomic test• Breeding mix: User-defined (sexed, conventional,
beef) $225 $300
$375
Profit/milking cow/year
Effect of beef price: Optimal
• Crossbred calf $225, $300, or $375 (Purebred: $150)
• Genetics: traditional or genomic test• Breeding mix: Optimal (sexed, conventional, beef)
$225 $300
$375
Profit/milking cow/year
Effect of better repro: User• Pregnancy rate: 14%, 20%, or 28%• Genetics: traditional or genomic test• Breeding mix: User-defined (sexed, conventional,
beef)14% 20% 28%
Profit/milking cow/year
Effect of better repro: Optimal
• Pregnancy rate: 14%, 20%, or 28%• Genetics: traditional or genomic test• Breeding mix: Optimal (sexed, conventional, beef)
≈14% ≈20%
≈28%
Profit/milking cow/year
Timing of costs and returns• Pregnancy rate: 28%• Genetics: traditional vs. genomic test• Breeding mix: Optimal (sexed, conventional, beef)• Δ Profit/milking cow/year = $57 (genomic –
traditional)
Profit/milking cow/year
What is next?• All shown results preliminary• Many factors, prices play a role• Results on your farm will be different• It is complicated, need professional
advice• Best strategies emerging
Take home messages• Genomic testing is here to stay• Genomic testing of females on the farm can
be profitable, maybe• Better reproduction makes testing more
profitable• Value of testing will likely increase when we
learn how to best use the information
Thank [email protected]